Resource scheduling methods for cloud computing environment: The role of meta-heuristics and artificial intelligence

The growth and development of scientific applications have demanded the creation of efficient resource management systems. Resource provisioning and scheduling are two core components of cloud resource management systems. Cloud resource scheduling is the most critical problem to solve efficiently du...

Full description

Saved in:
Bibliographic Details
Published in:Engineering applications of artificial intelligence Vol. 116; p. 105345
Main Authors: Aron, Rajni, Abraham, Ajith
Format: Journal Article
Language:English
Published: Elsevier Ltd 01.11.2022
Subjects:
Cloud computing
Heuristic methods
Resource provisioning
Scheduling
Scheduling algorithms
Cloud computing
Resource provisioning
Scheduling
Scheduling algorithms
Heuristic methods
ISSN:0952-1976, 1873-6769
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract The growth and development of scientific applications have demanded the creation of efficient resource management systems. Resource provisioning and scheduling are two core components of cloud resource management systems. Cloud resource scheduling is the most critical problem to solve efficiently due to the heterogeneity of resources, their inter-dependencies, and unpredictability of load in the cloud environment. In this paper, we review the background of scheduling and state-of-the-art scheduling techniques in cloud computing. We first introduce the general background, and phases of scheduling. A comprehensive survey of existing resource scheduling problems proposed so far is presented considering high-level taxonomy. This high-level taxonomy considers Virtual Machine (VM) placement, Quality of Service (QoS) parameters, heuristic methods, and other miscellaneous techniques for resource scheduling. This study also discusses scheduling in Infrastructure as a Service (IaaS) clouds and comparison based on important parameters is also investigated. The importance of meta-heuristic methods and artificial intelligence for resource scheduling methods in cloud computing is discussed thoroughly. The objective of this work is to help the researchers to understand the basic concepts related to scheduling and facilitate the process of designing new scheduling methods by addressing issues raised in the scheduling and studying the existing methodologies.
AbstractList The growth and development of scientific applications have demanded the creation of efficient resource management systems. Resource provisioning and scheduling are two core components of cloud resource management systems. Cloud resource scheduling is the most critical problem to solve efficiently due to the heterogeneity of resources, their inter-dependencies, and unpredictability of load in the cloud environment. In this paper, we review the background of scheduling and state-of-the-art scheduling techniques in cloud computing. We first introduce the general background, and phases of scheduling. A comprehensive survey of existing resource scheduling problems proposed so far is presented considering high-level taxonomy. This high-level taxonomy considers Virtual Machine (VM) placement, Quality of Service (QoS) parameters, heuristic methods, and other miscellaneous techniques for resource scheduling. This study also discusses scheduling in Infrastructure as a Service (IaaS) clouds and comparison based on important parameters is also investigated. The importance of meta-heuristic methods and artificial intelligence for resource scheduling methods in cloud computing is discussed thoroughly. The objective of this work is to help the researchers to understand the basic concepts related to scheduling and facilitate the process of designing new scheduling methods by addressing issues raised in the scheduling and studying the existing methodologies.
ArticleNumber 105345
Author Aron, Rajni
Abraham, Ajith
Author_xml – sequence: 1
  givenname: Rajni
  orcidid: 0000-0001-5162-8509
  surname: Aron
  fullname: Aron, Rajni
  email: rajni3387@gmail.com, rajni@nmims.edu
  organization: MPSTME, NMIMS University, Mumbai, India
– sequence: 2
  givenname: Ajith
  surname: Abraham
  fullname: Abraham, Ajith
  organization: Machine Intelligence Research Laboratories, Auburn, WA 98071, USA
BookMark eNqFkN1KAzEQhYMoWH9eQfICW5PdJumKF4r4B4Igeh3i7KSdsk1KkhV8e7tUb7zp1cAZvgPnO2GHIQZk7EKKqRRSX66mGBZus3E0rUVdb0PVzNQBm8i5aSptdHvIJqJVdSVbo4_ZSc4rIUQzn-kJK2-Y45AAeYYldkNPYcHXWJaxy9zHxKGPQ8chrjdDGX8YvijFsMZQrvj7EnmKPfLoR8hVSxwS5UKQuQsdd6mQJyDXcwoF-54WGADP2JF3fcbz33vKPh7u3--eqpfXx-e725cKGlmXykvwjTKgvDLOgQODcu61wVZL04JTrjYghMHZZ608zqU3AOiU7JT61FsLp0zveiHFnBN6u0m0dunbSmFHd3Zl_9zZ0Z3duduC1_9AoOIKxVCSo34_frPDcTvuizDZDDQO7yghFNtF2lfxAwXzlTc
CitedBy_id crossref_primary_10_1002_ett_5057
crossref_primary_10_1007_s40747_023_01265_3
crossref_primary_10_1007_s10462_025_11208_8
crossref_primary_10_1016_j_engappai_2023_106564
crossref_primary_10_32604_cmc_2024_058115
crossref_primary_10_1007_s43621_024_00583_x
crossref_primary_10_1186_s13677_024_00724_7
crossref_primary_10_1016_j_comcom_2023_07_023
crossref_primary_10_1109_ACCESS_2025_3529839
crossref_primary_10_3390_su16177323
crossref_primary_10_3390_fi17050215
crossref_primary_10_7717_peerj_cs_2128
crossref_primary_10_1016_j_engappai_2025_110705
crossref_primary_10_1080_00207543_2024_2442549
crossref_primary_10_1007_s42452_025_06755_2
crossref_primary_10_1002_cpe_70080
crossref_primary_10_1016_j_eswa_2025_129505
crossref_primary_10_1016_j_engappai_2024_109745
crossref_primary_10_1016_j_joitmc_2025_100565
crossref_primary_10_1016_j_engappai_2022_105802
crossref_primary_10_1007_s10115_024_02167_7
crossref_primary_10_1007_s43069_024_00382_0
crossref_primary_10_3390_buildings14030601
crossref_primary_10_3233_JIFS_237998
crossref_primary_10_1007_s11042_024_20408_3
crossref_primary_10_1109_ACCESS_2024_3365934
crossref_primary_10_3390_su16125095
Cites_doi 10.1016/j.jnca.2015.05.016
10.1080/17517575.2013.830342
10.1057/jors.2013.71
10.1007/s10723-006-9040-x
10.1023/A:1017912624016
10.1145/3494520
10.1016/j.future.2012.01.005
10.1109/TPDS.2016.2641937
10.1016/j.future.2015.02.001
10.1006/jpdc.2000.1714
10.1016/j.future.2012.01.007
10.1016/j.engappai.2018.12.002
10.1016/j.jnca.2017.01.016
10.1287/ijoc.1.3.190
10.1016/j.jss.2011.04.013
10.1109/JAS.2017.7510313
10.1016/j.jcss.2011.12.014
10.1016/j.engappai.2019.103257
10.1016/j.eswa.2011.08.048
10.1109/MCS.2002.1004010
10.1016/j.ins.2015.03.053
10.1016/j.future.2016.07.001
10.1016/j.jpdc.2012.02.002
10.1007/s10586-020-03223-x
10.1016/j.future.2012.05.017
10.1016/j.future.2017.02.034
10.1016/j.future.2011.04.017
10.1016/j.proeng.2012.06.337
10.1504/IJCAT.2015.071423
10.1016/j.future.2009.11.005
10.1016/j.asoc.2018.12.021
10.1016/j.future.2012.12.012
10.1016/j.future.2012.05.019
10.1016/j.procs.2015.02.162
10.1145/2576768.2598350
10.1109/TASE.2015.2503325
10.1016/j.future.2013.01.003
10.1016/j.engappai.2020.104004
10.1016/j.jss.2012.01.019
10.3844/jcssp.2009.745.750
10.1109/3477.484436
10.1023/A:1016540724870
10.1016/j.simpat.2013.01.004
10.23919/ICN.2020.0017
10.26599/BDMA.2021.9020016
10.1016/j.future.2011.05.016
10.1016/j.ins.2016.04.024
10.1016/j.advengsoft.2012.11.011
10.1109/TEVC.2009.2021982
10.1007/s10922-014-9307-7
10.1007/s10922-020-09577-2
10.1016/j.jnca.2019.06.006
10.1145/2463372.2463477
10.1007/s10723-013-9255-6
10.1016/j.future.2010.11.003
10.1016/j.jpdc.2011.04.007
10.1016/j.jpdc.2011.12.002
10.1109/TEVC.2020.2985497
10.1016/j.engappai.2020.103583
10.1016/j.future.2018.09.014
10.1145/2908812.2908917
10.1016/j.advengsoft.2010.06.004
10.1109/TASE.2017.2741965
10.1016/j.asoc.2020.106411
10.1016/j.future.2017.01.002
10.1126/science.220.4598.671
10.1016/j.simpat.2013.02.003
10.1145/1721654.1721672
10.1109/JSYST.2013.2256731
10.1145/2739480.2754737
10.1016/j.advengsoft.2012.10.003
10.1016/j.future.2016.02.016
10.1145/2740070.2626334
10.1016/S0303-2647(97)01708-5
10.26599/TST.2020.9010047
10.1016/j.future.2012.12.005
10.1109/TPDS.2015.2446459
10.1016/j.future.2011.05.006
10.1016/j.asoc.2013.01.025
10.1016/j.jpdc.2010.04.004
10.1016/j.future.2012.05.004
10.1109/TASE.2017.2693688
10.1016/j.future.2012.07.001
10.1016/j.future.2012.09.005
10.1016/j.jpdc.2014.09.002
10.1109/ACCESS.2015.2508940
10.1016/j.future.2014.11.019
10.1016/j.engappai.2019.03.002
10.26599/TST.2021.9010009
10.1145/3377930.3390223
10.1109/TSC.2015.2477825
10.1109/TASE.2015.2427234
10.1109/TII.2022.3148288
10.1145/2788397
10.1016/j.future.2012.03.025
10.1109/ACCESS.2017.2773645
10.1016/j.future.2011.07.003
10.1016/j.jss.2011.04.027
10.1287/ijoc.1030.0050
10.1016/j.future.2016.10.034
10.1002/cpe.938
10.1109/TCYB.2016.2574766
10.1109/TPDS.2017.2678507
10.1016/j.parco.2013.03.002
10.1109/TASE.2016.2526781
10.1016/j.advengsoft.2011.03.007
10.1109/TSC.2018.2866421
10.1016/j.swevo.2021.100841
10.1109/TNSM.2015.2436408
10.1109/INFOCOM.2017.8056945
ContentType Journal Article
Copyright 2022 Elsevier Ltd
Copyright_xml – notice: 2022 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.engappai.2022.105345
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Applied Sciences
Computer Science
EISSN 1873-6769
ExternalDocumentID 10_1016_j_engappai_2022_105345
S0952197622003700
GroupedDBID --K
--M
.DC
.~1
0R~
1B1
1~.
1~5
29G
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
AABNK
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AAXUO
AAYFN
ABBOA
ABMAC
ABXDB
ABYKQ
ACDAQ
ACGFS
ACNNM
ACRLP
ACZNC
ADBBV
ADEZE
ADJOM
ADMUD
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHJVU
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
ASPBG
AVWKF
AXJTR
AZFZN
BJAXD
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
GBOLZ
HLZ
HVGLF
HZ~
IHE
J1W
JJJVA
KOM
LG9
LY7
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
R2-
RIG
ROL
RPZ
SBC
SDF
SDG
SDP
SES
SET
SEW
SPC
SPCBC
SST
SSV
SSZ
T5K
TN5
UHS
WUQ
ZMT
~G-
9DU
AATTM
AAXKI
AAYWO
AAYXX
ABJNI
ABWVN
ACLOT
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
CITATION
EFKBS
~HD
ID FETCH-LOGICAL-c312t-f1cf357c5f57aacac7e18f67e96179ca5a27c007e4b25fe81f7ccea51d55b6053
ISICitedReferencesCount 27
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000860321900011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0952-1976
IngestDate Sat Nov 29 07:08:39 EST 2025
Tue Nov 18 22:43:12 EST 2025
Fri Feb 23 02:40:12 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Cloud computing
Resource provisioning
Scheduling
Scheduling algorithms
Heuristic methods
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c312t-f1cf357c5f57aacac7e18f67e96179ca5a27c007e4b25fe81f7ccea51d55b6053
ORCID 0000-0001-5162-8509
ParticipantIDs crossref_primary_10_1016_j_engappai_2022_105345
crossref_citationtrail_10_1016_j_engappai_2022_105345
elsevier_sciencedirect_doi_10_1016_j_engappai_2022_105345
PublicationCentury 2000
PublicationDate November 2022
2022-11-00
PublicationDateYYYYMMDD 2022-11-01
PublicationDate_xml – month: 11
  year: 2022
  text: November 2022
PublicationDecade 2020
PublicationTitle Engineering applications of artificial intelligence
PublicationYear 2022
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Gutierrez-Garcia, Sim (b79) 2013; 29
Tighe, Bauer (b158) 2014
Lee, Wang, Zomaya, Zhou (b108) 2012; 72
Bi, Yuan, Tan, Zhou, Fan, Zhang, Li (b31) 2017; 14
Dorigo, Maniezzo, Colorni (b58) 1996; 26
Wu, Garg, Buyya (b169) 2012; 78
Geelan (b70) 2009; 4
Shenai (b144) 2012; 38
Zhu, Zhuang, Zhang (b183) 2017; 69
Goyal, A., Dadizadeh, S., 2009. A Survey on Cloud Computing. University of British Columbia Technical Report for CS, 508, pp. 55–58.
Hindman, B., Konwinski, A., Zaharia, M., Ghodsi, A., Joseph, A.D., Katz, R.H., Shenker, S., Stoica, I., 2011. Mesos: A Platform for Fine-Grained Resource Sharing in the Data Center. In: NSDI, Vol. 11, no. 2011. pp. 22–22.
Mateos, Pacini, Garino (b120) 2013; 56
Arabnejad, Bubendorfer (b19) 2015
Saini, Hakanen, Miettinen (b139) 2020
Yu, R., Xue, G., Zhang, X., Li, D., 2017. Survivable and Bandwidth-Guaranteed Embedding of Virtual Clusters in Cloud Data Centers. In: IEEE INFOCOM.
