An Improved Search Approach for Solving Non-Convex Mixed-Integer Non Linear Programming Problems

The nonlinear mathematical programming problem addressed in this paper has a structure characterized by a subset of variables restricted to assume discrete values, which are linear and separable from the continuous variables. The strategy of releasing nonbasic variables from their bounds, combined w...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:IOP conference series. Materials Science and Engineering Jg. 300; H. 1; S. 12022 - 12032
Hauptverfasser: Sitopu, Joni Wilson, Mawengkang, Herman, Lubis, Riri Syafitri
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Bristol IOP Publishing 01.01.2018
Schlagworte:
ISSN:1757-8981, 1757-899X
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract The nonlinear mathematical programming problem addressed in this paper has a structure characterized by a subset of variables restricted to assume discrete values, which are linear and separable from the continuous variables. The strategy of releasing nonbasic variables from their bounds, combined with the "active constraint" method, has been developed. This strategy is used to force the appropriate non-integer basic variables to move to their neighbourhood integer points. Successful implementation of these algorithms was achieved on various test problems.
AbstractList The nonlinear mathematical programming problem addressed in this paper has a structure characterized by a subset of variables restricted to assume discrete values, which are linear and separable from the continuous variables. The strategy of releasing nonbasic variables from their bounds, combined with the "active constraint" method, has been developed. This strategy is used to force the appropriate non-integer basic variables to move to their neighbourhood integer points. Successful implementation of these algorithms was achieved on various test problems.
Author Sitopu, Joni Wilson
Mawengkang, Herman
Lubis, Riri Syafitri
Author_xml – sequence: 1
  givenname: Joni Wilson
  surname: Sitopu
  fullname: Sitopu, Joni Wilson
  organization: Graduate School of Mathematics, University of Sumatera Utara , Indonesia
– sequence: 2
  givenname: Herman
  surname: Mawengkang
  fullname: Mawengkang, Herman
  email: hmawengkang@yahoo.com
  organization: Department of Mathematics, University of Sumatera Utara , Indonesia
– sequence: 3
  givenname: Riri Syafitri
  surname: Lubis
  fullname: Lubis, Riri Syafitri
  organization: Graduate School of Mathematics, University of Sumatera Utara , Indonesia
BookMark eNqFkF9LwzAUxYNMcE6_ghR88aUuyZK0BV_GmDqYf2AKvsWY3syONalpN-a3N6WiKIJPOeH8zr2Xc4h61llA6ITgc4LTdEgSnsRplj0NRxgPyRATiindQ_0vo_elU3KADut6hbFIGMN99Dy20aysvNtCHi1Aef0ajavwV0EY56OFW28Lu4xunY0nzm5hF90UO8jjmW1gCb41onlhQzS6927pVVm2fNAvayjrI7Rv1LqG4893gB4vpw-T63h-dzWbjOexZoI3MaR5AkYbwjKVCp4TroURGRANXGv2ggURwUtyllCcGqIyEJoZSjVXoEdsNECn3dxw-9sG6kau3MbbsFJSzoVgjPKWEh2lvatrD0ZWviiVf5cEy7ZN2RYl29JkaFMS2bUZghe_grpoVFM423hVrP-Pn3XxwlXfh90spj8wWeUmoPQP9J_5Hyd3mMg
CitedBy_id crossref_primary_10_1007_s40305_019_00290_9
Cites_doi 10.1007/BF01581153
10.1007/s10107-004-0570-3
10.1016/j.energy.2014.09.062
10.1023/A:1011241421041
10.1016/j.energy.2015.07.013
10.1016/0098-1354(95)87027-X
10.1088/1469-7688/1/5/301
10.1287/mnsc.31.12.1533
10.1007/BF02592208
10.1016/j.compchemeng.2006.08.010
10.1007/s10107-004-0518-7
10.1007/s12532-011-0031-y
10.1007/BF00934810
10.1080/10556780903087124
10.1016/j.cor.2015.07.005
10.1007/978-1-4419-1306-7_9
10.1007/BF02592064
ContentType Journal Article
Copyright Published under licence by IOP Publishing Ltd
2018. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: Published under licence by IOP Publishing Ltd
– notice: 2018. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID O3W
TSCCA
AAYXX
CITATION
8FE
8FG
ABJCF
ABUWG
AFKRA
AZQEC
BENPR
BGLVJ
CCPQU
D1I
DWQXO
HCIFZ
KB.
