Hybrid whale optimization and pattern search algorithm for day-ahead operation of a microgrid in the presence of electric vehicles and renewable energies

A significant fraction of the environmental emissions is due to the power generation sector and burning fossil fuels to produce electricity. Moreover, the transportation system with conventional fossil-fuel vehicles plays a key role in climate change. Accordingly, the generation sector has already c...

Full description

Saved in:
Bibliographic Details
Published in:Journal of cleaner production Vol. 308; p. 127215
Main Authors: Tao, Hai, Ahmed, Faraedoon Waly, Abdalqadir kh ahmed, Halkawt, Latifi, Mohsen, Nakamura, Hiroki, Li, Yafeng
Format: Journal Article
Language:English
Published: Elsevier Ltd 25.07.2021
Subjects:
ISSN:0959-6526, 1879-1786
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract A significant fraction of the environmental emissions is due to the power generation sector and burning fossil fuels to produce electricity. Moreover, the transportation system with conventional fossil-fuel vehicles plays a key role in climate change. Accordingly, the generation sector has already changed its planning strategies to employ more renewable energies to supply the load demand, particularly at the distribution level. Besides, other alternatives have been being used in the transportation system to alleviate the pollution, caused by this sector, and plug-in hybrid electric vehicles (PHEVs) have grabbed attention. However, it should be noted that connecting a large number of PHEVs would impose a considerably high load demand on the distribution system, and may cause different problems. In this regard, this research study develops an effective day-ahead resource scheduling framework for a microgrid (MG), taking into account the PHEVs and renewable energy sources (RESs). The model has been defined for an MG, which is equipped with renewable and non-renewable energy-based distributed generation (DG) technologies, storage devices, and PHEVs. The proposed model addresses the uncertain parameters, relating to the hourly value of the load, the price of energy, procured by the upstream network, and renewable power generation, by deploying Monte-Carlo simulation (MCS). Furthermore, the nickel–metal hydride (Ni-MH) battery as a widely-used and reliable technology is employed in this study. The resource scheduling problem is introduced in the framework of an optimization problem with one objective function, intended to minimize the total cost of operation over a 24-h horizon. Then, an efficient optimization method, named the hybrid whale optimization algorithm and pattern search (HWOA-PS), is utilized to cope with the mentioned optimization problem. The results, found by this approach would then be compared to the ones, obtained from other approaches to validate the results.
AbstractList A significant fraction of the environmental emissions is due to the power generation sector and burning fossil fuels to produce electricity. Moreover, the transportation system with conventional fossil-fuel vehicles plays a key role in climate change. Accordingly, the generation sector has already changed its planning strategies to employ more renewable energies to supply the load demand, particularly at the distribution level. Besides, other alternatives have been being used in the transportation system to alleviate the pollution, caused by this sector, and plug-in hybrid electric vehicles (PHEVs) have grabbed attention. However, it should be noted that connecting a large number of PHEVs would impose a considerably high load demand on the distribution system, and may cause different problems. In this regard, this research study develops an effective day-ahead resource scheduling framework for a microgrid (MG), taking into account the PHEVs and renewable energy sources (RESs). The model has been defined for an MG, which is equipped with renewable and non-renewable energy-based distributed generation (DG) technologies, storage devices, and PHEVs. The proposed model addresses the uncertain parameters, relating to the hourly value of the load, the price of energy, procured by the upstream network, and renewable power generation, by deploying Monte-Carlo simulation (MCS). Furthermore, the nickel–metal hydride (Ni-MH) battery as a widely-used and reliable technology is employed in this study. The resource scheduling problem is introduced in the framework of an optimization problem with one objective function, intended to minimize the total cost of operation over a 24-h horizon. Then, an efficient optimization method, named the hybrid whale optimization algorithm and pattern search (HWOA-PS), is utilized to cope with the mentioned optimization problem. The results, found by this approach would then be compared to the ones, obtained from other approaches to validate the results.