Huang, Bessis, Norrington, Kuonen, Hirsbrunner (b88) 2013; 29
Pandey, Wu, Guru, Buyya (b129) 2010
Priya, Kumar, Kannan (b131) 2019; 76
Beloglazov, Abawajy, Buyya (b27) 2012; 28
Glover (b75) 1989; 1
Joseph (b92) 2009
Talbi (b152) 2002; 8
Duan, Lu, Zhou, Sun, Wu (b60) 2019; 81
Jing, Liu, Shao (b91) 2015; 52
Shamsi, Khojaye, Qasmi (b143) 2013; 11
Buyya, Vecchiola, Selvi (b42) 2013
Devi, Valli (b54) 2021
Hu, Gu, Sun, Zhao (b86) 2010
Passino (b130) 2002; 22
Yuan, Bi, Tan, Li (b175) 2017; 14
Anon (b16) 2016
Owusu, Pattinson (b127) 2012
Sandhu (b140) 2021; 5
Singh, Awasthi, Sikka (b147) 2022; 55
Van Do, Rotter (b164) 2012; 85
Schwarzkopf, Konwinski, Abd-El-Malek, Wilkes (b141) 2013
Thierens, D., Bosman, P.A., 2013. Hierarchical problem solving with the linkage tree genetic algorithm. In: Proceedings of the 15th Annual Conference on Genetic and Evolutionary Computation. pp. 877–884.
Bi, Yuan, Tie, Tan (b32) 2015; 9
Holland (b82) 1975
Zuo, Shu, Dong, Zhu, Hara (b184) 2015; 3
Bui, Yoon, Huh, Jun, Lee (b39) 2016
Zhan, Liu, Gong, Zhang, Chung, Li (b180) 2015; 47
Shetty, Yuchi, Song (b145) 2016
Anon (b13) 2016
Pan, Wang, Chen, Wu (b128) 2021
Anon (b10) 2014
Su, Li, Huang, Huang, Shuang, Wang (b150) 2013; 39
Konjaang, Xu (b102) 2021; 29
Kim, Cho, Seo (b98) 2014; 32
Hsu (b84) 2004
Li, Zhu, Ren, Wang, Zhang, Chen (b112) 2016
LD, Krishna (b106) 2013; 13
Bilogrevic, Jadliwala, Kumar, Walia, Hubaux, Aad, Niemi (b33) 2011; 84
Kennedy (b96) 2011
Chejerla, Madria (b46) 2017; 75
Yuan, Bi, Tan, Li (b174) 2016; 13
Dasgupta, Das, Abraham, Biswas (b52) 2009; 13
Rampersaud, Grosu (b136) 2016; 28
Anon (b14) 2016
Bousselmi, Brahmi, Gammoudi (b36) 2016
Colorni, Dorigo, Maniezzo (b50) 1991
Lucas-Simarro, Moreno-Vozmediano, Montero, Llorente (b114) 2013; 29
Li, Tordsson, Elmroth (b111) 2011
Bosman, P.A., Luong, N.H., Thierens, D., 2016. Expanding from discrete Cartesian to permutation gene-pool optimal mixing evolutionary algorithms. In: Proceedings of the Genetic and Evolutionary Computation Conference 2016. pp. 637–644.
Garg, Yeo, Anandasivam, Buyya (b68) 2011; 71
Adhikari, Amgoth, Srirama (b3) 2020
Quarati, Clematis, Galizia, D Agostino (b133) 2013; 39
Fox, Griffith, Joseph, Katz, Konwinski, Lee, Patterson, Rabkin, Stoica (b63) 2009; 28
Lucrezia, Marchetto, Risso, Vercellone (b115) 2015
Li, Shao, Zhou (b110) 2021; 2
Dorigo, Gambardella (b57) 1997; 43
Thain, Tannenbaum, Livny (b154) 2005; 17
Breitgand, Epstein (b38) 2012
Akbar, Irohara (b5) 2020; 96
Foster, Zhao, Raicu, Lu (b62) 2008
Kumar, Sharma, Goel, Singh (b104) 2019; 143
Vasile, Pop, Tutueanu, Cristea, Kołodziej (b165) 2015; 51
Cirne, Brasileiro, Andrade, Costa, Andrade, Novaes, Mowbray (b49) 2006; 4
Jennings, Stadler (b90) 2015; 23
Gai, Qiu, Zhao, Tao, Zong (b67) 2016; 59
Hu, Li (b87) 2021; 27
Amiri, Mohammad-Khanli (b8) 2017; 82
Ghit, Yigitbasi, Iosup, Epema (b74) 2014
Lee, Katz (b107) 2011
Armstrong, Hensgen, Kidd (b24) 1998
Latiff, Madni, Abdullahi (b105) 2016
Anon (b15) 2016
Thomas, Krishnalal, Raj (b157) 2015; 46
Delgado, Didona, Dinu, Zwaenepoel (b53) 2016
Arabnejad, Bubendorfer, Ng (b20) 2016
Freund, Gherrity, Ambrosius, Campbell, Halderman, Hensgen, Keith, Kidd, Kussow, Lima (b64) 1998
Vivekanandan (b167) 2011
Chakhlevitch, Cowling (b45) 2008
Arunarani, Manjula, Sugumaran (b25) 2019; 91
Chen, Zhu, Liu, Pedrycz (b47) 2018; 14
Rittinghouse, Ransome (b138) 2009
Arabnejad, Bubendorfer, Ng (b21) 2017; 75
Ma, Liu, Li, Hu, Yang, Guan (b116) 2019; 81
Dong, F., Akl, S.G., 2006. Scheduling Algorithms for Grid Computing State of the Art and Open Problems. Technical report.
Tighe, Keller, Bauer, Lutfiyya (b159) 2013
Xhafa, Abraham (b170) 2010; 26
Beloglazov, Buyya (b28) 2010
Anon (b12) 2016
Shukla, Nath, Muhuri, Lohani (b146) 2020; 87
Duan, Chen, Min, Wu (b59) 2017; 74
Cappanera, Trubian (b44) 2005; 17
Malik, Huet, Caromel (b117) 2012
Calheiros, Buyya (b43) 2014
Fu, Hou, Wang, Wu, Gao, Wang (b66) 2021; 26
Przewozniczek, Komarnicki (b132) 2020; 24
Erdil (b61) 2013; 29
Khojasteh Toussi, Naghibzadeh (b97) 2021; 24
Alamer, Basudan (b7) 2020; 91
Xu, Zhao, Hu, Hu (b171) 2011; 42
Gelatt, Vecchi (b71) 1983; 220
Houssein, Gad, Wazery, Suganthan (b83) 2021
Liu, Zhang, Yang, Chen (b113) 2013; 29
Sfrent, Pop (b142) 2015; 319
Tordsson, Montero, Moreno-Vozmediano, Llorente (b161) 2012; 28
Grandl, Ananthanarayanan, Kandula, Rao, Akella (b78) 2015; 44
Rajni, Chana (b134) 2010
Yuan, Bi, Tan, Zhou, Li, Li (b176) 2017; 47
Armbrust, Fox, Griffith, Joseph, Katz, Konwinski, Lee, Patterson, Rabkin, Stoica (b23) 2010; 53
Frîncu (b65) 2014; 32
Li, Qiu, Ming, Quan, Qin, Gu (b109) 2012; 72
Rajni, Chana (b135) 2013; 29
Ding, Qin, Liu, Wang (b55) 2015; 50
Gąsior, Seredyński (b69) 2016
Burkimsher, Bate, Indrusiak (b41) 2013; 29
Kashyap, Vidyarthi (b94) 2014
Sirbu, Pop, Şerbănescu, Pop (b148) 2017; 72
Bessis, Sotiriadis, Pop, Cristea (b29) 2013; 39
Ari, Muhtaroglu (b22) 2013; 60
Ghahramani, Zhou, Hon (b72) 2017; 4
Kousiouris, Cucinotta, Varvarigou (b103) 2011; 84
Ghanbari, Othman (b73) 2012; 50
Mell, Grance (b121) 2009; 53
Nathani, Chaudhary, Somani (b125) 2012; 28
Merz, Freisleben (b123) 2002; 8
Kondikoppa, Chiu, Cui, Xue, Park (b101) 2012
Al-khateeb, Abdullah (b6) 2009; 5
Dabbagh, Hamdaoui, Guizani, Rayes (b51) 2015; 12
Judy, Ramadoss (b93) 2012; 2
Chen, Zhu, Qiu, Liu, Du (b48) 2017; 28
Tang, Tan (b153) 2016; 2016
Zeng, Veeravalli, Li (b179) 2015; 75
Burke, Gendreau, Hyde, Kendall, Ochoa, Özcan, Qu (b40) 2013; 64
Stefan (b149) 2001
Yuan, Bi, Zhou, Sedraoui (b178) 2018; 6
Van den Bossche, Vanmechelen, Broeckhove (b163) 2013; 29
Zhang, Zhou (b181) 2018; 15
Komarnicki, M.M., Przewozniczek, M.W., Durda, T.M., 2020. Comparative mixing for DSMGA-II. In: Proceedings of the 2020 Genetic and Evolutionary Computation Conference. pp. 708–716.
Attiya, Abd Elaziz, Abualigah, Nguyen, Abd El-Latif (b26) 2022
Hart, Krasnogor, Smith (b80) 2004
Ren, Ananthanarayanan, Wierman, Yu (b137) 2015
Tsai, Rodrigues (b162) 2014; 8
Andrade, Cirne, Brasileiro, Roisenberg (b9) 2003
Torabzadeh, Zandieh (b160) 2010; 41
Anon (b17) 2018
Abraham, A., Buyya, R., Nath, B., 2000. Nature’s heuristics for scheduling jobs on computational grids. In: The 8th IEEE International Conference on Advanced Computing and Communications. ADCOM 2000, pp. 45–52.
Afoulki, Bousquet, Rouzaud-Cornabas (b4) 2011
Anon (b18) 2018
Anon (b11) 2015
Goldman, B.W., Punch, W.F., 2014. Parameter-less population pyramid. In: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation. pp. 785–792.
Merloti (b122) 2004
Kokilavani, Amalarethinam (b99) 2010; 1
Theys, Braun, Siegal, Maciejewski, Kwok (b155) 2001
Biran, Corradi, Fanelli, Foschini, Nus, Raz, Silvera (b34) 2012
Braun, Siegel, Beck, Bölöni, Maheswaran, Reuther, Robertson, Theys, Yao, Hensgen (b37) 2001; 61
Mangla (b118) 2021
Mateescu, Gentzsch, Ribbens (b119) 2011; 27
Abrishami, Naghibzadeh, Epema (b2) 2013; 29
Ousterhout, Wendell, Zaharia, Stoica (b126) 2013
Mezmaz, Melab, Kessaci, Lee, Talbi, Zomaya, Tuyttens (b124) 2011; 71
Yildirim, Kim, Kosar (b172) 2013; 29
Sun, Liao, Zhao, Xu, Yu (b151) 2015; 11
Wang, Zeng, Tang, Yao (b168) 2012; 39
Zhu, Zhang, Li, Liu (b182) 2015; 27
Irwin, Shenoy, Cecchet, Zink (b89) 2010
Vavilapalli, Murthy, Douglas, Agarwal, Konar, Evans, Graves, Lowe, Shah, Seth (b166) 2013
Yuan, Bi, Zhou, Ammari (b177) 2017; 15
Bi, Yuan, Tan, Li (b30) 2016; 360
Hsu, S.-H., Yu, T.-L., 2015. Optimization by pairwise linkage detection, incremental linkage set, and restricted/back mixing: DSMGA-II. In: Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation. pp. 519–526.