L6V
M7S
PDBOC
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
DOI 10.1088/1757-899X/300/1/012022
DatabaseName Institute of Physics Open Access Journal Titles
IOPscience (Open Access)
CrossRef
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials - QC
ProQuest Central
Technology collection
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central
SciTech Premium Collection
Materials Science Database
ProQuest Engineering Collection
Engineering Database
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic (New)
ProQuest Publicly Available Content
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
DatabaseTitle CrossRef
Publicly Available Content Database
Technology Collection
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
Materials Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Engineering Collection
ProQuest Central Korea
Materials Science Database
ProQuest Central (New)
Engineering Collection
ProQuest Materials Science Collection
Engineering Database
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList
Publicly Available Content Database
Database_xml – sequence: 1
  dbid: O3W
  name: Institute of Physics Open Access Journals
  url: http://iopscience.iop.org/
  sourceTypes:
    Enrichment Source
    Publisher
– sequence: 2
  dbid: KB.
  name: Materials Science Database
  url: http://search.proquest.com/materialsscijournals
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
DocumentTitleAlternate An Improved Search Approach for Solving Non-Convex Mixed-Integer Non Linear Programming Problems
EISSN 1757-899X
ExternalDocumentID 10_1088_1757_899X_300_1_012022
MSE_300_1_012022
GroupedDBID 1JI
5B3
5PX
5VS
AAJIO
AAJKP
AALHV
ABHWH
ABJCF
ACAFW
ACGFO
ACHIP
ACIPV
AEFHF
AEJGL
AFKRA
AFYNE
AHSEE
AIYBF
AKPSB
ALMA_UNASSIGNED_HOLDINGS
ASPBG
ATQHT
AVWKF
AZFZN
BENPR
BGLVJ
CCPQU
CEBXE
CJUJL
CRLBU
EBS
EDWGO
EJD
EQZZN
GROUPED_DOAJ
GX1
HCIFZ
HH5
IJHAN
IOP
IZVLO
KB.
KNG
KQ8
M7S
N5L
O3W
OK1
P2P
PDBOC
PIMPY
PJBAE
PTHSS
RIN
RNS
SY9
T37
TR2
TSCCA
W28
02O
1WK
4.4
AAYXX
ACARI
AEINN
AERVB
AFFHD
AGQPQ
ARNYC
BBWZM
CITATION
FEDTE
HVGLF
JCGBZ
M48
PHGZM
PHGZT
PQGLB
Q02
8FE
8FG
ABUWG
AZQEC
D1I
DWQXO
L6V
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c465t-e8d7efcf149a865d15c6f69e1ce5cc4b06161497d47208f1a9e6c4f22c5aec343
IEDL.DBID O3W
ISICitedReferencesCount 2
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000454771700022&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1757-8981
IngestDate Wed Aug 13 03:59:21 EDT 2025
Tue Nov 18 22:42:53 EST 2025
Sat Nov 29 01:53:08 EST 2025
Wed Aug 21 03:32:03 EDT 2024
Thu Jan 07 13:49:42 EST 2021
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
http://iopscience.iop.org/info/page/text-and-data-mining
http://creativecommons.org/licenses/by/3.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c465t-e8d7efcf149a865d15c6f69e1ce5cc4b06161497d47208f1a9e6c4f22c5aec343
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
OpenAccessLink https://iopscience.iop.org/article/10.1088/1757-899X/300/1/012022
PQID 2556644254
PQPubID 4998670
PageCount 11
ParticipantIDs crossref_primary_10_1088_1757_899X_300_1_012022
crossref_citationtrail_10_1088_1757_899X_300_1_012022
iop_journals_10_1088_1757_899X_300_1_012022
proquest_journals_2556644254
PublicationCentury 2000
PublicationDate 2018-01-01