ArticleNumber 127215
Author Ahmed, Faraedoon Waly
Abdalqadir kh ahmed, Halkawt
Li, Yafeng
Latifi, Mohsen
Tao, Hai
Nakamura, Hiroki
Author_xml – sequence: 1
  givenname: Hai
  surname: Tao
  fullname: Tao, Hai
  organization: School of Computer Science, Baoji University of Arts and Sciences, 721007, China
– sequence: 2
  givenname: Faraedoon Waly
  surname: Ahmed
  fullname: Ahmed, Faraedoon Waly
  organization: Department of Physics, College of Science, University of Halabja, Iraq
– sequence: 3
  givenname: Halkawt
  surname: Abdalqadir kh ahmed
  fullname: Abdalqadir kh ahmed, Halkawt
  organization: Department of Electrical Installation, Chamchamal Technical Institute, Sulaimani Polytechnic University, Iraq
– sequence: 4
  givenname: Mohsen
  surname: Latifi
  fullname: Latifi, Mohsen
  organization: Department of Mechanical Engineering, Science and Research Branch, Islamic Azad University, Tehran, Iran
– sequence: 5
  givenname: Hiroki
  orcidid: 0000-0002-7585-2094
  surname: Nakamura
  fullname: Nakamura, Hiroki
  organization: Solar Energy and Power Electronic Co.,Ltd, Tokyo, Japan
– sequence: 6
  givenname: Yafeng
  surname: Li
  fullname: Li, Yafeng
  email: liyafeng770729@126.com
  organization: School of Computer Science, Baoji University of Arts and Sciences, 721007, China
BookMark eNqFkcFu3CAQhlGVSt2keYRIHHPxFrANRjlUVdQ2lSL10p4RhvGalQ0ukESbN-nbFsc59ZIDAon5_pn5_3N05oMHhK4o2VNC-afj_mgmWGLYM8LonjLBaPsO7WgnZEVFx8_QjshWVrxl_AM6T-lICBVENDv09-7UR2fx06gnwGHJbnbPOrvgsfYWLzpniB4n0NGMWE-HEF0eZzyEiK0-VXoEbQsHcYPCgDWenYnhsMo6j_MIeImQwBtYv2ECk6Mz-BFGV-ZOL40ieHjSfZmhPOLBQfqI3g96SnD5el-g39--_rq9q-5_fv9x--W-MnXDclUP1PSSC6tpI2Qn19PwnktGCLOy7jphB8sGxi1v-1q0vNcFYbIhnW1tU1-g6023GPjnAVJWs0sGpkl7CA9JsVY0Na0Z56X0Zist66UUYVDG5Ze9c9RuUpSoNRB1VK-BqDUQtQVS6PY_eolu1vH0Jvd546C48OggqmTc6qZ1sVipbHBvKPwDwJCtOQ
CitedBy_id crossref_primary_10_1177_01423312221079962
crossref_primary_10_1016_j_jestch_2023_101564
crossref_primary_10_1007_s40031_024_01097_w
crossref_primary_10_1016_j_egyr_2024_05_071
crossref_primary_10_1002_ese3_1385
crossref_primary_10_1016_j_jclepro_2024_141691
crossref_primary_10_1109_ACCESS_2024_3440885
crossref_primary_10_1016_j_est_2022_104030
crossref_primary_10_1016_j_isci_2025_112121
crossref_primary_10_4316_AECE_2024_01005
crossref_primary_10_1038_s41598_025_10213_9
crossref_primary_10_1016_j_rineng_2025_106583
crossref_primary_10_1016_j_solener_2023_112301
crossref_primary_10_3390_s22062408
crossref_primary_10_1038_s41598_024_61413_8
crossref_primary_10_3390_en16010394
crossref_primary_10_1016_j_jclepro_2022_133175
crossref_primary_10_1016_j_jclepro_2023_136775
crossref_primary_10_1186_s42162_022_00234_3
crossref_primary_10_1016_j_scs_2024_105923
Cites_doi 10.1016/j.tej.2010.03.004
10.1016/j.jclepro.2020.122195
10.1109/MPE.2010.936354
10.1016/j.est.2020.101306
10.1016/j.engappai.2019.103323
10.3390/en13040957
10.1109/TSG.2011.2172643
10.1002/etep.2810
10.1016/j.apenergy.2012.09.023
10.1109/TIE.2018.2840498
10.1016/j.conengprac.2020.104380
10.1016/j.energy.2016.01.063
10.1016/j.eswa.2019.112972
10.1177/0142331220901628
10.1109/TSG.2016.2516256
10.1109/TIE.2012.2188873
10.1007/s00500-020-04984-8
10.1016/j.energy.2012.02.007
10.1016/j.jclepro.2019.118434
10.1016/j.jclepro.2020.124435
10.1063/1.5041492
10.1016/j.rser.2011.10.002
10.1016/j.renene.2014.10.043
10.1016/j.energy.2011.09.017
10.1016/j.rser.2012.05.043
10.1109/TII.2015.2395957
10.1109/TIE.2006.888766
10.1016/j.est.2020.102021
10.1016/j.energy.2013.04.048
10.1016/j.jclepro.2014.09.088
10.1109/TSTE.2013.2279837
10.1002/er.6198
10.1016/j.ijepes.2019.03.021
10.1016/j.apenergy.2019.114168
10.1016/j.rser.2015.12.207
10.1109/ACCESS.2019.2936487
ContentType Journal Article
Copyright 2021 Elsevier Ltd
Copyright_xml – notice: 2021 Elsevier Ltd
DBID AAYXX
CITATION
7S9
L.6
DOI 10.1016/j.jclepro.2021.127215
DatabaseName CrossRef
AGRICOLA
AGRICOLA - Academic
DatabaseTitle CrossRef
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList AGRICOLA

DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1879-1786
ExternalDocumentID 10_1016_j_jclepro_2021_127215
S0959652621014347
GroupedDBID --K
--M
..I
.~1
0R~
1B1
1RT
1~.