Keller, Tighe, Lutfiyya, Bauer (b95) 2014
Bousselmi (10.1016/j.engappai.2022.105345_b36) 2016
10.1016/j.engappai.2022.105345_b173
Wang (10.1016/j.engappai.2022.105345_b168) 2012; 39
Rittinghouse (10.1016/j.engappai.2022.105345_b138) 2009
Anon (10.1016/j.engappai.2022.105345_b11) 2015
Shamsi (10.1016/j.engappai.2022.105345_b143) 2013; 11
Armstrong (10.1016/j.engappai.2022.105345_b24) 1998
Beloglazov (10.1016/j.engappai.2022.105345_b27) 2012; 28
Latiff (10.1016/j.engappai.2022.105345_b105) 2016
Vasile (10.1016/j.engappai.2022.105345_b165) 2015; 51
Li (10.1016/j.engappai.2022.105345_b112) 2016
Thomas (10.1016/j.engappai.2022.105345_b157) 2015; 46
Dabbagh (10.1016/j.engappai.2022.105345_b51) 2015; 12
LD (10.1016/j.engappai.2022.105345_b106) 2013; 13
Ghit (10.1016/j.engappai.2022.105345_b74) 2014
Sirbu (10.1016/j.engappai.2022.105345_b148) 2017; 72
Arabnejad (10.1016/j.engappai.2022.105345_b19) 2015
Vavilapalli (10.1016/j.engappai.2022.105345_b166) 2013
Singh (10.1016/j.engappai.2022.105345_b147) 2022; 55
Anon (10.1016/j.engappai.2022.105345_b14) 2016
Nathani (10.1016/j.engappai.2022.105345_b125) 2012; 28
Yildirim (10.1016/j.engappai.2022.105345_b172) 2013; 29
10.1016/j.engappai.2022.105345_b35
Ma (10.1016/j.engappai.2022.105345_b116) 2019; 81
Tighe (10.1016/j.engappai.2022.105345_b158) 2014
Thain (10.1016/j.engappai.2022.105345_b154) 2005; 17
Garg (10.1016/j.engappai.2022.105345_b68) 2011; 71
Lucrezia (10.1016/j.engappai.2022.105345_b115) 2015
Mell (10.1016/j.engappai.2022.105345_b121) 2009; 53
Duan (10.1016/j.engappai.2022.105345_b59) 2017; 74
Duan (10.1016/j.engappai.2022.105345_b60) 2019; 81
Kousiouris (10.1016/j.engappai.2022.105345_b103) 2011; 84
Kumar (10.1016/j.engappai.2022.105345_b104) 2019; 143
Amiri (10.1016/j.engappai.2022.105345_b8) 2017; 82
Schwarzkopf (10.1016/j.engappai.2022.105345_b141) 2013
Rajni (10.1016/j.engappai.2022.105345_b135) 2013; 29
Cirne (10.1016/j.engappai.2022.105345_b49) 2006; 4
Ari (10.1016/j.engappai.2022.105345_b22) 2013; 60
Yuan (10.1016/j.engappai.2022.105345_b178) 2018; 6
Bi (10.1016/j.engappai.2022.105345_b32) 2015; 9
Li (10.1016/j.engappai.2022.105345_b110) 2021; 2
Gai (10.1016/j.engappai.2022.105345_b67) 2016; 59
Wu (10.1016/j.engappai.2022.105345_b169) 2012; 78
Anon (10.1016/j.engappai.2022.105345_b16) 2016
Keller (10.1016/j.engappai.2022.105345_b95) 2014
Malik (10.1016/j.engappai.2022.105345_b117) 2012
Stefan (10.1016/j.engappai.2022.105345_b149) 2001
Bi (10.1016/j.engappai.2022.105345_b31) 2017; 14
Pan (10.1016/j.engappai.2022.105345_b128) 2021
Yuan (10.1016/j.engappai.2022.105345_b175) 2017; 14
Lee (10.1016/j.engappai.2022.105345_b108) 2012; 72
Jennings (10.1016/j.engappai.2022.105345_b90) 2015; 23
Buyya (10.1016/j.engappai.2022.105345_b42) 2013
Abrishami (10.1016/j.engappai.2022.105345_b2) 2013; 29
Glover (10.1016/j.engappai.2022.105345_b75) 1989; 1
Bessis (10.1016/j.engappai.2022.105345_b29) 2013; 39
10.1016/j.engappai.2022.105345_b1
Kennedy (10.1016/j.engappai.2022.105345_b96) 2011
Sfrent (10.1016/j.engappai.2022.105345_b142) 2015; 319
Arabnejad (10.1016/j.engappai.2022.105345_b21) 2017; 75
Zhu (10.1016/j.engappai.2022.105345_b182) 2015; 27
Judy (10.1016/j.engappai.2022.105345_b93) 2012; 2
Chen (10.1016/j.engappai.2022.105345_b48) 2017; 28
Al-khateeb (10.1016/j.engappai.2022.105345_b6) 2009; 5
Ousterhout (10.1016/j.engappai.2022.105345_b126) 2013
Erdil (10.1016/j.engappai.2022.105345_b61) 2013; 29
Hu (10.1016/j.engappai.2022.105345_b87) 2021; 27
Huang (10.1016/j.engappai.2022.105345_b88) 2013; 29
Khojasteh Toussi (10.1016/j.engappai.2022.105345_b97) 2021; 24
Fox (10.1016/j.engappai.2022.105345_b63) 2009; 28
Ghanbari (10.1016/j.engappai.2022.105345_b73) 2012; 50
Bilogrevic (10.1016/j.engappai.2022.105345_b33) 2011; 84
10.1016/j.engappai.2022.105345_b100
Passino (10.1016/j.engappai.2022.105345_b130) 2002; 22
Geelan (10.1016/j.engappai.2022.105345_b70) 2009; 4
Devi (10.1016/j.engappai.2022.105345_b54) 2021
Arabnejad (10.1016/j.engappai.2022.105345_b20) 2016
Yuan (10.1016/j.engappai.2022.105345_b174) 2016; 13
Shenai (10.1016/j.engappai.2022.105345_b144) 2012; 38
Beloglazov (10.1016/j.engappai.2022.105345_b28) 2010
Chen (10.1016/j.engappai.2022.105345_b47) 2018; 14
Frîncu (10.1016/j.engappai.2022.105345_b65) 2014; 32
Priya (10.1016/j.engappai.2022.105345_b131) 2019; 76
Kokilavani (10.1016/j.engappai.2022.105345_b99) 2010; 1
Przewozniczek (10.1016/j.engappai.2022.105345_b132) 2020; 24
Zhang (10.1016/j.engappai.2022.105345_b181) 2018; 15
Mangla (10.1016/j.engappai.2022.105345_b118) 2021
Irwin (10.1016/j.engappai.2022.105345_b89) 2010
Anon (10.1016/j.engappai.2022.105345_b18) 2018
Hart (10.1016/j.engappai.2022.105345_b80) 2004
Tordsson (10.1016/j.engappai.2022.105345_b161) 2012; 28
Saini (10.1016/j.engappai.2022.105345_b139) 2020
Calheiros (10.1016/j.engappai.2022.105345_b43) 2014
Liu (10.1016/j.engappai.2022.105345_b113) 2013; 29
Mateos (10.1016/j.engappai.2022.105345_b120) 2013; 56
Zuo (10.1016/j.engappai.2022.105345_b184) 2015; 3
10.1016/j.engappai.2022.105345_b77
Van den Bossche (10.1016/j.engappai.2022.105345_b163) 2013; 29
Gelatt (10.1016/j.engappai.2022.105345_b71) 1983; 220
10.1016/j.engappai.2022.105345_b76
Chakhlevitch (10.1016/j.engappai.2022.105345_b45) 2008
Foster (10.1016/j.engappai.2022.105345_b62) 2008
Gąsior (10.1016/j.engappai.2022.105345_b69) 2016
Alamer (10.1016/j.engappai.2022.105345_b7) 2020; 91
Jing (10.1016/j.engappai.2022.105345_b91) 2015; 52
Zhu (10.1016/j.engappai.2022.105345_b183) 2017; 69
Afoulki (10.1016/j.engappai.2022.105345_b4) 2011
Anon (10.1016/j.engappai.2022.105345_b15) 2016
Ren (10.1016/j.engappai.2022.105345_b137) 2015
Holland (10.1016/j.engappai.2022.105345_b82) 1975
Joseph (10.1016/j.engappai.2022.105345_b92) 2009
Kondikoppa (10.1016/j.engappai.2022.105345_b101) 2012
Burke (10.1016/j.engappai.2022.105345_b40) 2013; 64
Konjaang (10.1016/j.engappai.2022.105345_b102) 2021; 29
Sun (10.1016/j.engappai.2022.105345_b151) 2015; 11
Kashyap (10.1016/j.engappai.2022.105345_b94) 2014
Gutierrez-Garcia (10.1016/j.engappai.2022.105345_b79) 2013; 29
Arunarani (10.1016/j.engappai.2022.105345_b25) 2019; 91
Merloti (10.1016/j.engappai.2022.105345_b122) 2004
Bui (10.1016/j.engappai.2022.105345_b39) 2016
Dorigo (10.1016/j.engappai.2022.105345_b58) 1996; 26
Delgado (10.1016/j.engappai.2022.105345_b53) 2016
10.1016/j.engappai.2022.105345_b81
Xu (10.1016/j.engappai.2022.105345_b171) 2011; 42
Sandhu (10.1016/j.engappai.2022.105345_b140) 2021; 5
Hu (10.1016/j.engappai.2022.105345_b86) 2010
Su (10.1016/j.engappai.2022.105345_b150) 2013; 39
Chejerla (10.1016/j.engappai.2022.105345_b46) 2017; 75
Anon (10.1016/j.engappai.2022.105345_b10) 2014
10.1016/j.engappai.2022.105345_b85
Quarati (10.1016/j.engappai.2022.105345_b133) 2013; 39
Tang (10.1016/j.engappai.2022.105345_b153) 2016; 2016
Ding (10.1016/j.engappai.2022.105345_b55) 2015; 50
Colorni (10.1016/j.engappai.2022.105345_b50) 1991
Houssein (10.1016/j.engappai.2022.105345_b83) 2021
Tighe (10.1016/j.engappai.2022.105345_b159) 2013
Cappanera (10.1016/j.engappai.2022.105345_b44) 2005; 17
Dasgupta (10.1016/j.engappai.2022.105345_b52) 2009; 13
Pandey (10.1016/j.engappai.2022.105345_b129) 2010
Fu (10.1016/j.engappai.2022.105345_b66) 2021; 26
Shetty (10.1016/j.engappai.2022.105345_b145) 2016
Xhafa (10.1016/j.engappai.2022.105345_b170) 2010; 26
Anon (10.1016/j.engappai.2022.105345_b13) 2016
Yuan (10.1016/j.engappai.2022.105345_b176) 2017; 47
Rampersaud (10.1016/j.engappai.2022.105345_b136) 2016; 28
Shukla (10.1016/j.engappai.2022.105345_b146) 2020; 87
Dorigo (10.1016/j.engappai.2022.105345_b57) 1997; 43
Lucas-Simarro (10.1016/j.engappai.2022.105345_b114) 2013; 29
Torabzadeh (10.1016/j.engappai.2022.105345_b160) 2010; 41
Breitgand (10.1016/j.engappai.2022.105345_b38) 2012
10.1016/j.engappai.2022.105345_b56
Li (10.1016/j.engappai.2022.105345_b109) 2012; 72
Van Do (10.1016/j.engappai.2022.105345_b164) 2012; 85
Biran (10.1016/j.engappai.2022.105345_b34) 2012
Zhan (10.1016/j.engappai.2022.105345_b180) 2015; 47
Grandl (10.1016/j.engappai.2022.105345_b78) 2015; 44
Andrade (10.1016/j.engappai.2022.105345_b9) 2003
Merz (10.1016/j.engappai.2022.105345_b123) 2002; 8
Zeng (10.1016/j.engappai.2022.105345_b179) 2015; 75
Anon (10.1016/j.engappai.2022.105345_b17) 2018
Ghahramani (10.1016/j.engappai.2022.105345_b72) 2017; 4
Adhikari (10.1016/j.engappai.2022.105345_b3) 2020
Bi (10.1016/j.engappai.2022.105345_b30) 2016; 360
Kim (10.1016/j.engappai.2022.105345_b98) 2014; 32
Akbar (10.1016/j.engappai.2022.105345_b5) 2020; 96
Hsu (10.1016/j.engappai.2022.105345_b84) 2004
Anon (10.1016/j.engappai.2022.105345_b12) 2016
Attiya (10.1016/j.engappai.2022.105345_b26) 2022
Lee (10.1016/j.engappai.2022.105345_b107) 2011
Vivekanandan (10.1016/j.engappai.2022.105345_b167) 2011
Yuan (10.1016/j.engappai.2022.105345_b177) 2017; 15
Theys (10.1016/j.engappai.2022.105345_b155) 2001
Burkimsher (10.1016/j.engappai.2022.105345_b41) 2013; 29
Tsai (10.1016/j.engappai.2022.105345_b162) 2014; 8
Rajni (10.1016/j.engappai.2022.105345_b134) 2010
Talbi (10.1016/j.engappai.2022.105345_b152) 2002; 8
Armbrust (10.1016/j.engappai.2022.105345_b23) 2010; 53
Li (10.1016/j.engappai.2022.105345_b111) 2011
Mezmaz (10.1016/j.engappai.2022.105345_b124) 2011; 71
10.1016/j.engappai.2022.105345_b156
Freund (10.1016/j.engappai.2022.105345_b64) 1998
Braun (10.1016/j.engappai.2022.105345_b37) 2001; 61
Mateescu (10.1016/j.engappai.2022.105345_b119) 2011; 27
Owusu (10.1016/j.engappai.2022.105345_b127) 2012
References_xml – volume: 27
  start-page: 1344
  year: 2015
  end-page: 1357
  ident: b182
  article-title: Evolutionary multi-objective workflow scheduling in cloud
  publication-title: IEEE Trans. Parallel Distrib. Syst.
– volume: 50
  start-page: 778
  year: 2012
  end-page: 785
  ident: b73
  article-title: A priority based job scheduling algorithm in cloud computing
  publication-title: Procedia Eng.
– volume: 29
  start-page: 1795
  year: 2013
  end-page: 1807
  ident: b172
  article-title: Modeling throughput sampling size for a cloud-hosted data scheduling and optimization service
  publication-title: Future Gener. Comput. Syst.
– start-page: 1
  year: 2008
  end-page: 10
  ident: b62
  article-title: Cloud computing and grid computing 360-degree compared
  publication-title: Grid Computing Environments Workshop, 2008
– volume: 29
  start-page: 158
  year: 2013
  end-page: 169
  ident: b2
  article-title: Deadline-constrained workflow scheduling algorithms for infrastructure as a service clouds
  publication-title: Future Gener. Comput. Syst.
– year: 2011
  ident: b4
  article-title: A security-aware scheduler for virtual machines on iaas clouds
  publication-title: Report 2011
– start-page: 342
  year: 2014
  end-page: 349
  ident: b43
  article-title: Energy-efficient scheduling of urgent bag-of-tasks applications in clouds through DVFS
  publication-title: Cloud Computing Technology and Science (CloudCom), 2014 IEEE 6th International Conference on
– volume: 13
  start-page: 976
  year: 2016
  end-page: 985
  ident: b174
  article-title: CAWSAC: Cost-aware workload scheduling and admission control for distributed cloud data centers
  publication-title: IEEE Trans. Autom. Sci. Eng.
– start-page: 1188
  year: 2016
  end-page: 1195
  ident: b20
  article-title: A budget-aware algorithm for scheduling scientific workflows in cloud
  publication-title: High Performance Computing and Communications; IEEE 14th International Conference on Smart City; IEEE 2nd International Conference on Data Science and Systems (HPCC/SmartCity/DSS), 2016 IEEE 18th International Conference on
– year: 2016
  ident: b12
  article-title: Rackspace
– start-page: 222
  year: 2016
  end-page: 229
  ident: b69
  article-title: Metaheuristic approaches to multiobjective job scheduling in cloud computing systems
  publication-title: Cloud Computing Technology and Science (CloudCom), 2016 IEEE International Conference on
– start-page: 400
  year: 2010
  end-page: 407
  ident: b129
  article-title: A particle swarm optimization-based heuristic for scheduling workflow applications in cloud computing environments
  publication-title: Advanced Information Networking and Applications (AINA), 2010 24th IEEE International Conference on
– volume: 1
  start-page: 33
  year: 2010
  end-page: 38
  ident: b99
  article-title: Applying non-traditional optimization techniques to task scheduling in grid computing–An overview
  publication-title: Int. J. Res. Rev. Comput. Sci. (IJRRCS)
– volume: 50
  start-page: 62
  year: 2015
  end-page: 74
  ident: b55
  article-title: Energy efficient scheduling of virtual machines in cloud with deadline constraint
  publication-title: Future Gener. Comput. Syst.
– volume: 24
  start-page: 1097
  year: 2020
  end-page: 1111
  ident: b132
  article-title: Empirical linkage learning
  publication-title: IEEE Trans. Evol. Comput.