PublicationDateYYYYMMDD 2018-01-01
PublicationDate_xml – month: 01
  year: 2018
  text: 2018-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Bristol
PublicationPlace_xml – name: Bristol
PublicationTitle IOP conference series. Materials Science and Engineering
PublicationTitleAlternate IOP Conf. Ser.: Mater. Sci. Eng
PublicationYear 2018
Publisher IOP Publishing
Publisher_xml – name: IOP Publishing
References Berthold T. (20) 2010
23
25
Laird C. D. (6) 2006; 132
D'Ambrosio C. (22) 2010
D'Ambrosio C. (27) 2010; 6049
30
Burer S. (18) 2012; 17
10
11
Nannicini G. (14) 2009
12
13
Nannicini G. (24) 2009
Vavasis S. A. (26) 1991
Scarf H. E. ed Heller W. P. (28) 1986
15
16
Mawengkang H. (21) 1986
Kolda Tamara G. (29); 45
Vigerske S. (17) 2017
Liberti L. (19) 2009; 10
1
2
3
5
7
8
9
Sawaya N. (4) 2006
References_xml – start-page: 117
  year: 1986
  ident: 28
  publication-title: Testing for Optimality in the Absence of Convexity
– ident: 11
  doi: 10.1007/BF01581153
– volume: 45
  start-page: 385
  ident: 29
  publication-title: Optimization by Direct Search: New Perspective on Some Classical and Modern Methods. SIAM Review
– ident: 23
  doi: 10.1007/s10107-004-0570-3
– ident: 7
  doi: 10.1016/j.energy.2014.09.062
– ident: 15
  doi: 10.1023/A:1011241421041
– start-page: 16
  year: 2017
  ident: 17
  publication-title: ZIB Report
– ident: 8
  doi: 10.1016/j.energy.2015.07.013
– ident: 30
  doi: 10.1016/0098-1354(95)87027-X
– ident: 2
  doi: 10.1088/1469-7688/1/5/301
– ident: 13
  doi: 10.1287/mnsc.31.12.1533
– ident: 1
  doi: 10.1007/BF02592208
– start-page: 5425
  year: 1986
  ident: 21
  publication-title: Annals of Operations Research
– year: 1991
  ident: 26
  publication-title: Nonlinear Optimization: Complexity Issues
– ident: 5
  doi: 10.1016/j.compchemeng.2006.08.010
– year: 2009
  ident: 24
  publication-title: Proceedings of the European Workshop on MINLP
– volume: 132
  start-page: 242
  year: 2006
  ident: 6
  publication-title: Journal of Water Resources Planning and Management, Special Issue on Drinking Water Distribution Systems Security
– ident: 3
  doi: 10.1007/s10107-004-0518-7
– ident: 25
  doi: 10.1007/s12532-011-0031-y
– ident: 16
  doi: 10.1007/BF00934810
– ident: 12
  doi: 10.1080/10556780903087124
– year: 2006
  ident: 4
– ident: 9
  doi: 10.1016/j.cor.2015.07.005
– year: 2010
  ident: 22
  publication-title: Tech. Rep. OR-10–13
– volume: 10
  start-page: 231
  year: 2009
  ident: 19
  publication-title: Metaheuristics: Hybridizing metaheuristics and Mathematical Programming. Annals of Information Systems
  doi: 10.1007/978-1-4419-1306-7_9
– start-page: 103
  year: 2010
  ident: 20
  publication-title: Proceedings of the European Workshop on MINLP
– ident: 10
  doi: 10.1007/BF02592064
– year: 2009
  ident: 14
  publication-title: Local Branching for MINPs
– volume: 6049
  year: 2010
  ident: 27
  publication-title: Proceedings of the 9th Synposiumon Experimental Algorithms (SEA 2010), Lecture Notes in Computer Science
– volume: 17
  start-page: 97
  year: 2012
  ident: 18
  publication-title: Surv. Oper. Res. Manag. Sci.
SSID ssj0067440
Score 2.0691912
Snippet The nonlinear mathematical programming problem addressed in this paper has a structure characterized by a subset of variables restricted to assume discrete...