1~5
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JM
9JN
AABNK
AACTN
AAEDT
AAEDW
AAHCO
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AARJD
AAXUO
ABFYP
ABJNI
ABLST
ABMAC
ABYKQ
ACDAQ
ACGFS
ACRLP
ADBBV
ADEZE
AEBSH
AEKER
AENEX
AFKWA
AFTJW
AFXIZ
AGHFR
AGUBO
AGYEJ
AHEUO
AHHHB
AHIDL
AIEXJ
AIKHN
AITUG
AJOXV
AKIFW
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AXJTR
BELTK
BKOJK
BLECG
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EO8
EO9
EP2
EP3
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
IHE
J1W
JARJE
K-O
KCYFY
KOM
LY9
M41
MO0
MS~
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
RNS
ROL
RPZ
SCC
SDF
SDG
SDP
SES
SPC
SPCBC
SSJ
SSR
SSZ
T5K
~G-
29K
9DU
AAHBH
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABFNM
ABWVN
ABXDB
ACLOT
ACRPL
ACVFH
ADCNI
ADHUB
ADMUD
ADNMO
AEGFY
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
D-I
EFKBS
EJD
FEDTE
FGOYB
G-2
HMC
HVGLF
HZ~
R2-
SEN
SEW
WUQ
ZY4
~HD
7S9
L.6
ID FETCH-LOGICAL-c342t-3f1cb967da147989798946b692002d93887dfd2f26d65b3756baf1c29408d5d43
ISICitedReferencesCount 24
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000662978300008&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0959-6526
IngestDate Mon Sep 29 03:40:12 EDT 2025
Sat Nov 29 07:04:44 EST 2025
Tue Nov 18 22:10:53 EST 2025
Fri Feb 23 02:41:40 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Uncertainty
Electric vehicle
Scheduling
Renewable energy
Microgrid
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c342t-3f1cb967da147989798946b692002d93887dfd2f26d65b3756baf1c29408d5d43
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0002-7585-2094
PQID 2574313266
PQPubID 24069
ParticipantIDs proquest_miscellaneous_2574313266
crossref_citationtrail_10_1016_j_jclepro_2021_127215
crossref_primary_10_1016_j_jclepro_2021_127215
elsevier_sciencedirect_doi_10_1016_j_jclepro_2021_127215
PublicationCentury 2000
PublicationDate 2021-07-25
PublicationDateYYYYMMDD 2021-07-25
PublicationDate_xml – month: 07
  year: 2021
  text: 2021-07-25
  day: 25
PublicationDecade 2020
PublicationTitle Journal of cleaner production
PublicationYear 2021
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Li, Yang, Li, Zhao, Tian (bib23) 2018 Jun 1; 66
Chakraborty, Weiss, Simoes (bib6) 2007 Feb 5; 54
Khaloie, Anvari-Moghaddam (bib16) 2020 Jun 17
Papari, Edrington, Gonsoulin (bib29) 2019 Jan 11; 11
Chaouachi, Kamel, Andoulsi, Nagasaka (bib7) 2012 Feb 24; 60
Li, Samad, Ahmed, Abdulkareem, Hao, Rezvani (bib24) 2020 Oct 20; 271
Moghaddam, Seifi, Niknam (bib28) 2012 Feb 1; 16
Rostami, Kavousi-Fard, Niknam (bib35) 2015 Jan 23; 11
Li, Li (bib21) 2019 Aug 20; 7
Basak, Chowdhury, nee Dey, Chowdhury (bib4) 2012 Oct 1; 16
Baron, Al-Sumaiti, Rivera (bib3) 2020 Jan; 13
Khaloie, Abdollahi, Shafie-Khah, Siano, Nojavan, Anvari-Moghaddam, Catalão (bib18) 2020 Jan 1; 242
Khaloie, Abdollahi, Rashidinejad, Siano (bib17) 2019 Sep 1; 110
Hosseini, Rezvani (bib12) 2020 May 5; 24
Luo, Abdulkareem, Rezvani, Miveh, Samad, Aljojo, Pazhoohesh (bib25) 2020 Apr 1; 28
Carpinelli, Mottola, Proto, Russo (bib5) 2016 Jan 25; 8
Moghaddam, Seifi, Niknam, Pahlavani (bib26) 2011 Nov 1; 36
Quynh, Ali, Alhaider, Rezvani, Suzuki (bib32) 2020 Nov 9; 45
Quiggin, Cornell, Tierney, Buswell (bib31) 2012 May 1; 41
Kamankesh, Agelidis, Kavousi-Fard (bib15) 2016 Apr 1; 100
Zhao, Shi, Dong, Luan, Bornemann (bib40) 2013 Sep 30; 5
Javadi, Esmaeel Nezhad (bib14) 2019; 29
Koessler, Almomani (bib20) 2020 Jul 15
Durairasan, Balasubramanian (bib9) 2020 Feb 6
Khaloie, Abdollahi, Shafie-Khah, Anvari-Moghaddam, Nojavan, Siano, Catalão (bib19) 2020 Feb 1; 259
Srivastava, Annabathina, Kamalasadan (bib36) 2010 Apr 1; 23
Aghaei, Alizadeh (bib1) 2013 Jun 15; 55
Ge, Ahmed, Rezvani, Aljojo, Samad, Foong (bib10) 2020 May 1; 98
Reddy, Reddy, Manohar (bib33) 2017 Dec 1; 4
Rezvani, Gandomkar, Izadbakhsh, Ahmadi (bib34) 2015 Jan 15; 87
Got, Moussaoui, Zouache (bib11) 2020 Mar 1; 141
Aghaei, Nezhad, Rabiee, Rahimi (bib2) 2016 Jun 1
Li, Zhang (bib22) 2012 Feb 3; 3
Izadbakhsh, Gandomkar, Rezvani, Ahmadi (bib13) 2015 Mar 1; 75
Yin, Abbassi, Jerbi, Rezvani, Müller (bib38) 2021; 282
Moghaddam, Seifi, Niknam, Pahlavani (bib27) 2011 Nov 1; 36
Ungar, Fell (bib37) 2010 Apr 22; 8
Zeng, Nazir, Khaksar, Nishihara, Tao (bib39) 2021; 33
Chen, Lu, Chang, Lee, Hu (bib8) 2013 Mar 1; 103