– volume: 78
  start-page: 1280
  year: 2012
  end-page: 1299
  ident: b169
  article-title: SLA-based admission control for a software-as-a-service provider in cloud computing environments
  publication-title: J. Comput. System Sci.
– start-page: 106
  year: 2015
  end-page: 113
  ident: b19
  article-title: Cost effective and deadline constrained scientific workflow scheduling for commercial clouds
  publication-title: Network Computing and Applications (NCA), 2015 IEEE 14th International Symposium on
– volume: 60
  start-page: 122
  year: 2013
  end-page: 135
  ident: b22
  article-title: Design and implementation of a cloud computing service for finite element analysis
  publication-title: Adv. Eng. Softw.
– volume: 9
  start-page: 743
  year: 2015
  end-page: 767
  ident: b32
  article-title: SLA-based optimisation of virtualised resource for multi-tier web applications in cloud data centres
  publication-title: Enterp. Inf. Syst.
– start-page: 498
  year: 2012
  end-page: 506
  ident: b34
  article-title: A stable network-aware vm placement for cloud systems
  publication-title: Cluster, Cloud and Grid Computing (CCGrid), 2012 12th IEEE/ACM International Symposium on
– start-page: 306
  year: 2010
  end-page: 310
  ident: b134
  article-title: Resource provisioning and scheduling in grids: issues, challenges and future directions
  publication-title: Computer and Communication Technology (ICCCT), 2010 International Conference on
– volume: 26
  start-page: 608
  year: 2010
  end-page: 621
  ident: b170
  article-title: Computational models and heuristic methods for grid scheduling problems
  publication-title: Future Gener. Comput. Syst.
– volume: 5
  start-page: 32
  year: 2021
  end-page: 40
  ident: b140
  article-title: Big data with cloud computing: Discussions and challenges
  publication-title: Big Data Min. Anal.
– volume: 2
  start-page: 356
  year: 2012
  ident: b93
  article-title: An enhanced solution to the protein folding problem using a hybrid genetic algorithm with G-bit improvement strategy
  publication-title: Int. J. Model. Optim.
– volume: 42
  start-page: 419
  year: 2011
  end-page: 425
  ident: b171
  article-title: Job scheduling algorithm based on berger model in cloud environment
  publication-title: Adv. Eng. Softw.
– start-page: 1
  year: 2010
  end-page: 6
  ident: b89
  article-title: Resource management in data-intensive clouds: opportunities and challenges
  publication-title: Local and Metropolitan Area Networks (LANMAN), 2010 17th IEEE Workshop on
– volume: 47
  start-page: 63
  year: 2015
  ident: b180
  article-title: Cloud computing resource scheduling and a survey of its evolutionary approaches
  publication-title: ACM Comput. Surv.
– volume: 5
  start-page: 745
  year: 2009
  end-page: 750
  ident: b6
  article-title: Job type approach for deciding job scheduling in grid computing systems
  publication-title: J. Comput. Sci.
– volume: 75
  start-page: 141
  year: 2015
  end-page: 151
  ident: b179
  article-title: SABA: A security-aware and budget-aware workflow scheduling strategy in clouds
  publication-title: J. Parallel Distrib. Comput.
– start-page: 61
  year: 2003
  end-page: 86
  ident: b9
  article-title: OurGrid: An approach to easily assemble grids with equitable resource sharing
  publication-title: Workshop on Job Scheduling Strategies for Parallel Processing
– volume: 23
  start-page: 567
  year: 2015
  end-page: 619
  ident: b90
  article-title: Resource management in clouds: Survey and research challenges
  publication-title: J. Netw. Syst. Manage.
– volume: 38
  start-page: 2881
  year: 2012
  end-page: 2888
  ident: b144
  article-title: Survey on scheduling issues in cloud computing
  publication-title: Procedia Eng.
– volume: 84
  start-page: 1910
  year: 2011
  end-page: 1927
  ident: b33
  article-title: Meetings through the cloud: Privacy-preserving scheduling on mobile devices
  publication-title: J. Syst. Softw.
– volume: 26
  start-page: 625
  year: 2021
  end-page: 645
  ident: b66
  article-title: Distributed scheduling problems in intelligent manufacturing systems
  publication-title: Tsinghua Sci. Technol.
– volume: 28
  start-page: 2046
  year: 2016
  end-page: 2059
  ident: b136
  article-title: Sharing-aware online virtual machine packing in heterogeneous resource clouds
  publication-title: IEEE Trans. Parallel Distrib. Syst.
– volume: 8
  start-page: 279
  year: 2014
  end-page: 291
  ident: b162
  article-title: Metaheuristic scheduling for cloud: A survey
  publication-title: Syst. J. IEEE
– start-page: 13
  year: 2016
  end-page: 24
  ident: b145
  article-title: Security-aware virtual machine placement in cloud data center
  publication-title: Moving Target Defense for Distributed Systems
– volume: 26
  start-page: 29
  year: 1996
  end-page: 41
  ident: b58
  article-title: Ant system: Optimization by a colony of cooperating agents
  publication-title: IEEE Trans. Syst. Man Cybern. B
– start-page: 367
  year: 2021
  end-page: 374
  ident: b128
  article-title: A novel evolutionary algorithm with adaptation mechanism for fuzzy permutation flow-shop scheduling
  publication-title: 2021 IEEE Congress on Evolutionary Computation
– reference: Hsu, S.-H., Yu, T.-L., 2015. Optimization by pairwise linkage detection, incremental linkage set, and restricted/back mixing: DSMGA-II. In: Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation. pp. 519–526.
– volume: 27
  start-page: 440
  year: 2011
  end-page: 453
  ident: b119
  article-title: Hybrid computing where HPC meets grid and cloud computing
  publication-title: Future Gener. Comput. Syst.
– reference: Yu, R., Xue, G., Zhang, X., Li, D., 2017. Survivable and Bandwidth-Guaranteed Embedding of Virtual Clusters in Cloud Data Centers. In: IEEE INFOCOM.
– volume: 64
  start-page: 1695
  year: 2013
  end-page: 1724
  ident: b40
  article-title: Hyper-heuristics: A survey of the state of the art
  publication-title: J. Oper. Res. Soc.
– volume: 32
  start-page: 138
  year: 2014
  end-page: 153
  ident: b65
  article-title: Scheduling highly available applications on cloud environments
  publication-title: Future Gener. Comput. Syst.
– volume: 61
  start-page: 810
  year: 2001
  end-page: 837
  ident: b37
  article-title: A comparison of eleven static heuristics for mapping a class of independent tasks onto heterogeneous distributed computing systems
  publication-title: J. Parallel Distrib. Comput.
– volume: 39
  start-page: 121
  year: 2013
  end-page: 134
  ident: b133
  article-title: Hybrid clouds brokering: Business opportunities, QoS and energy-saving issues
  publication-title: Simul. Model. Pract. Theory
– volume: 220
  start-page: 671
  year: 1983
  end-page: 680
  ident: b71
  article-title: Optimization by simulated annealing
  publication-title: Science
– volume: 29
  start-page: 973
  year: 2013
  end-page: 985
  ident: b163
  article-title: Online cost-efficient scheduling of deadline-constrained workloads on hybrid clouds
  publication-title: Future Gener. Comput. Syst.
– year: 1975
  ident: b82
  article-title: Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence
– volume: 91
  start-page: 407
  year: 2019
  end-page: 415
  ident: b25
  article-title: Task scheduling techniques in cloud computing: A literature survey
  publication-title: Future Gener. Comput. Syst.
– start-page: 194
  year: 2012
  end-page: 200
  ident: b117
  article-title: Reliability aware scheduling in cloud computing
  publication-title: Internet Technology and Secured Transactions, 2012 International Conference for
– start-page: 351
  year: 2013
  end-page: 364
  ident: b141
  article-title: Omega: Flexible, scalable schedulers for large compute clusters
  publication-title: Proceedings of the 8th ACM European Conference on Computer Systems
– year: 2016
  ident: b16
  article-title: GoGrid
– volume: 59
  start-page: 46
  year: 2016
  end-page: 54
  ident: b67
  article-title: Dynamic energy-aware cloudlet-based mobile cloud computing model for green computing
  publication-title: J. Netw. Comput. Appl.
– volume: 74
  start-page: 142
  year: 2017
  end-page: 150
  ident: b59
  article-title: Energy-aware scheduling of virtual machines in heterogeneous cloud computing systems
  publication-title: Future Gener. Comput. Syst.
– start-page: 329
  year: 2014
  end-page: 341
  ident: b74
  article-title: Balanced resource allocations across multiple dynamic MapReduce clusters
  publication-title: ACM SIGMETRICS Performance Evaluation Review, Vol. 42, no. 1
– start-page: 2861
  year: 2012
  end-page: 2865
  ident: b38
  article-title: Improving consolidation of virtual machines with risk-aware bandwidth oversubscription in compute clouds
  publication-title: INFOCOM, 2012 Proceedings IEEE
– year: 2021
  ident: b83
  article-title: Task scheduling in cloud computing based on meta-heuristics: Review, taxonomy, open challenges, and future trends
  publication-title: Swarm Evol. Comput.
– volume: 47
  start-page: 3658
  year: 2017
  end-page: 3668
  ident: b176
  article-title: TTSA: An effective scheduling approach for delay bounded tasks in hybrid clouds
  publication-title: IEEE Trans. Cybern.
– volume: 39
  start-page: 104
  year: 2013
  end-page: 120
  ident: b29
  article-title: Using a novel message-exchanging optimization (MEO) model to reduce energy consumption in distributed systems
  publication-title: Simul. Model. Pract. Theory
– start-page: 737
  year: 2016
  end-page: 745
  ident: b36
  article-title: Qos-aware scheduling of workflows in cloud computing environments
  publication-title: Advanced Information Networking and Applications (AINA), 2016 IEEE 30th International Conference on
– volume: 28
  start-page: 358
  year: 2012
  end-page: 367
  ident: b161
  article-title: Cloud brokering mechanisms for optimized placement of virtual machines across multiple providers
  publication-title: Future Gener. Comput. Syst.
– volume: 28
  start-page: 2009
  year: 2009
  ident: b63
  article-title: Above the clouds: A berkeley view of cloud computing
  publication-title: Dept. Electrical Eng. and Comput. Sci. Univ. Calif. Berkeley, Rep. UCB/EECS
– year: 2004
  ident: b122
  article-title: Optimization algorithms inspired by biological ants and swarm behavior
– start-page: 379
  year: 2015
  end-page: 392
  ident: b137
  article-title: Hopper: Decentralized speculation-aware cluster scheduling at scale
  publication-title: ACM SIGCOMM Computer Communication Review, Vol. 45, no. 4
– volume: 44
  start-page: 455
  year: 2015
  end-page: 466
  ident: b78
  article-title: Multi-resource packing for cluster schedulers
  publication-title: ACM SIGCOMM Comput. Commun. Rev.
– volume: 2
  start-page: 101
  year: 2021
  end-page: 107
  ident: b110
  article-title: A flexible scheduling algorithm for the 5th-generation networks
  publication-title: Intell. Converged Netw.
– volume: 28
  start-page: 2674
  year: 2017
  end-page: 2688
  ident: b48
  article-title: Scheduling for workflows with security-sensitive intermediate data by selective tasks duplication in clouds
  publication-title: IEEE Trans. Parallel Distrib. Syst.
– volume: 29
  start-page: 751
  year: 2013
  end-page: 762
  ident: b135
  article-title: Bacterial foraging based hyper-heuristic for resource scheduling in grid computing
  publication-title: Future Gener. Comput. Syst.
– volume: 53
  start-page: 50
  year: 2009
  ident: b121
  article-title: The NIST definition of cloud computing
  publication-title: Natl. Inst. Stand. Technol.
– start-page: 79
  year: 1998
  end-page: 87
  ident: b24
  article-title: The relative performance of various mapping algorithms is independent of sizable variances in run-time predictions
  publication-title: Heterogeneous Computing Workshop, 1998.(HCW 98) Proceedings. 1998 Seventh
– year: 2022
  ident: b26
  article-title: An improved hybrid swarm intelligence for scheduling IoT application tasks in the cloud
  publication-title: IEEE Trans. Ind. Inf.
– year: 2015
  ident: b11
  article-title: Amazon EC2
– volume: 24
  start-page: 1711
  year: 2021
  end-page: 1733
  ident: b97
  article-title: A divide and conquer approach to deadline constrained cost-optimization workflow scheduling for the cloud
  publication-title: Cluster Comput.
– volume: 27
  start-page: 344
  year: 2021
  end-page: 357
  ident: b87
  article-title: Improved heuristic job scheduling method to enhance throughput for big data analytics
  publication-title: Tsinghua Sci. Technol.
– volume: 4
  start-page: 1
  year: 2009
  end-page: 5
  ident: b70
  article-title: Twenty one experts define cloud computing
  publication-title: Cloud Comput. J.
– volume: 72
  start-page: 591
  year: 2012
  end-page: 602
  ident: b108
  article-title: Profit-driven scheduling for cloud services with data access awareness
  publication-title: J. Parallel Distrib. Comput.
– start-page: 1
  year: 2014
  end-page: 9
  ident: b158
  article-title: Integrating cloud application autoscaling with dynamic vm allocation
  publication-title: Network Operations and Management Symposium
– volume: 75
  start-page: 145
  year: 2017
  end-page: 157
  ident: b46
  article-title: Qos guaranteeing robust scheduling in attack resilient cloud integrated cyber physical system
  publication-title: Future Gener. Comput. Syst.
– start-page: 1
  year: 2021
  end-page: 29
  ident: b54
  article-title: Multi-objective heuristics algorithm for dynamic resource scheduling in the cloud computing environment
  publication-title: J. Supercomput.
– volume: 29
  start-page: 2009
  year: 2013
  end-page: 2025
  ident: b41
  article-title: A survey of scheduling metrics and an improved ordering policy for list schedulers operating on workloads with dependencies and a wide variation in execution times
  publication-title: Future Gener. Comput. Syst.
– reference: Abraham, A., Buyya, R., Nath, B., 2000. Nature’s heuristics for scheduling jobs on computational grids. In: The 8th IEEE International Conference on Advanced Computing and Communications. ADCOM 2000, pp. 45–52.
– year: 2016
  ident: b13
  article-title: HP cloud
– year: 2016
  ident: b39
  article-title: Energy efficiency for cloud computing system based on predictive optimization
  publication-title: J. Parallel Distrib. Comput.
– start-page: 1520
  year: 2014
  end-page: 1527
  ident: b94
  article-title: Security-aware real-time scheduling for hypervisors
  publication-title: Computational Science and Engineering (CSE), 2014 IEEE 17th International Conference on
– start-page: 1
  year: 2001
  end-page: 23
  ident: b149
  article-title: Meta-heuristics:The state of the art
  publication-title: Local Search for Planning and Scheduling
– volume: 75
  start-page: 348
  year: 2017
  end-page: 364
  ident: b21
  article-title: Scheduling deadline constrained scientific workflows on dynamically provisioned cloud resources
  publication-title: Future Gener. Comput. Syst.
– volume: 11
  start-page: 281
  year: 2013
  end-page: 310
  ident: b143
  article-title: Data-intensive cloud computing: Requirements, expectations, challenges, and solutions
  publication-title: J. Grid Comput.
– volume: 52
  start-page: 86
  year: 2015
  end-page: 93
  ident: b91
  article-title: Reliability-aware DAG scheduling with primary-backup in cloud computing
  publication-title: Int. J. Comput. Appl. Technol.
– volume: 28
  start-page: 755
  year: 2012
  end-page: 768
  ident: b27
  article-title: Energy-aware resource allocation heuristics for efficient management of data centers for cloud computing
  publication-title: Future Gener. Comput. Syst.
– volume: 13
  start-page: 2292
  year: 2013
  end-page: 2303
  ident: b106
  article-title: Honey bee behavior inspired load balancing of tasks in cloud computing environments
  publication-title: Appl. Soft Comput.
– volume: 39
  start-page: 2321
  year: 2012
  end-page: 2329
  ident: b168
  article-title: Cloud-DLS: Dynamic trusted scheduling for cloud computing
  publication-title: Expert Syst. Appl.
– start-page: 163
  year: 2011
  end-page: 171
  ident: b111
  article-title: Modeling for dynamic cloud scheduling via migration of virtual machines
  publication-title: Cloud Computing Technology and Science (CloudCom), 2011 IEEE Third International Conference on
– volume: 15
  start-page: 1138
  year: 2017
  end-page: 1151
  ident: b177
  article-title: Time-aware multi-application task scheduling with guaranteed delay constraints in green data center
  publication-title: IEEE Trans. Autom. Sci. Eng.
– volume: 87
  year: 2020
  ident: b146
  article-title: Energy efficient multi-objective scheduling of tasks with interval type-2 fuzzy timing constraints in an Industry 4.0 ecosystem
  publication-title: Eng. Appl. Artif. Intell.
– volume: 29
  start-page: 1682
  year: 2013
  end-page: 1699
  ident: b79
  article-title: A family of heuristics for agent-based elastic cloud bag-of-tasks concurrent scheduling
  publication-title: Future Gener. Comput. Syst.
– reference: Dong, F., Akl, S.G., 2006. Scheduling Algorithms for Grid Computing State of the Art and Open Problems. Technical report.
– year: 2016
  ident: b14
  article-title: Cloud sigma
– volume: 46
  start-page: 913
  year: 2015
  end-page: 920
  ident: b157
  article-title: Credit based scheduling algorithm in cloud computing environment
  publication-title: Procedia Comput. Sci.
– volume: 13
  start-page: 919
  year: 2009
  end-page: 941
  ident: b52
  article-title: Adaptive computational chemotaxis in bacterial foraging optimization: an analysis
  publication-title: Evol. Comput. IEEE Trans. on
– volume: 28
  start-page: 94
  year: 2012
  end-page: 103
  ident: b125
  article-title: Policy based resource allocation in IaaS cloud
  publication-title: Future Gener. Comput. Syst.
– start-page: 497
  year: 2016
  end-page: 509
  ident: b53
  article-title: Job-aware scheduling in eagle: Divide and stick to your probes
  publication-title: Proceedings of the Seventh ACM Symposium on Cloud Computing
– volume: 85
  start-page: 1400
  year: 2012
  end-page: 1408
  ident: b164
  article-title: Comparison of scheduling schemes for on-demand IaaS requests
  publication-title: J. Syst. Softw.
– volume: 29
  start-page: 1700
  year: 2013
  end-page: 1708
  ident: b61
  article-title: Autonomic cloud resource sharing for intercloud federations
  publication-title: Future Gener. Comput. Syst.
– reference: Bosman, P.A., Luong, N.H., Thierens, D., 2016. Expanding from discrete Cartesian to permutation gene-pool optimal mixing evolutionary algorithms. In: Proceedings of the Genetic and Evolutionary Computation Conference 2016. pp. 637–644.
– start-page: 5
  year: 2013
  ident: b166
  article-title: Apache hadoop yarn: Yet another resource negotiator
  publication-title: Proceedings of the 4th Annual Symposium on Cloud Computing
– volume: 41
  start-page: 1238
  year: 2010
  end-page: 1243
  ident: b160
  article-title: Cloud theory-based simulated annealing approach for scheduling in the two-stage assembly flowshop
  publication-title: Adv. Eng. Softw.
– volume: 4
  start-page: 225
  year: 2006
  end-page: 246
  ident: b49
  article-title: Labs of the world, unite!!!
  publication-title: J. Grid Comput.
– volume: 29
  start-page: 1431
  year: 2013
  end-page: 1441
  ident: b114
  article-title: Scheduling strategies for optimal service deployment across multiple clouds
  publication-title: Future Gener. Comput. Syst.
– year: 2013
  ident: b42
  article-title: Mastering Cloud Computing: Foundations and Applications Programming
– start-page: 184
  year: 1998
  end-page: 199
  ident: b64
  article-title: Scheduling resources in multi-user, heterogeneous, computing environments with SmartNet
  publication-title: Heterogeneous Computing Workshop, 1998.(HCW 98) Proceedings. 1998 Seventh
– volume: 8
  start-page: 541
  year: 2002
  end-page: 564
  ident: b152
  article-title: A taxonomy of hybrid metaheuristics
  publication-title: J. Heuristics
– year: 2018
  ident: b17
  article-title: Kubernates
– volume: 53
  start-page: 50
  year: 2010
  end-page: 58
  ident: b23
  article-title: A view of cloud computing
  publication-title: Commun. ACM
– volume: 96
  year: 2020
  ident: b5
  article-title: Metaheuristics for the multi-task simultaneous supervision dual resource-constrained scheduling problem
  publication-title: Eng. Appl. Artif. Intell.
– volume: 32
  start-page: 128
  year: 2014
  end-page: 137
  ident: b98
  article-title: Energy-credit scheduler: An energy-aware virtual machine scheduler for cloud systems
  publication-title: Future Gener. Comput. Syst.
– volume: 81
  start-page: 323
  year: 2019
  end-page: 335
  ident: b60
  article-title: Data privacy protection for edge computing of smart city in a DIKW architecture
  publication-title: Eng. Appl. Artif. Intell.
– year: 2004
  ident: b84
  article-title: Genetic Algorithms
– volume: 56
  start-page: 38
  year: 2013
  end-page: 50
  ident: b120
  article-title: An ACO-inspired algorithm for minimizing weighted flowtime in cloud-based parameter sweep experiments
  publication-title: Adv. Eng. Softw.
– volume: 2016
  start-page: 14
  year: 2016
  ident: b153
  article-title: Energy-efficient reliability-aware scheduling algorithm on heterogeneous systems
  publication-title: Sci. Program.
– reference: Hindman, B., Konwinski, A., Zaharia, M., Ghodsi, A., Joseph, A.D., Katz, R.H., Shenker, S., Stoica, I., 2011. Mesos: A Platform for Fine-Grained Resource Sharing in the Data Center. In: NSDI, Vol. 11, no. 2011. pp. 22–22.
– volume: 1
  start-page: 190
  year: 1989
  end-page: 206
  ident: b75
  article-title: Tabu search-Part I
  publication-title: ORSA J. Comput.
– start-page: 60
  year: 2009
  ident: b92
  article-title: Cloud Computing-Patterns for high availability, scalability, and computing power with windows azure
  publication-title: MSDN Mag.
– year: 2018
  ident: b18
  article-title: Mesos
– reference: Goldman, B.W., Punch, W.F., 2014. Parameter-less population pyramid. In: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation. pp. 785–792.
– start-page: 1
  year: 2016
  end-page: 15
  ident: b105
  article-title: Fault tolerance aware scheduling technique for cloud computing environment using dynamic clustering algorithm
  publication-title: Neural Comput. Appl.
– volume: 14
  start-page: 1167
  year: 2018
  end-page: 1178
  ident: b47
  article-title: Uncertainty-aware online scheduling for real-time workflows in cloud service environment
  publication-title: IEEE Trans. Serv. Comput.
– volume: 14
  start-page: 337
  year: 2017
  end-page: 348
  ident: b175
  article-title: Temporal task scheduling with constrained service delay for profit maximization in hybrid clouds
  publication-title: IEEE Trans. Autom. Sci. Eng.
– volume: 69
  start-page: 66
  year: 2017
  end-page: 74
  ident: b183
  article-title: A three-dimensional virtual resource scheduling method for energy saving in cloud computing
  publication-title: Future Gener. Comput. Syst.
– volume: 15
  start-page: 772
  year: 2018
  end-page: 783
  ident: b181
  article-title: Dynamic cloud task scheduling based on a two-stage strategy
  publication-title: IEEE Trans. Autom. Sci. Eng.
– start-page: 760
  year: 2011
  end-page: 766
  ident: b96
  article-title: Particle swarm optimization
  publication-title: Encyclopedia of Machine Learning
– volume: 72
  start-page: 666
  year: 2012
  end-page: 677
  ident: b109
  article-title: Online optimization for scheduling preemptable tasks on IaaS cloud systems
  publication-title: J. Parallel Distrib. Comput.
– volume: 71
  start-page: 732
  year: 2011
  end-page: 749
  ident: b68
  article-title: Environment-conscious scheduling of HPC applications on distributed cloud-oriented data centers
  publication-title: J. Parallel Distrib. Comput.
– volume: 29
  start-page: 1300
  year: 2013
  end-page: 1308
  ident: b113
  article-title: CCBKE session key negotiation for fast and secure scheduling of scientific applications in cloud computing
  publication-title: Future Gener. Comput. Syst.
– volume: 71
  start-page: 1497
  year: 2011
  end-page: 1508
  ident: b124
  article-title: A parallel bi-objective hybrid metaheuristic for energy-aware scheduling for cloud computing systems
  publication-title: J. Parallel Distrib. Comput.
– start-page: 243
  year: 2020
  end-page: 256
  ident: b139
  article-title: A new paradigm in interactive evolutionary multiobjective optimization
  publication-title: International Conference on Parallel Problem Solving from Nature
– volume: 84
  start-page: 1270
  year: 2011
  end-page: 1291
  ident: b103
  article-title: The effects of scheduling, workload type and consolidation scenarios on virtual machine performance and their prediction through optimized artificial neural networks
  publication-title: J. Syst. Softw.
– start-page: 1
  year: 2015
  end-page: 5
  ident: b115
  article-title: Introducing network-aware scheduling capabilities in openstack
  publication-title: Network Softwarization (NetSoft), 2015 1st IEEE Conference on
– volume: 51
  start-page: 61
  year: 2015
  end-page: 71
  ident: b165
  article-title: Resource-aware hybrid scheduling algorithm in heterogeneous distributed computing
  publication-title: Future Gener. Comput. Syst.
– year: 2011
  ident: b167
  article-title: A study on scheduling in grid environment
  publication-title: International Journal on Computer Science and Engineering
– start-page: 826
  year: 2010
  end-page: 831
  ident: b28
  article-title: Energy efficient resource management in virtualized cloud data centers
  publication-title: Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
– start-page: 415
  year: 2016
  end-page: 418
  ident: b112
  article-title: Energy-aware scheduling of workflow in cloud center with deadline constraint
  publication-title: Computational Intelligence and Security (CIS), 2016 12th International Conference on
– volume: 17
  start-page: 323
  year: 2005
  end-page: 356
  ident: b154
  article-title: Distributed computing in practice: The condor experience
  publication-title: Concurr. Comput.: Pract. Exper.
– start-page: 134
  year: 1991
  end-page: 142
  ident: b50
  article-title: Distributed optimization by ant colonies
  publication-title: Proceedings of the First European Conference on Artificial Life, Vol. 142
– reference: Komarnicki, M.M., Przewozniczek, M.W., Durda, T.M., 2020. Comparative mixing for DSMGA-II. In: Proceedings of the 2020 Genetic and Evolutionary Computation Conference. pp. 708–716.
– year: 2016
  ident: b15
  article-title: Softlayer
– start-page: 429
  year: 2021
  end-page: 442
  ident: b118
  article-title: Resource scheduling on basis of cost-effectiveness in cloud computing environment
  publication-title: Mobile Radio Communications and 5G Networks
– volume: 319
  start-page: 71
  year: 2015
  end-page: 91
  ident: b142
  article-title: Asymptotic scheduling for many task computing in big data platforms
  publication-title: Inform. Sci.
– start-page: 135
  year: 2001
  end-page: 178
  ident: b155
  article-title: Mapping tasks onto distributed heterogeneous computing systems using a genetic algorithm approach
  publication-title: Solutions to Parallel and Distributed Computing Problems: Lessons from Biological Sciences
– volume: 91
  year: 2020
  ident: b7
  article-title: An efficient truthfulness privacy-preserving tendering framework for vehicular fog computing
  publication-title: Eng. Appl. Artif. Intell.
– volume: 14
  start-page: 1172
  year: 2017
  end-page: 1184
  ident: b31
  article-title: Application-aware dynamic fine-grained resource provisioning in a virtualized cloud data center
  publication-title: IEEE Trans. Autom. Sci. Eng.
– start-page: 89
  year: 2010
  end-page: 96
  ident: b86
  article-title: A scheduling strategy on load balancing of virtual machine resources in cloud computing environment
  publication-title: Parallel Architectures, Algorithms and Programming (PAAP), 2010 Third International Symposium on
– volume: 143
  start-page: 1
  year: 2019
  end-page: 33
  ident: b104
  article-title: A comprehensive survey for scheduling techniques in cloud computing
  publication-title: J. Netw. Comput. Appl.