Qiao, Yang, Kang, Pan (bib30) 2020 Jan 1; 87
Aghaei (10.1016/j.jclepro.2021.127215_bib1) 2013; 55
Koessler (10.1016/j.jclepro.2021.127215_bib20) 2020
Srivastava (10.1016/j.jclepro.2021.127215_bib36) 2010; 23
Zeng (10.1016/j.jclepro.2021.127215_bib39) 2021; 33
Kamankesh (10.1016/j.jclepro.2021.127215_bib15) 2016; 100
Carpinelli (10.1016/j.jclepro.2021.127215_bib5) 2016; 8
Durairasan (10.1016/j.jclepro.2021.127215_bib9) 2020
Papari (10.1016/j.jclepro.2021.127215_bib29) 2019; 11
Baron (10.1016/j.jclepro.2021.127215_bib3) 2020; 13
Moghaddam (10.1016/j.jclepro.2021.127215_bib27) 2011; 36
Quiggin (10.1016/j.jclepro.2021.127215_bib31) 2012; 41
Qiao (10.1016/j.jclepro.2021.127215_bib30) 2020; 87
Javadi (10.1016/j.jclepro.2021.127215_bib14) 2019; 29
Got (10.1016/j.jclepro.2021.127215_bib11) 2020; 141
Li (10.1016/j.jclepro.2021.127215_bib24) 2020; 271
Moghaddam (10.1016/j.jclepro.2021.127215_bib26) 2011; 36
Basak (10.1016/j.jclepro.2021.127215_bib4) 2012; 16
Hosseini (10.1016/j.jclepro.2021.127215_bib12) 2020; 24
Rostami (10.1016/j.jclepro.2021.127215_bib35) 2015; 11
Chaouachi (10.1016/j.jclepro.2021.127215_bib7) 2012; 60
Quynh (10.1016/j.jclepro.2021.127215_bib32) 2020; 45
Ge (10.1016/j.jclepro.2021.127215_bib10) 2020; 98
Khaloie (10.1016/j.jclepro.2021.127215_bib19) 2020; 259
Li (10.1016/j.jclepro.2021.127215_bib23) 2018; 66
Rezvani (10.1016/j.jclepro.2021.127215_bib34) 2015; 87
Khaloie (10.1016/j.jclepro.2021.127215_bib17) 2019; 110
Reddy (10.1016/j.jclepro.2021.127215_bib33) 2017; 4
Ungar (10.1016/j.jclepro.2021.127215_bib37) 2010; 8
Li (10.1016/j.jclepro.2021.127215_bib21) 2019; 7
Li (10.1016/j.jclepro.2021.127215_bib22) 2012; 3
Khaloie (10.1016/j.jclepro.2021.127215_bib18) 2020; 242
Chakraborty (10.1016/j.jclepro.2021.127215_bib6) 2007; 54
Yin (10.1016/j.jclepro.2021.127215_bib38) 2021; 282
Zhao (10.1016/j.jclepro.2021.127215_bib40) 2013; 5
Aghaei (10.1016/j.jclepro.2021.127215_bib2) 2016
Khaloie (10.1016/j.jclepro.2021.127215_bib16) 2020
Luo (10.1016/j.jclepro.2021.127215_bib25) 2020; 28
Moghaddam (10.1016/j.jclepro.2021.127215_bib28) 2012; 16
Izadbakhsh (10.1016/j.jclepro.2021.127215_bib13) 2015; 75
Chen (10.1016/j.jclepro.2021.127215_bib8) 2013; 103
References_xml – volume: 4
  start-page: 3
  year: 2017 Dec 1
  ident: bib33
  article-title: Whale optimization algorithm for optimal sizing of renewable resources for loss reduction in distribution systems. Renewables: wind, water, and solar
– volume: 141
  year: 2020 Mar 1
  ident: bib11
  article-title: A guided population archive whale optimization algorithm for solving multiobjective optimization problems
  publication-title: Expert Syst. Appl.
– volume: 87
  start-page: 216
  year: 2015 Jan 15
  end-page: 226
  ident: bib34
  article-title: Environmental/economic scheduling of a micro-grid with renewable energy resources
  publication-title: J. Clean. Prod.
– volume: 41
  start-page: 549
  year: 2012 May 1
  end-page: 559
  ident: bib31
  article-title: A simulation and optimisation study: towards a decentralised microgrid, using real world fluctuation data
  publication-title: Energy
– volume: 24
  year: 2020 May 5
  ident: bib12
  article-title: Modeling and simulation to optimize direct power control of DFIG in variable-speed pumped-storage power plant using teaching–learning-based optimization technique
  publication-title: Soft Comput.
– volume: 110
  start-page: 598
  year: 2019 Sep 1
  end-page: 612
  ident: bib17
  article-title: Risk-based probabilistic-possibilistic self-scheduling considering high-impact low-probability events uncertainty
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 54
  start-page: 97
  year: 2007 Feb 5
  end-page: 109
  ident: bib6
  article-title: Distributed intelligent energy management system for a single-phase high-frequency AC microgrid
  publication-title: IEEE Trans. Ind. Electron.
– volume: 8
  start-page: 2109
  year: 2016 Jan 25
  end-page: 2118
  ident: bib5
  article-title: A multi-objective approach for microgrid scheduling
  publication-title: IEEE Trans. Smart Grid
– volume: 60
  start-page: 1688
  year: 2012 Feb 24
  end-page: 1699
  ident: bib7
  article-title: Multiobjective intelligent energy management for a microgrid
  publication-title: IEEE Trans. Ind. Electron.