– volume: 29
  start-page: 1
  year: 2021
  end-page: 57
  ident: b102
  article-title: Meta-heuristic approaches for effective scheduling in infrastructure as a service cloud: A systematic review
  publication-title: J. Netw. Syst. Manage.
– year: 2009
  ident: b138
  article-title: Cloud Computing: Implementation, Management, and Security
– volume: 82
  start-page: 93
  year: 2017
  end-page: 113
  ident: b8
  article-title: Survey on prediction models of applications for resources provisioning in cloud
  publication-title: J. Netw. Comput. Appl.
– volume: 8
  start-page: 197
  year: 2002
  end-page: 213
  ident: b123
  article-title: Greedy and local search heuristics for unconstrained binary quadratic programming
  publication-title: J. Heuristics
– volume: 72
  start-page: 180
  year: 2017
  end-page: 192
  ident: b148
  article-title: Predicting provisioning and booting times in a metal-as-a-service system
  publication-title: Future Gener. Comput. Syst.
– volume: 4
  start-page: 6
  year: 2017
  end-page: 18
  ident: b72
  article-title: Toward cloud computing QoS architecture: Analysis of cloud systems and cloud services
  publication-title: IEEE/CAA J. Autom. Sin.
– reference: Goyal, A., Dadizadeh, S., 2009. A Survey on Cloud Computing. University of British Columbia Technical Report for CS, 508, pp. 55–58.
– start-page: 1948
  year: 2012
  end-page: 1953
  ident: b127
  article-title: The current state of understanding of the energy efficiency of cloud computing
  publication-title: Trust, Security and Privacy in Computing and Communications (TrustCom), 2012 IEEE 11th International Conference on
– start-page: 39
  year: 2012
  end-page: 44
  ident: b101
  article-title: Network-aware scheduling of mapreduce framework ondistributed clusters over high speed networks
  publication-title: Proceedings of the 2012 Workshop on Cloud Services, Federation, and the 8th Open Cirrus Summit
– year: 2004
  ident: b80
  article-title: Recent Advances in Memetic Algorithms, Vol. 166
– year: 2020
  ident: b3
  article-title: Multi-objective scheduling strategy for scientific workflows in cloud environment: A firefly-based approach
  publication-title: Appl. Soft Comput.
– volume: 29
  start-page: 402
  year: 2013
  end-page: 415
  ident: b88
  article-title: Exploring decentralized dynamic scheduling for grids and clouds using the community-aware scheduling algorithm
  publication-title: Future Gener. Comput. Syst.
– volume: 22
  start-page: 52
  year: 2002
  end-page: 67
  ident: b130
  article-title: Biomimicry of bacterial foraging for distributed optimization and control
  publication-title: Control Syst. IEEE
– volume: 55
  start-page: 1
  year: 2022
  end-page: 43
  ident: b147
  article-title: Towards metaheuristic scheduling techniques in cloud and fog: An extensive taxonomic review
  publication-title: ACM Comput. Surv.
– year: 2014
  ident: b10
  article-title: Microsoft Azure
– reference: Thierens, D., Bosman, P.A., 2013. Hierarchical problem solving with the linkage tree genetic algorithm. In: Proceedings of the 15th Annual Conference on Genetic and Evolutionary Computation. pp. 877–884.
– volume: 17
  start-page: 82
  year: 2005
  end-page: 98
  ident: b44
  article-title: A local-search-based heuristic for the demand-constrained multidimensional knapsack problem
  publication-title: INFORMS J. Comput.
– volume: 12
  start-page: 377
  year: 2015
  end-page: 391
  ident: b51
  article-title: Energy-efficient resource allocation and provisioning framework for cloud data centers
  publication-title: IEEE Trans. Netw. Serv. Manag.
– start-page: 69
  year: 2013
  end-page: 84
  ident: b126
  article-title: Sparrow: distributed, low latency scheduling
  publication-title: Proceedings of the Twenty-Fourth ACM Symposium on Operating Systems Principles
– volume: 11
  start-page: 279
  year: 2015
  end-page: 291
  ident: b151
  article-title: Live migration for multiple correlated virtual machines in cloud-based data centers
  publication-title: IEEE Trans. Serv. Comput.
– volume: 360
  start-page: 57
  year: 2016
  end-page: 72
  ident: b30
  article-title: TRS: Temporal request scheduling with bounded delay assurance in a green cloud data center
  publication-title: Inform. Sci.
– start-page: 166
  year: 2013
  end-page: 170
  ident: b159
  article-title: A distributed approach to dynamic VM management
  publication-title: Network and Service Management (CNSM), 2013 9th International Conference on
– volume: 3
  start-page: 2687
  year: 2015
  end-page: 2699
  ident: b184
  article-title: A multi-objective optimization scheduling method based on the ant colony algorithm in cloud computing
  publication-title: IEEE Access
– start-page: 3
  year: 2008
  end-page: 29
  ident: b45
  article-title: Hyperheuristics: Recent developments
  publication-title: Adaptive and Multilevel Metaheuristics
– volume: 76
  start-page: 416
  year: 2019
  end-page: 424
  ident: b131
  article-title: Resource scheduling algorithm with load balancing for cloud service provisioning
  publication-title: Appl. Soft Comput.
– volume: 81
  start-page: 29
  year: 2019
  end-page: 36
  ident: b116
  article-title: Resource allocation for smart grid communication based on a multi-swarm artificial bee colony algorithm with cooperative learning
  publication-title: Eng. Appl. Artif. Intell.
– volume: 39
  start-page: 177
  year: 2013
  end-page: 188
  ident: b150
  article-title: Cost-efficient task scheduling for executing large programs in the cloud
  publication-title: Parallel Comput.
– volume: 43
  start-page: 73
  year: 1997
  end-page: 81
  ident: b57
  article-title: Ant colonies for the travelling salesman problem
  publication-title: BioSystems
– year: 2011
  ident: b107
  article-title: Heterogeneity-aware resource allocation and scheduling in the cloud
  publication-title: HotCloud
– start-page: 1
  year: 2014
  end-page: 7
  ident: b95
  article-title: A hierarchical, topology-aware approach to dynamic data centre management
  publication-title: Network Operations and Management Symposium
– volume: 6
  start-page: 645
  year: 2018
  end-page: 657
  ident: b178
  article-title: WARM: Workload-aware multi-application task scheduling for revenue maximization in SDN-based cloud data center
  publication-title: IEEE Access
– volume: 59
  start-page: 46
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b67
  article-title: Dynamic energy-aware cloudlet-based mobile cloud computing model for green computing
  publication-title: J. Netw. Comput. Appl.
  doi: 10.1016/j.jnca.2015.05.016
– volume: 9
  start-page: 743
  issue: 7
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b32
  article-title: SLA-based optimisation of virtualised resource for multi-tier web applications in cloud data centres
  publication-title: Enterp. Inf. Syst.
  doi: 10.1080/17517575.2013.830342
– volume: 64
  start-page: 1695
  issue: 12
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b40
  article-title: Hyper-heuristics: A survey of the state of the art
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/jors.2013.71
– volume: 4
  start-page: 225
  issue: 3
  year: 2006
  ident: 10.1016/j.engappai.2022.105345_b49
  article-title: Labs of the world, unite!!!
  publication-title: J. Grid Comput.
  doi: 10.1007/s10723-006-9040-x
– volume: 8
  start-page: 197
  issue: 2
  year: 2002
  ident: 10.1016/j.engappai.2022.105345_b123
  article-title: Greedy and local search heuristics for unconstrained binary quadratic programming
  publication-title: J. Heuristics
  doi: 10.1023/A:1017912624016
– volume: 55
  start-page: 1
  issue: 3
  year: 2022
  ident: 10.1016/j.engappai.2022.105345_b147
  article-title: Towards metaheuristic scheduling techniques in cloud and fog: An extensive taxonomic review
  publication-title: ACM Comput. Surv.
  doi: 10.1145/3494520
– start-page: 243
  year: 2020
  ident: 10.1016/j.engappai.2022.105345_b139
  article-title: A new paradigm in interactive evolutionary multiobjective optimization
– year: 2014
  ident: 10.1016/j.engappai.2022.105345_b10
– volume: 29
  start-page: 1682
  issue: 7
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b79
  article-title: A family of heuristics for agent-based elastic cloud bag-of-tasks concurrent scheduling
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.01.005
– volume: 28
  start-page: 2046
  issue: 7
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b136
  article-title: Sharing-aware online virtual machine packing in heterogeneous resource clouds
  publication-title: IEEE Trans. Parallel Distrib. Syst.
  doi: 10.1109/TPDS.2016.2641937
– volume: 50
  start-page: 62
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b55
  article-title: Energy efficient scheduling of virtual machines in cloud with deadline constraint
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2015.02.001
– volume: 50
  start-page: 778
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b73
  article-title: A priority based job scheduling algorithm in cloud computing
  publication-title: Procedia Eng.
– start-page: 351
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b141
  article-title: Omega: Flexible, scalable schedulers for large compute clusters
– start-page: 106
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b19
  article-title: Cost effective and deadline constrained scientific workflow scheduling for commercial clouds
– volume: 61
  start-page: 810
  issue: 6
  year: 2001
  ident: 10.1016/j.engappai.2022.105345_b37
  article-title: A comparison of eleven static heuristics for mapping a class of independent tasks onto heterogeneous distributed computing systems
  publication-title: J. Parallel Distrib. Comput.
  doi: 10.1006/jpdc.2000.1714
– volume: 29
  start-page: 1431
  issue: 6
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b114
  article-title: Scheduling strategies for optimal service deployment across multiple clouds
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.01.007
– volume: 81
  start-page: 29
  year: 2019
  ident: 10.1016/j.engappai.2022.105345_b116
  article-title: Resource allocation for smart grid communication based on a multi-swarm artificial bee colony algorithm with cooperative learning
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2018.12.002
– volume: 82
  start-page: 93
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b8
  article-title: Survey on prediction models of applications for resources provisioning in cloud
  publication-title: J. Netw. Comput. Appl.
  doi: 10.1016/j.jnca.2017.01.016
– start-page: 826
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b28
  article-title: Energy efficient resource management in virtualized cloud data centers
– volume: 1
  start-page: 190
  issue: 3
  year: 1989
  ident: 10.1016/j.engappai.2022.105345_b75
  article-title: Tabu search-Part I
  publication-title: ORSA J. Comput.
  doi: 10.1287/ijoc.1.3.190
– volume: 84
  start-page: 1270
  issue: 8
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b103
  article-title: The effects of scheduling, workload type and consolidation scenarios on virtual machine performance and their prediction through optimized artificial neural networks
  publication-title: J. Syst. Softw.
  doi: 10.1016/j.jss.2011.04.013
– volume: 4
  start-page: 6
  issue: 1
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b72
  article-title: Toward cloud computing QoS architecture: Analysis of cloud systems and cloud services
  publication-title: IEEE/CAA J. Autom. Sin.
  doi: 10.1109/JAS.2017.7510313
– start-page: 3
  year: 2008
  ident: 10.1016/j.engappai.2022.105345_b45
  article-title: Hyperheuristics: Recent developments
– volume: 2016
  start-page: 14
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b153
  article-title: Energy-efficient reliability-aware scheduling algorithm on heterogeneous systems
  publication-title: Sci. Program.
– volume: 78
  start-page: 1280
  issue: 5
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b169
  article-title: SLA-based admission control for a software-as-a-service provider in cloud computing environments
  publication-title: J. Comput. System Sci.
  doi: 10.1016/j.jcss.2011.12.014
– start-page: 61
  year: 2003
  ident: 10.1016/j.engappai.2022.105345_b9
  article-title: OurGrid: An approach to easily assemble grids with equitable resource sharing
– volume: 87
  year: 2020
  ident: 10.1016/j.engappai.2022.105345_b146
  article-title: Energy efficient multi-objective scheduling of tasks with interval type-2 fuzzy timing constraints in an Industry 4.0 ecosystem
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2019.103257
– volume: 39
  start-page: 2321
  issue: 3
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b168
  article-title: Cloud-DLS: Dynamic trusted scheduling for cloud computing
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2011.08.048
– year: 2015
  ident: 10.1016/j.engappai.2022.105345_b11
– start-page: 222
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b69
  article-title: Metaheuristic approaches to multiobjective job scheduling in cloud computing systems
– ident: 10.1016/j.engappai.2022.105345_b77
– start-page: 69
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b126
  article-title: Sparrow: distributed, low latency scheduling
– volume: 22
  start-page: 52
  issue: 3
  year: 2002
  ident: 10.1016/j.engappai.2022.105345_b130
  article-title: Biomimicry of bacterial foraging for distributed optimization and control
  publication-title: Control Syst. IEEE
  doi: 10.1109/MCS.2002.1004010
– volume: 319
  start-page: 71
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b142
  article-title: Asymptotic scheduling for many task computing in big data platforms
  publication-title: Inform. Sci.
  doi: 10.1016/j.ins.2015.03.053
– start-page: 498
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b34
  article-title: A stable network-aware vm placement for cloud systems
– year: 2016
  ident: 10.1016/j.engappai.2022.105345_b13
– start-page: 760
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b96
  article-title: Particle swarm optimization
– start-page: 194
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b117
  article-title: Reliability aware scheduling in cloud computing
– start-page: 429
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b118
  article-title: Resource scheduling on basis of cost-effectiveness in cloud computing environment
– volume: 72
  start-page: 180
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b148
  article-title: Predicting provisioning and booting times in a metal-as-a-service system
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2016.07.001
– year: 2016
  ident: 10.1016/j.engappai.2022.105345_b16
– start-page: 1
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b105
  article-title: Fault tolerance aware scheduling technique for cloud computing environment using dynamic clustering algorithm
  publication-title: Neural Comput. Appl.
– start-page: 163
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b111
  article-title: Modeling for dynamic cloud scheduling via migration of virtual machines
– volume: 72
  start-page: 666
  issue: 5
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b109
  article-title: Online optimization for scheduling preemptable tasks on IaaS cloud systems
  publication-title: J. Parallel Distrib. Comput.
  doi: 10.1016/j.jpdc.2012.02.002
– volume: 24
  start-page: 1711
  issue: 3
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b97
  article-title: A divide and conquer approach to deadline constrained cost-optimization workflow scheduling for the cloud
  publication-title: Cluster Comput.
  doi: 10.1007/s10586-020-03223-x
– start-page: 135
  year: 2001
  ident: 10.1016/j.engappai.2022.105345_b155
  article-title: Mapping tasks onto distributed heterogeneous computing systems using a genetic algorithm approach
– start-page: 737
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b36
  article-title: Qos-aware scheduling of workflows in cloud computing environments
– volume: 32
  start-page: 138
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b65
  article-title: Scheduling highly available applications on cloud environments
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.05.017
– volume: 75
  start-page: 145
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b46
  article-title: Qos guaranteeing robust scheduling in attack resilient cloud integrated cyber physical system
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2017.02.034
– volume: 28
  start-page: 755
  issue: 5
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b27
  article-title: Energy-aware resource allocation heuristics for efficient management of data centers for cloud computing
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2011.04.017
– volume: 38
  start-page: 2881
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b144
  article-title: Survey on scheduling issues in cloud computing
  publication-title: Procedia Eng.
  doi: 10.1016/j.proeng.2012.06.337
– volume: 52
  start-page: 86
  issue: 1
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b91
  article-title: Reliability-aware DAG scheduling with primary-backup in cloud computing
  publication-title: Int. J. Comput. Appl. Technol.
  doi: 10.1504/IJCAT.2015.071423
– volume: 26
  start-page: 608
  issue: 4
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b170
  article-title: Computational models and heuristic methods for grid scheduling problems
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2009.11.005
– volume: 76
  start-page: 416
  year: 2019
  ident: 10.1016/j.engappai.2022.105345_b131
  article-title: Resource scheduling algorithm with load balancing for cloud service provisioning
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2018.12.021
– volume: 29
  start-page: 973
  issue: 4
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b163
  article-title: Online cost-efficient scheduling of deadline-constrained workloads on hybrid clouds
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.12.012
– volume: 32
  start-page: 128
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b98
  article-title: Energy-credit scheduler: An energy-aware virtual machine scheduler for cloud systems
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.05.019
– start-page: 166
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b159
  article-title: A distributed approach to dynamic VM management
– start-page: 415
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b112
  article-title: Energy-aware scheduling of workflow in cloud center with deadline constraint
– start-page: 5
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b166
  article-title: Apache hadoop yarn: Yet another resource negotiator
– start-page: 1
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b115
  article-title: Introducing network-aware scheduling capabilities in openstack
– volume: 46
  start-page: 913
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b157
  article-title: Credit based scheduling algorithm in cloud computing environment
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2015.02.162
– year: 2016
  ident: 10.1016/j.engappai.2022.105345_b12
– ident: 10.1016/j.engappai.2022.105345_b76
  doi: 10.1145/2576768.2598350
– volume: 14
  start-page: 1172
  issue: 2
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b31
  article-title: Application-aware dynamic fine-grained resource provisioning in a virtualized cloud data center
  publication-title: IEEE Trans. Autom. Sci. Eng.
  doi: 10.1109/TASE.2015.2503325
– volume: 29
  start-page: 1795
  issue: 7
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b172
  article-title: Modeling throughput sampling size for a cloud-hosted data scheduling and optimization service
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2013.01.003
– volume: 96
  year: 2020
  ident: 10.1016/j.engappai.2022.105345_b5
  article-title: Metaheuristics for the multi-task simultaneous supervision dual resource-constrained scheduling problem
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2020.104004
– volume: 85
  start-page: 1400
  issue: 6
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b164
  article-title: Comparison of scheduling schemes for on-demand IaaS requests
  publication-title: J. Syst. Softw.
  doi: 10.1016/j.jss.2012.01.019
– volume: 5
  start-page: 745
  issue: 10
  year: 2009
  ident: 10.1016/j.engappai.2022.105345_b6
  article-title: Job type approach for deciding job scheduling in grid computing systems
  publication-title: J. Comput. Sci.
  doi: 10.3844/jcssp.2009.745.750
– volume: 26
  start-page: 29
  issue: 1
  year: 1996
  ident: 10.1016/j.engappai.2022.105345_b58
  article-title: Ant system: Optimization by a colony of cooperating agents
  publication-title: IEEE Trans. Syst. Man Cybern. B
  doi: 10.1109/3477.484436
– start-page: 379
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b137
  article-title: Hopper: Decentralized speculation-aware cluster scheduling at scale
– ident: 10.1016/j.engappai.2022.105345_b81
– volume: 8
  start-page: 541
  issue: 5
  year: 2002
  ident: 10.1016/j.engappai.2022.105345_b152
  article-title: A taxonomy of hybrid metaheuristics
  publication-title: J. Heuristics
  doi: 10.1023/A:1016540724870
– year: 2009
  ident: 10.1016/j.engappai.2022.105345_b138
– start-page: 2861
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b38
  article-title: Improving consolidation of virtual machines with risk-aware bandwidth oversubscription in compute clouds
– volume: 39
  start-page: 121
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b133
  article-title: Hybrid clouds brokering: Business opportunities, QoS and energy-saving issues
  publication-title: Simul. Model. Pract. Theory
  doi: 10.1016/j.simpat.2013.01.004
– volume: 2
  start-page: 101
  issue: 2
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b110
  article-title: A flexible scheduling algorithm for the 5th-generation networks
  publication-title: Intell. Converged Netw.
  doi: 10.23919/ICN.2020.0017
– volume: 5
  start-page: 32
  issue: 1
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b140
  article-title: Big data with cloud computing: Discussions and challenges
  publication-title: Big Data Min. Anal.
  doi: 10.26599/BDMA.2021.9020016
– volume: 28
  start-page: 94
  issue: 1
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b125
  article-title: Policy based resource allocation in IaaS cloud
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2011.05.016
– volume: 360
  start-page: 57
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b30
  article-title: TRS: Temporal request scheduling with bounded delay assurance in a green cloud data center
  publication-title: Inform. Sci.
  doi: 10.1016/j.ins.2016.04.024
– volume: 56
  start-page: 38
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b120
  article-title: An ACO-inspired algorithm for minimizing weighted flowtime in cloud-based parameter sweep experiments
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2012.11.011
– volume: 13
  start-page: 919
  issue: 4
  year: 2009
  ident: 10.1016/j.engappai.2022.105345_b52
  article-title: Adaptive computational chemotaxis in bacterial foraging optimization: an analysis
  publication-title: Evol. Comput. IEEE Trans. on
  doi: 10.1109/TEVC.2009.2021982
– volume: 23
  start-page: 567
  issue: 3
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b90
  article-title: Resource management in clouds: Survey and research challenges
  publication-title: J. Netw. Syst. Manage.
  doi: 10.1007/s10922-014-9307-7
– volume: 29
  start-page: 1
  issue: 2
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b102
  article-title: Meta-heuristic approaches for effective scheduling in infrastructure as a service cloud: A systematic review
  publication-title: J. Netw. Syst. Manage.
  doi: 10.1007/s10922-020-09577-2
– volume: 143
  start-page: 1
  year: 2019
  ident: 10.1016/j.engappai.2022.105345_b104
  article-title: A comprehensive survey for scheduling techniques in cloud computing
  publication-title: J. Netw. Comput. Appl.
  doi: 10.1016/j.jnca.2019.06.006
– ident: 10.1016/j.engappai.2022.105345_b156
  doi: 10.1145/2463372.2463477
– volume: 11
  start-page: 281
  issue: 2
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b143
  article-title: Data-intensive cloud computing: Requirements, expectations, challenges, and solutions
  publication-title: J. Grid Comput.
  doi: 10.1007/s10723-013-9255-6
– start-page: 13
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b145
  article-title: Security-aware virtual machine placement in cloud data center
– volume: 27
  start-page: 440
  issue: 5
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b119
  article-title: Hybrid computing where HPC meets grid and cloud computing
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2010.11.003
– start-page: 1
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b158
  article-title: Integrating cloud application autoscaling with dynamic vm allocation
– volume: 71
  start-page: 1497
  issue: 11
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b124
  article-title: A parallel bi-objective hybrid metaheuristic for energy-aware scheduling for cloud computing systems
  publication-title: J. Parallel Distrib. Comput.
  doi: 10.1016/j.jpdc.2011.04.007
– volume: 72
  start-page: 591
  issue: 4
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b108
  article-title: Profit-driven scheduling for cloud services with data access awareness
  publication-title: J. Parallel Distrib. Comput.
  doi: 10.1016/j.jpdc.2011.12.002
– volume: 24
  start-page: 1097
  issue: 6
  year: 2020
  ident: 10.1016/j.engappai.2022.105345_b132
  article-title: Empirical linkage learning
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2020.2985497
– volume: 91
  year: 2020
  ident: 10.1016/j.engappai.2022.105345_b7
  article-title: An efficient truthfulness privacy-preserving tendering framework for vehicular fog computing
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2020.103583
– volume: 91
  start-page: 407
  year: 2019
  ident: 10.1016/j.engappai.2022.105345_b25
  article-title: Task scheduling techniques in cloud computing: A literature survey
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2018.09.014
– start-page: 39
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b101
  article-title: Network-aware scheduling of mapreduce framework ondistributed clusters over high speed networks
– start-page: 1
  year: 2001
  ident: 10.1016/j.engappai.2022.105345_b149
  article-title: Meta-heuristics:The state of the art
– ident: 10.1016/j.engappai.2022.105345_b35
  doi: 10.1145/2908812.2908917
– ident: 10.1016/j.engappai.2022.105345_b1
– start-page: 1
  year: 2008
  ident: 10.1016/j.engappai.2022.105345_b62
  article-title: Cloud computing and grid computing 360-degree compared
– volume: 41
  start-page: 1238
  issue: 10
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b160
  article-title: Cloud theory-based simulated annealing approach for scheduling in the two-stage assembly flowshop
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2010.06.004
– volume: 15
  start-page: 1138
  issue: 3
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b177
  article-title: Time-aware multi-application task scheduling with guaranteed delay constraints in green data center
  publication-title: IEEE Trans. Autom. Sci. Eng.
  doi: 10.1109/TASE.2017.2741965
– year: 2020
  ident: 10.1016/j.engappai.2022.105345_b3
  article-title: Multi-objective scheduling strategy for scientific workflows in cloud environment: A firefly-based approach
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2020.106411
– volume: 75
  start-page: 348
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b21
  article-title: Scheduling deadline constrained scientific workflows on dynamically provisioned cloud resources
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2017.01.002
– volume: 220
  start-page: 671
  issue: 4598
  year: 1983
  ident: 10.1016/j.engappai.2022.105345_b71
  article-title: Optimization by simulated annealing
  publication-title: Science
  doi: 10.1126/science.220.4598.671
– year: 2018
  ident: 10.1016/j.engappai.2022.105345_b17
– volume: 39
  start-page: 104
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b29
  article-title: Using a novel message-exchanging optimization (MEO) model to reduce energy consumption in distributed systems
  publication-title: Simul. Model. Pract. Theory
  doi: 10.1016/j.simpat.2013.02.003
– volume: 53
  start-page: 50
  issue: 4
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b23
  article-title: A view of cloud computing
  publication-title: Commun. ACM
  doi: 10.1145/1721654.1721672
– volume: 8
  start-page: 279
  issue: 1
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b162
  article-title: Metaheuristic scheduling for cloud: A survey
  publication-title: Syst. J. IEEE
  doi: 10.1109/JSYST.2013.2256731
– ident: 10.1016/j.engappai.2022.105345_b85
  doi: 10.1145/2739480.2754737
– volume: 28
  start-page: 2009
  issue: 13
  year: 2009
  ident: 10.1016/j.engappai.2022.105345_b63
  article-title: Above the clouds: A berkeley view of cloud computing
  publication-title: Dept. Electrical Eng. and Comput. Sci. Univ. Calif. Berkeley, Rep. UCB/EECS
– start-page: 79
  year: 1998
  ident: 10.1016/j.engappai.2022.105345_b24
  article-title: The relative performance of various mapping algorithms is independent of sizable variances in run-time predictions
– year: 2013
  ident: 10.1016/j.engappai.2022.105345_b42
– volume: 60
  start-page: 122
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b22
  article-title: Design and implementation of a cloud computing service for finite element analysis
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2012.10.003
– volume: 74
  start-page: 142
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b59
  article-title: Energy-aware scheduling of virtual machines in heterogeneous cloud computing systems
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2016.02.016
– volume: 44
  start-page: 455
  issue: 4
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b78
  article-title: Multi-resource packing for cluster schedulers
  publication-title: ACM SIGCOMM Comput. Commun. Rev.
  doi: 10.1145/2740070.2626334
– year: 2016
  ident: 10.1016/j.engappai.2022.105345_b14
– year: 2011
  ident: 10.1016/j.engappai.2022.105345_b4
  article-title: A security-aware scheduler for virtual machines on iaas clouds
  publication-title: Report 2011
– year: 2004
  ident: 10.1016/j.engappai.2022.105345_b84
– volume: 2
  start-page: 356
  issue: 3
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b93
  article-title: An enhanced solution to the protein folding problem using a hybrid genetic algorithm with G-bit improvement strategy
  publication-title: Int. J. Model. Optim.
– volume: 43
  start-page: 73
  issue: 2
  year: 1997
  ident: 10.1016/j.engappai.2022.105345_b57
  article-title: Ant colonies for the travelling salesman problem
  publication-title: BioSystems
  doi: 10.1016/S0303-2647(97)01708-5
– volume: 27
  start-page: 344
  issue: 2
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b87
  article-title: Improved heuristic job scheduling method to enhance throughput for big data analytics
  publication-title: Tsinghua Sci. Technol.
  doi: 10.26599/TST.2020.9010047
– volume: 1
  start-page: 33
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b99
  article-title: Applying non-traditional optimization techniques to task scheduling in grid computing–An overview
  publication-title: Int. J. Res. Rev. Comput. Sci. (IJRRCS)
– volume: 29
  start-page: 2009
  issue: 8
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b41
  article-title: A survey of scheduling metrics and an improved ordering policy for list schedulers operating on workloads with dependencies and a wide variation in execution times
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.12.005
– start-page: 60
  year: 2009
  ident: 10.1016/j.engappai.2022.105345_b92
  article-title: Cloud Computing-Patterns for high availability, scalability, and computing power with windows azure
  publication-title: MSDN Mag.