– volume: 55
  start-page: 1044
  year: 2013 Jun 15
  end-page: 1054
  ident: bib1
  article-title: Multi-objective self-scheduling of CHP (combined heat and power)-based microgrids considering demand response programs and ESSs (energy storage systems)
  publication-title: Energy
– volume: 66
  start-page: 1565
  year: 2018 Jun 1
  end-page: 1575
  ident: bib23
  article-title: Optimal scheduling of an isolated microgrid with battery storage considering load and renewable generation uncertainties
  publication-title: IEEE Trans. Ind. Electron.
– start-page: 450
  year: 2016 Jun 1
  end-page: 458
  ident: bib2
  article-title: Contribution of plug-in hybrid electric vehicles in power system uncertainty management
  publication-title: Renew. Sustain. Energy Rev.
– volume: 103
  start-page: 145
  year: 2013 Mar 1
  end-page: 154
  ident: bib8
  article-title: Economic analysis and optimal energy management models for microgrid systems: a case study in Taiwan
  publication-title: Appl. Energy
– volume: 5
  start-page: 209
  year: 2013 Sep 30
  end-page: 217
  ident: bib40
  article-title: Short-term operation scheduling in renewable-powered microgrids: a duality-based approach
  publication-title: IEEE Trans. Sustain. Energy
– volume: 3
  start-page: 492
  year: 2012 Feb 3
  end-page: 499
  ident: bib22
  article-title: Modeling of plug-in hybrid electric vehicle charging demand in probabilistic power flow calculations
  publication-title: IEEE Trans. Smart Grid
– volume: 16
  start-page: 1268
  year: 2012 Feb 1
  end-page: 1281
  ident: bib28
  article-title: Multi-operation management of a typical micro-grids using Particle Swarm Optimization: a comparative study
  publication-title: Renew. Sustain. Energy Rev.
– volume: 87
  year: 2020 Jan 1
  ident: bib30
  article-title: Short-term natural gas consumption prediction based on Volterra adaptive filter and improved whale optimization algorithm
  publication-title: Eng. Appl. Artif. Intell.
– volume: 23
  start-page: 83
  year: 2010 Apr 1
  end-page: 91
  ident: bib36
  article-title: The challenges and policy options for integrating plug-in hybrid electric vehicle into the electric grid
  publication-title: Electr. J.
– volume: 11
  start-page: 388
  year: 2015 Jan 23
  end-page: 397
  ident: bib35
  article-title: Expected cost minimization of smart grids with plug-in hybrid electric vehicles using optimal distribution feeder reconfiguration
  publication-title: IEEE Trans. Indus. Informat.
– start-page: 1
  year: 2020 Jul 15
  end-page: 7
  ident: bib20
  article-title: Hybrid particle swarm optimization and pattern search algorithm
  publication-title: Optim. Eng.
– volume: 100
  start-page: 285
  year: 2016 Apr 1
  end-page: 297
  ident: bib15
  article-title: Optimal scheduling of renewable micro-grids considering plug-in hybrid electric vehicle charging demand
  publication-title: Energy
– volume: 282
  year: 2021
  ident: bib38
  article-title: A day-ahead joint energy management and battery sizing framework based on θ-modified krill herd algorithm for a renewable energy-integrated microgrid
  publication-title: J. Clean. Prod.
– volume: 16
  start-page: 5545
  year: 2012 Oct 1
  end-page: 5556
  ident: bib4
  article-title: A literature review on integration of distributed energy resources in the perspective of control, protection and stability of microgrid
  publication-title: Renew. Sustain. Energy Rev.
– volume: 28
  year: 2020 Apr 1
  ident: bib25
  article-title: Optimal scheduling of a renewable based microgrid considering photovoltaic system and battery energy storage under uncertainty
  publication-title: J. Energy Storage
– volume: 242
  year: 2020 Jan 1
  ident: bib18
  article-title: Co-optimized bidding strategy of an integrated wind-thermal-photovoltaic system in deregulated electricity market under uncertainties
  publication-title: J. Clean. Prod.
– volume: 29
  start-page: e2810
  year: 2019
  ident: bib14
  article-title: Multi‐objective, multi‐year dynamic generation and transmission expansion planning‐renewable energy sources integration for Iran's National Power Grid
  publication-title: Int. Trans. Electr. Energy Syst.
– volume: 36
  start-page: 6490
  year: 2011 Nov 1
  end-page: 6507
  ident: bib27
  article-title: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source
  publication-title: Energy
– volume: 98
  year: 2020 May 1
  ident: bib10
  article-title: Implementation of a novel hybrid BAT-Fuzzy controller based MPPT for grid-connected PV-battery system
  publication-title: Contr. Eng. Pract.