– start-page: 1520
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b94
  article-title: Security-aware real-time scheduling for hypervisors
– volume: 27
  start-page: 1344
  issue: 5
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b182
  article-title: Evolutionary multi-objective workflow scheduling in cloud
  publication-title: IEEE Trans. Parallel Distrib. Syst.
  doi: 10.1109/TPDS.2015.2446459
– year: 1975
  ident: 10.1016/j.engappai.2022.105345_b82
– volume: 29
  start-page: 402
  issue: 1
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b88
  article-title: Exploring decentralized dynamic scheduling for grids and clouds using the community-aware scheduling algorithm
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2011.05.006
– volume: 13
  start-page: 2292
  issue: 5
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b106
  article-title: Honey bee behavior inspired load balancing of tasks in cloud computing environments
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2013.01.025
– volume: 71
  start-page: 732
  issue: 6
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b68
  article-title: Environment-conscious scheduling of HPC applications on distributed cloud-oriented data centers
  publication-title: J. Parallel Distrib. Comput.
  doi: 10.1016/j.jpdc.2010.04.004
– volume: 29
  start-page: 158
  issue: 1
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b2
  article-title: Deadline-constrained workflow scheduling algorithms for infrastructure as a service clouds
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.05.004
– volume: 15
  start-page: 772
  issue: 2
  year: 2018
  ident: 10.1016/j.engappai.2022.105345_b181
  article-title: Dynamic cloud task scheduling based on a two-stage strategy
  publication-title: IEEE Trans. Autom. Sci. Eng.
  doi: 10.1109/TASE.2017.2693688
– year: 2016
  ident: 10.1016/j.engappai.2022.105345_b39
  article-title: Energy efficiency for cloud computing system based on predictive optimization
  publication-title: J. Parallel Distrib. Comput.
– volume: 29
  start-page: 1300
  issue: 5
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b113
  article-title: CCBKE session key negotiation for fast and secure scheduling of scientific applications in cloud computing
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.07.001
– volume: 29
  start-page: 751
  issue: 3
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b135
  article-title: Bacterial foraging based hyper-heuristic for resource scheduling in grid computing
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.09.005
– volume: 75
  start-page: 141
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b179
  article-title: SABA: A security-aware and budget-aware workflow scheduling strategy in clouds
  publication-title: J. Parallel Distrib. Comput.
  doi: 10.1016/j.jpdc.2014.09.002
– volume: 53
  start-page: 50
  issue: 6
  year: 2009
  ident: 10.1016/j.engappai.2022.105345_b121
  article-title: The NIST definition of cloud computing
  publication-title: Natl. Inst. Stand. Technol.
– volume: 3
  start-page: 2687
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b184
  article-title: A multi-objective optimization scheduling method based on the ant colony algorithm in cloud computing
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2015.2508940
– start-page: 1948
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b127
  article-title: The current state of understanding of the energy efficiency of cloud computing
– volume: 51
  start-page: 61
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b165
  article-title: Resource-aware hybrid scheduling algorithm in heterogeneous distributed computing
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2014.11.019
– ident: 10.1016/j.engappai.2022.105345_b56
– volume: 4
  start-page: 1
  year: 2009
  ident: 10.1016/j.engappai.2022.105345_b70
  article-title: Twenty one experts define cloud computing
  publication-title: Cloud Comput. J.
– volume: 81
  start-page: 323
  year: 2019
  ident: 10.1016/j.engappai.2022.105345_b60
  article-title: Data privacy protection for edge computing of smart city in a DIKW architecture
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2019.03.002
– start-page: 329
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b74
  article-title: Balanced resource allocations across multiple dynamic MapReduce clusters
– volume: 26
  start-page: 625
  issue: 5
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b66
  article-title: Distributed scheduling problems in intelligent manufacturing systems
  publication-title: Tsinghua Sci. Technol.
  doi: 10.26599/TST.2021.9010009
– ident: 10.1016/j.engappai.2022.105345_b100
  doi: 10.1145/3377930.3390223
– volume: 11
  start-page: 279
  issue: 2
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b151
  article-title: Live migration for multiple correlated virtual machines in cloud-based data centers
  publication-title: IEEE Trans. Serv. Comput.
  doi: 10.1109/TSC.2015.2477825
– volume: 13
  start-page: 976
  issue: 2
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b174
  article-title: CAWSAC: Cost-aware workload scheduling and admission control for distributed cloud data centers
  publication-title: IEEE Trans. Autom. Sci. Eng.
  doi: 10.1109/TASE.2015.2427234
– year: 2022
  ident: 10.1016/j.engappai.2022.105345_b26
  article-title: An improved hybrid swarm intelligence for scheduling IoT application tasks in the cloud
  publication-title: IEEE Trans. Ind. Inf.
  doi: 10.1109/TII.2022.3148288
– volume: 47
  start-page: 63
  issue: 4
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b180
  article-title: Cloud computing resource scheduling and a survey of its evolutionary approaches
  publication-title: ACM Comput. Surv.
  doi: 10.1145/2788397
– start-page: 184
  year: 1998
  ident: 10.1016/j.engappai.2022.105345_b64
  article-title: Scheduling resources in multi-user, heterogeneous, computing environments with SmartNet
– start-page: 1
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b54
  article-title: Multi-objective heuristics algorithm for dynamic resource scheduling in the cloud computing environment
  publication-title: J. Supercomput.
– volume: 29
  start-page: 1700
  issue: 7
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b61
  article-title: Autonomic cloud resource sharing for intercloud federations
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2012.03.025
– start-page: 89
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b86
  article-title: A scheduling strategy on load balancing of virtual machine resources in cloud computing environment
– year: 2011
  ident: 10.1016/j.engappai.2022.105345_b107
  article-title: Heterogeneity-aware resource allocation and scheduling in the cloud
– volume: 6
  start-page: 645
  year: 2018
  ident: 10.1016/j.engappai.2022.105345_b178
  article-title: WARM: Workload-aware multi-application task scheduling for revenue maximization in SDN-based cloud data center
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2017.2773645
– start-page: 1
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b89
  article-title: Resource management in data-intensive clouds: opportunities and challenges
– start-page: 497
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b53
  article-title: Job-aware scheduling in eagle: Divide and stick to your probes
– start-page: 400
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b129
  article-title: A particle swarm optimization-based heuristic for scheduling workflow applications in cloud computing environments
– volume: 28
  start-page: 358
  issue: 2
  year: 2012
  ident: 10.1016/j.engappai.2022.105345_b161
  article-title: Cloud brokering mechanisms for optimized placement of virtual machines across multiple providers
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2011.07.003
– volume: 84
  start-page: 1910
  issue: 11
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b33
  article-title: Meetings through the cloud: Privacy-preserving scheduling on mobile devices
  publication-title: J. Syst. Softw.
  doi: 10.1016/j.jss.2011.04.027
– volume: 17
  start-page: 82
  issue: 1
  year: 2005
  ident: 10.1016/j.engappai.2022.105345_b44
  article-title: A local-search-based heuristic for the demand-constrained multidimensional knapsack problem
  publication-title: INFORMS J. Comput.
  doi: 10.1287/ijoc.1030.0050
– start-page: 342
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b43
  article-title: Energy-efficient scheduling of urgent bag-of-tasks applications in clouds through DVFS
– volume: 69
  start-page: 66
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b183
  article-title: A three-dimensional virtual resource scheduling method for energy saving in cloud computing
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2016.10.034
– year: 2018
  ident: 10.1016/j.engappai.2022.105345_b18
– year: 2004
  ident: 10.1016/j.engappai.2022.105345_b80
– volume: 17
  start-page: 323
  issue: 2–4
  year: 2005
  ident: 10.1016/j.engappai.2022.105345_b154
  article-title: Distributed computing in practice: The condor experience
  publication-title: Concurr. Comput.: Pract. Exper.
  doi: 10.1002/cpe.938
– volume: 47
  start-page: 3658
  issue: 11
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b176
  article-title: TTSA: An effective scheduling approach for delay bounded tasks in hybrid clouds
  publication-title: IEEE Trans. Cybern.
  doi: 10.1109/TCYB.2016.2574766
– volume: 28
  start-page: 2674
  issue: 9
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b48
  article-title: Scheduling for workflows with security-sensitive intermediate data by selective tasks duplication in clouds
  publication-title: IEEE Trans. Parallel Distrib. Syst.
  doi: 10.1109/TPDS.2017.2678507
– start-page: 367
  year: 2021
  ident: 10.1016/j.engappai.2022.105345_b128
  article-title: A novel evolutionary algorithm with adaptation mechanism for fuzzy permutation flow-shop scheduling
– volume: 39
  start-page: 177
  issue: 4
  year: 2013
  ident: 10.1016/j.engappai.2022.105345_b150
  article-title: Cost-efficient task scheduling for executing large programs in the cloud
  publication-title: Parallel Comput.
  doi: 10.1016/j.parco.2013.03.002
– volume: 14
  start-page: 337
  issue: 1
  year: 2017
  ident: 10.1016/j.engappai.2022.105345_b175
  article-title: Temporal task scheduling with constrained service delay for profit maximization in hybrid clouds
  publication-title: IEEE Trans. Autom. Sci. Eng.
  doi: 10.1109/TASE.2016.2526781
– year: 2016
  ident: 10.1016/j.engappai.2022.105345_b15
– year: 2011
  ident: 10.1016/j.engappai.2022.105345_b167
  article-title: A study on scheduling in grid environment
– volume: 42
  start-page: 419
  issue: 7
  year: 2011
  ident: 10.1016/j.engappai.2022.105345_b171
  article-title: Job scheduling algorithm based on berger model in cloud environment
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2011.03.007
– volume: 14
  start-page: 1167
  issue: 4
  year: 2018
  ident: 10.1016/j.engappai.2022.105345_b47
  article-title: Uncertainty-aware online scheduling for real-time workflows in cloud service environment
  publication-title: IEEE Trans. Serv. Comput.
  doi: 10.1109/TSC.2018.2866421
– start-page: 134
  year: 1991
  ident: 10.1016/j.engappai.2022.105345_b50
  article-title: Distributed optimization by ant colonies
– start-page: 1
  year: 2014
  ident: 10.1016/j.engappai.2022.105345_b95
  article-title: A hierarchical, topology-aware approach to dynamic data centre management
– start-page: 306
  year: 2010
  ident: 10.1016/j.engappai.2022.105345_b134
  article-title: Resource provisioning and scheduling in grids: issues, challenges and future directions
– year: 2004
  ident: 10.1016/j.engappai.2022.105345_b122
– year: 2021
  ident: 10.1016/j.engappai.2022.105345_b83
  article-title: Task scheduling in cloud computing based on meta-heuristics: Review, taxonomy, open challenges, and future trends
  publication-title: Swarm Evol. Comput.
  doi: 10.1016/j.swevo.2021.100841
– volume: 12
  start-page: 377
  issue: 3
  year: 2015
  ident: 10.1016/j.engappai.2022.105345_b51
  article-title: Energy-efficient resource allocation and provisioning framework for cloud data centers
  publication-title: IEEE Trans. Netw. Serv. Manag.
  doi: 10.1109/TNSM.2015.2436408
– start-page: 1188
  year: 2016
  ident: 10.1016/j.engappai.2022.105345_b20
  article-title: A budget-aware algorithm for scheduling scientific workflows in cloud
– ident: 10.1016/j.engappai.2022.105345_b173
  doi: 10.1109/INFOCOM.2017.8056945
SSID ssj0003846
Score 2.5150785
Snippet The growth and development of scientific applications have demanded the creation of efficient resource management systems. Resource provisioning and scheduling...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 105345
SubjectTerms Cloud computing
Heuristic methods
Resource provisioning
Scheduling
Scheduling algorithms
Title Resource scheduling methods for cloud computing environment: The role of meta-heuristics and artificial intelligence
URI https://dx.doi.org/10.1016/j.engappai.2022.105345
Volume 116
WOSCitedRecordID wos000860321900011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  customDbUrl:
  eissn: 1873-6769
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0003846
  issn: 0952-1976
  databaseCode: AIEXJ
  dateStart: 19950201
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bT9swFLa6soe9sLGLgF3kh71VZrkZ23urJqZtQghpbOpb5LjOSFWlFaQI8es5ju3EZWgMIV6iyOqJ254vzjkn5_uM0MeoKBJRcE1YlExJprQigBJBOIT6XJoYvxV7_n3Ijo74ZCKOB4Mrz4W5mLO65peXYvmoroYxcLahzt7D3d1FYQDOwelwBLfD8b8c7wvyI8hb4TnS0s3tPtGt9MJIzRerlsq2XLUtzwHVzbdg-JZDMJPkVK9CNWczo1OdqAI5z7UKf69xOApfkLc9B_8wb3Hn-P5yVlf9q6mOzj2eVc1pWKmAJDdeq1R0FJq-X8nWIeGDgjk9bLsKc5YS03u7tkxbTuZfS76tPsz2dP0HfpKs9szUZvvi1OpU3pDT_mkmNPMlpi2PRdETtJEwKvgQbYy_H0x-dM_xlFual_-CAb_89tluD22CcOXkBdp0eQYeW3xsoYGuX6LnLufAbkU_hyG_rYcfe4UajyDcIwg7BGFAEG4RhDsE4QBBnzHgBxv84EWJb-AHA35wDwAcAuA1-vX14OTLN-I25yAqjZOGlLEqU8oULSmTUknFdMzLfaYFxMRCSSoTpiAA1VmR0FLzuGRKaUnjKaUF5NDpGzSsF7XeRnifTYWUEGqXapplmsmIFpAWZCKBM1kUO4j6_zVXTrnebKAyz32L4iz3_siNP3Lrjx30qbNbWu2WOy2Ed1vuIlAbWeaAtjtsdx9g-xY962-Yd2jYnK30e_RUXTTV-dkHB8xrDXG1Tg
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Resource+scheduling+methods+for+cloud+computing+environment%3A+The+role+of+meta-heuristics+and+artificial+intelligence&rft.jtitle=Engineering+applications+of+artificial+intelligence&rft.au=Aron%2C+Rajni&rft.au=Abraham%2C+Ajith&rft.date=2022-11-01&rft.pub=Elsevier+Ltd&rft.issn=0952-1976&rft.eissn=1873-6769&rft.volume=116&rft_id=info:doi/10.1016%2Fj.engappai.2022.105345&rft.externalDocID=S0952197622003700
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0952-1976&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0952-1976&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0952-1976&client=summon