– volume: 13
  start-page: 957
  year: 2020 Jan
  ident: bib3
  article-title: Impact of energy storage useful life on intelligent microgrid scheduling
  publication-title: Energies
– volume: 36
  start-page: 6490
  year: 2011 Nov 1
  end-page: 6507
  ident: bib26
  article-title: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source
  publication-title: Energy
– volume: 75
  start-page: 598
  year: 2015 Mar 1
  end-page: 606
  ident: bib13
  article-title: Short-term resource scheduling of a renewable energy based micro grid
  publication-title: Renew. Energy
– volume: 7
  start-page: 116256
  year: 2019 Aug 20
  end-page: 116266
  ident: bib21
  article-title: Incorporating demand response of electric vehicles in scheduling of isolated microgrids with renewables using a bi-level programming approach
  publication-title: IEEE Access
– volume: 11
  year: 2019 Jan 11
  ident: bib29
  article-title: Optimal energy-emission management in hybrid AC-DC microgrids with vehicle-2-grid technology
  publication-title: J. Renew. Sustain. Energy
– volume: 45
  year: 2020 Nov 9
  ident: bib32
  article-title: Optimal energy management strategy for a renewable‐based microgrid considering sizing of battery energy storage with control policies
  publication-title: Int. J. Energy Res.
– start-page: 971
  year: 2020 Jun 17
  end-page: 976
  ident: bib16
  article-title: Robust optimization approach for generation scheduling of a hybrid thermal-energy storage system. In2020
  publication-title: IEEE 29th International Symposium on Industrial Electronics (ISIE)
– volume: 8
  start-page: 30
  year: 2010 Apr 22
  end-page: 35
  ident: bib37
  article-title: Plug in, turn on, and load up
  publication-title: IEEE Power Energy Mag.
– year: 2020 Feb 6
  ident: bib9
  article-title: An efficient control strategy for optimal power flow management from a renewable energy source to a generalized three-phase microgrid system: a hybrid squirrel search algorithm with whale optimization algorithm approach
  publication-title: Trans. Inst. Meas. Contr.
– volume: 259
  year: 2020 Feb 1
  ident: bib19
  article-title: Coordinated wind-thermal-energy storage offering strategy in energy and spinning reserve markets using a multi-stage model
  publication-title: Appl. Energy
– volume: 271
  year: 2020 Oct 20
  ident: bib24
  article-title: Analysis and enhancement of PV efficiency with hybrid MSFLA–FLC MPPT method under different environmental conditions
  publication-title: J. Clean. Prod.
– volume: 33
  year: 2021
  ident: bib39
  article-title: A day-ahead economic scheduling of microgrids equipped with plug-in hybrid electric vehicles using modified shuffled frog leaping algorithm
  publication-title: J. Energy Storage
– volume: 23
  start-page: 83
  issue: 3
  year: 2010
  ident: 10.1016/j.jclepro.2021.127215_bib36
  article-title: The challenges and policy options for integrating plug-in hybrid electric vehicle into the electric grid
  publication-title: Electr. J.
  doi: 10.1016/j.tej.2010.03.004
– volume: 271
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib24
  article-title: Analysis and enhancement of PV efficiency with hybrid MSFLA–FLC MPPT method under different environmental conditions
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.122195
– volume: 8
  start-page: 30
  issue: 3
  year: 2010
  ident: 10.1016/j.jclepro.2021.127215_bib37
  article-title: Plug in, turn on, and load up
  publication-title: IEEE Power Energy Mag.
  doi: 10.1109/MPE.2010.936354
– volume: 28
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib25
  article-title: Optimal scheduling of a renewable based microgrid considering photovoltaic system and battery energy storage under uncertainty
  publication-title: J. Energy Storage
  doi: 10.1016/j.est.2020.101306
– volume: 87
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib30
  article-title: Short-term natural gas consumption prediction based on Volterra adaptive filter and improved whale optimization algorithm
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2019.103323
– volume: 13
  start-page: 957
  issue: 4
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib3
  article-title: Impact of energy storage useful life on intelligent microgrid scheduling
  publication-title: Energies
  doi: 10.3390/en13040957
– volume: 3
  start-page: 492
  issue: 1
  year: 2012
  ident: 10.1016/j.jclepro.2021.127215_bib22
  article-title: Modeling of plug-in hybrid electric vehicle charging demand in probabilistic power flow calculations
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2011.2172643
– volume: 29
  start-page: e2810
  issue: 4
  year: 2019
  ident: 10.1016/j.jclepro.2021.127215_bib14
  article-title: Multi‐objective, multi‐year dynamic generation and transmission expansion planning‐renewable energy sources integration for Iran's National Power Grid
  publication-title: Int. Trans. Electr. Energy Syst.
  doi: 10.1002/etep.2810
– volume: 103
  start-page: 145
  year: 2013
  ident: 10.1016/j.jclepro.2021.127215_bib8
  article-title: Economic analysis and optimal energy management models for microgrid systems: a case study in Taiwan
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2012.09.023
– volume: 4
  start-page: 3
  issue: 1
  year: 2017
  ident: 10.1016/j.jclepro.2021.127215_bib33
  article-title: Whale optimization algorithm for optimal sizing of renewable resources for loss reduction in distribution systems. Renewables: wind, water, and solar
– volume: 66
  start-page: 1565
  issue: 2
  year: 2018
  ident: 10.1016/j.jclepro.2021.127215_bib23
  article-title: Optimal scheduling of an isolated microgrid with battery storage considering load and renewable generation uncertainties
  publication-title: IEEE Trans. Ind. Electron.
  doi: 10.1109/TIE.2018.2840498
– volume: 98
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib10
  article-title: Implementation of a novel hybrid BAT-Fuzzy controller based MPPT for grid-connected PV-battery system
  publication-title: Contr. Eng. Pract.
  doi: 10.1016/j.conengprac.2020.104380
– volume: 100
  start-page: 285
  year: 2016
  ident: 10.1016/j.jclepro.2021.127215_bib15
  article-title: Optimal scheduling of renewable micro-grids considering plug-in hybrid electric vehicle charging demand
  publication-title: Energy
  doi: 10.1016/j.energy.2016.01.063
– volume: 141
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib11
  article-title: A guided population archive whale optimization algorithm for solving multiobjective optimization problems
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2019.112972
– year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib9
  article-title: An efficient control strategy for optimal power flow management from a renewable energy source to a generalized three-phase microgrid system: a hybrid squirrel search algorithm with whale optimization algorithm approach
  publication-title: Trans. Inst. Meas. Contr.
  doi: 10.1177/0142331220901628
– volume: 8
  start-page: 2109
  issue: 5
  year: 2016
  ident: 10.1016/j.jclepro.2021.127215_bib5
  article-title: A multi-objective approach for microgrid scheduling
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2016.2516256
– volume: 60
  start-page: 1688
  issue: 4
  year: 2012
  ident: 10.1016/j.jclepro.2021.127215_bib7
  article-title: Multiobjective intelligent energy management for a microgrid
  publication-title: IEEE Trans. Ind. Electron.
  doi: 10.1109/TIE.2012.2188873
– volume: 24
  issue: 22
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib12
  article-title: Modeling and simulation to optimize direct power control of DFIG in variable-speed pumped-storage power plant using teaching–learning-based optimization technique
  publication-title: Soft Comput.
  doi: 10.1007/s00500-020-04984-8
– volume: 41
  start-page: 549
  issue: 1
  year: 2012
  ident: 10.1016/j.jclepro.2021.127215_bib31
  article-title: A simulation and optimisation study: towards a decentralised microgrid, using real world fluctuation data
  publication-title: Energy
  doi: 10.1016/j.energy.2012.02.007
– volume: 242
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib18
  article-title: Co-optimized bidding strategy of an integrated wind-thermal-photovoltaic system in deregulated electricity market under uncertainties
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2019.118434
– volume: 282
  year: 2021
  ident: 10.1016/j.jclepro.2021.127215_bib38
  article-title: A day-ahead joint energy management and battery sizing framework based on θ-modified krill herd algorithm for a renewable energy-integrated microgrid
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.124435
– start-page: 1
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib20
  article-title: Hybrid particle swarm optimization and pattern search algorithm
  publication-title: Optim. Eng.
– volume: 11
  issue: 1
  year: 2019
  ident: 10.1016/j.jclepro.2021.127215_bib29
  article-title: Optimal energy-emission management in hybrid AC-DC microgrids with vehicle-2-grid technology
  publication-title: J. Renew. Sustain. Energy
  doi: 10.1063/1.5041492
– volume: 16
  start-page: 1268
  issue: 2
  year: 2012
  ident: 10.1016/j.jclepro.2021.127215_bib28
  article-title: Multi-operation management of a typical micro-grids using Particle Swarm Optimization: a comparative study
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2011.10.002
– volume: 75
  start-page: 598
  year: 2015
  ident: 10.1016/j.jclepro.2021.127215_bib13
  article-title: Short-term resource scheduling of a renewable energy based micro grid
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2014.10.043
– volume: 36
  start-page: 6490
  issue: 11
  year: 2011
  ident: 10.1016/j.jclepro.2021.127215_bib27
  article-title: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source
  publication-title: Energy
  doi: 10.1016/j.energy.2011.09.017
– volume: 16
  start-page: 5545
  issue: 8
  year: 2012
  ident: 10.1016/j.jclepro.2021.127215_bib4
  article-title: A literature review on integration of distributed energy resources in the perspective of control, protection and stability of microgrid
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2012.05.043
– volume: 11
  start-page: 388
  issue: 2
  year: 2015
  ident: 10.1016/j.jclepro.2021.127215_bib35
  article-title: Expected cost minimization of smart grids with plug-in hybrid electric vehicles using optimal distribution feeder reconfiguration
  publication-title: IEEE Trans. Indus. Informat.
  doi: 10.1109/TII.2015.2395957
– volume: 54
  start-page: 97
  issue: 1
  year: 2007
  ident: 10.1016/j.jclepro.2021.127215_bib6
  article-title: Distributed intelligent energy management system for a single-phase high-frequency AC microgrid
  publication-title: IEEE Trans. Ind. Electron.
  doi: 10.1109/TIE.2006.888766
– volume: 33
  year: 2021
  ident: 10.1016/j.jclepro.2021.127215_bib39
  article-title: A day-ahead economic scheduling of microgrids equipped with plug-in hybrid electric vehicles using modified shuffled frog leaping algorithm
  publication-title: J. Energy Storage
  doi: 10.1016/j.est.2020.102021
– volume: 55
  start-page: 1044
  year: 2013
  ident: 10.1016/j.jclepro.2021.127215_bib1
  article-title: Multi-objective self-scheduling of CHP (combined heat and power)-based microgrids considering demand response programs and ESSs (energy storage systems)
  publication-title: Energy
  doi: 10.1016/j.energy.2013.04.048
– volume: 87
  start-page: 216
  year: 2015
  ident: 10.1016/j.jclepro.2021.127215_bib34
  article-title: Environmental/economic scheduling of a micro-grid with renewable energy resources
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2014.09.088
– volume: 5
  start-page: 209
  issue: 1
  year: 2013
  ident: 10.1016/j.jclepro.2021.127215_bib40
  article-title: Short-term operation scheduling in renewable-powered microgrids: a duality-based approach
  publication-title: IEEE Trans. Sustain. Energy
  doi: 10.1109/TSTE.2013.2279837
– volume: 45
  issue: 4
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib32
  article-title: Optimal energy management strategy for a renewable‐based microgrid considering sizing of battery energy storage with control policies
  publication-title: Int. J. Energy Res.
  doi: 10.1002/er.6198
– volume: 110
  start-page: 598
  year: 2019
  ident: 10.1016/j.jclepro.2021.127215_bib17
  article-title: Risk-based probabilistic-possibilistic self-scheduling considering high-impact low-probability events uncertainty
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2019.03.021
– volume: 259
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib19
  article-title: Coordinated wind-thermal-energy storage offering strategy in energy and spinning reserve markets using a multi-stage model
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2019.114168
– start-page: 450
  issue: 59
  year: 2016
  ident: 10.1016/j.jclepro.2021.127215_bib2
  article-title: Contribution of plug-in hybrid electric vehicles in power system uncertainty management
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2015.12.207
– start-page: 971
  year: 2020
  ident: 10.1016/j.jclepro.2021.127215_bib16
  article-title: Robust optimization approach for generation scheduling of a hybrid thermal-energy storage system. In2020
– volume: 7
  start-page: 116256
  year: 2019
  ident: 10.1016/j.jclepro.2021.127215_bib21
  article-title: Incorporating demand response of electric vehicles in scheduling of isolated microgrids with renewables using a bi-level programming approach
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2019.2936487
– volume: 36
  start-page: 6490
  issue: 11
  year: 2011
  ident: 10.1016/j.jclepro.2021.127215_bib26
  article-title: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source
  publication-title: Energy
  doi: 10.1016/j.energy.2011.09.017
SSID ssj0017074
Score 2.4762976
Snippet A significant fraction of the environmental emissions is due to the power generation sector and burning fossil fuels to produce electricity. Moreover, the...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 127215
SubjectTerms algorithms
batteries
climate change
Electric vehicle
electricity
energy
fossil fuels
hydrides
Microgrid
Monte Carlo method
operating costs
pollution
power generation
prices
Renewable energy
renewable energy sources
Scheduling
system optimization
transportation
Uncertainty
Title Hybrid whale optimization and pattern search algorithm for day-ahead operation of a microgrid in the presence of electric vehicles and renewable energies
URI https://dx.doi.org/10.1016/j.jclepro.2021.127215
https://www.proquest.com/docview/2574313266
Volume 308
WOSCitedRecordID wos000662978300008&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: 1879-1786
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0017074
  issn: 0959-6526
  databaseCode: AIEXJ
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEF6FlAMcEE-1vLRI3CKHxF4_9hihVgFVFYcCuVljr51HEzskadL-FH4Xf4jZZ0IplB44xIqc3fVu5vPMePzNLCFv0egBegqhxyHoeCwLON5SIfcArQsDEYWhKlb95Tg-OUkGA_6p0fhhc2HW07iqkosLPv-vosZzKGyZOnsLcbtB8QR-R6HjEcWOx38SfP9SJmG1NiOQvEHUCDOTaqlrAqh6mlXLRDtgOqwX49VopuiGAi49QO0ssF-xcM4ktGaStjeUwxpa5FxlLeUq4KB30hnnrXUxUiQ7zVlHJbpReVmysPXQchV_94OxB2ALyRQTupTtNpqg4rh9GDtYjmY6OHsECyhEjfP7CltCai8TMP0GaKZbZ7g227gP0zPYOH7PMUh-lIoE16OlSYUzgQ-_KyOqOkl6J4IZhTrh3irzoJPsqOOujw-44bWWQgctJu0JrhIX2JZXaG_b_1qZ-4rFdDxGS5GbpGaYVA6T6mHukD0_DnnSJHu9D4eDj-7lVtzRxcHt_LeJZe-unc-fXKYrzoPyiE4fkgdGhLSnIfiINIrqMbm_U-DyCfmuwUgVGOkuGClihBowUg1G6sBIEYzUgZE6MNK6pEAdGOm4oghGasEof7ZgpBaM6kIOjNSC8Sn5fHR4-r7vmc1AvDxg_soLym6e8SgW0GUxT7j8sCiLuGQZCR6gsRSl8Es_QgWTBXEYZYBdfM46iQgFC56RZlVXxT6hkc-TolsW6HonrJNnmSyf75fow7FMMB8OCLP_d5qbSvlyw5Zp-ld5H5C26zbXpWJu6pBYYabG39V-bIogvanrGyv8FO2BfMmHt2p9vkzRBDNZjjWKnt92Pi_Ive199pI0V4vz4hW5m69X4-XitUHxT6CQ4Ss
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=Hybrid+whale+optimization+and+pattern+search+algorithm+for+day-ahead+operation+of+a+microgrid+in+the+presence+of+electric+vehicles+and+renewable+energies&rft.jtitle=Journal+of+cleaner+production&rft.au=Tao%2C+Hai&rft.au=Ahmed%2C+Faraedoon+Waly&rft.au=Abdalqadir+kh+ahmed%2C+Halkawt&rft.au=Latifi%2C+Mohsen&rft.date=2021-07-25&rft.issn=0959-6526&rft.volume=308&rft.spage=127215&rft_id=info:doi/10.1016%2Fj.jclepro.2021.127215&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_jclepro_2021_127215
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0959-6526&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0959-6526&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0959-6526&client=summon