SourceID proquest
crossref
iop
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 12022
SubjectTerms active constraints
Algorithms
Continuity (mathematics)
direct search
global optimization
Linear programming
Mathematical analysis
Mathematical programming
Mixed integer
Nonlinear programming
SummonAdditionalLinks – databaseName: Engineering Database
  dbid: M7S
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3db9MwELdY4WE8DBggOgoyEm-TlTqJXecJVVWnPdCqUkHqW3DsM6o0ktIW1D8fX-wwKqTtYa-5OynKOfflu98R8jHnNqsqAMat0yy3BpjSnDOducqBLkQV0PU_j-ZztVoVi1hw28W2ys4mtobaNgZr5AlCZXnf7fOZT5ufDLdG4e1qXKFxQh4jSkLatu4tO0ssEfyuHYgU3hIXincTwj7pi8-KVZINhwlPcIY0TY-c08m62fxnoVu3c_XsoS_8nJzFgJOOwwl5QR5BfU6e_gND-JJ8G9c0FBfA0tB_TMcRa5z6oJYumxusO9B5U7MJtqkf6Gx9AMuwnvgdtkigPqv1onQRGr5-IP8ibKvZvSJfr6ZfJtcsbl5gJpdiz0DZETjjfPqklRSWCyOdLIAbEMbklQ8CvFsvRjYfpUPluC5AmtylqREaTJZnr0mvbmp4Q2gus6wwPtOrMBN0VkltpPVeUQ9B2Er3ieg-eWkiLDlux7gp2-txpUpUVYmqKvHmjZdBVX2S_JXbBGCOeyUuvUbL-I_u7uX-cMQ9W06P6OXGuj4ZdKq_ZbzV-8Xd5Lfk1EdfKtRzBqS33_6Cd-SJ-b1f77bv25P8B98U9Zg
  priority: 102
  providerName: ProQuest
Title An Improved Search Approach for Solving Non-Convex Mixed-Integer Non Linear Programming Problems
URI https://iopscience.iop.org/article/10.1088/1757-899X/300/1/012022
https://www.proquest.com/docview/2556644254
Volume 300
WOSCitedRecordID wos000454771700022&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: PRVIOP
  databaseName: Institute of Physics Open Access Journals
  customDbUrl:
  eissn: 1757-899X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0067440
  issn: 1757-8981
  databaseCode: O3W
  dateStart: 20090201
  isFulltext: true
  titleUrlDefault: http://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVPQU
  databaseName: Engineering Database
  customDbUrl:
  eissn: 1757-899X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0067440
  issn: 1757-8981
  databaseCode: M7S
  dateStart: 20090201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Materials Science Database
  customDbUrl:
  eissn: 1757-899X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0067440
  issn: 1757-8981
  databaseCode: KB.
  dateStart: 20090201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/materialsscijournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central (subscription)
  customDbUrl:
  eissn: 1757-899X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0067440
  issn: 1757-8981
  databaseCode: BENPR
  dateStart: 20090201
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1757-899X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0067440
  issn: 1757-8981
  databaseCode: PIMPY
  dateStart: 20090201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3dT9swED8N2MN4GPsUHazyJN4mk7qOXeexoKIhaInWTeueMscfExKkVVsm_vyd45RRTQhN2lsk3yXOxbkv3_0McJAyy8vSOcqs1zS1xlGlGaOa-9I7nYkyouuf90YjNZlkeVNNWPfCTGeN6j_EywgUHEXYFMSpBA0eKtYsmyS800lYEto_u6iFt7gSMiz1C_5tpYxlwL-reyJrHsVWTcIP3mfNPm3gHP5S0rXlOdn5D3N-Ac8bt5P0I8NLeOKqV7B9D4zwNfzoVySmGJwlsQqZ9BvEcYKuLRlPr0L2gYymFT0Oxeq3ZHh56ywNWcWfbh4GCMa2yEryWPZ1HejzeGbN4g18PRl8Of5Em_MXqEmlWFKnbM954zGI0koKy4SRXmaOGSeMSUt0BdC4Zz2b9rod5ZnOnDSp73aN0M7wlL-FzWpauV0gqeQ8MxjvlSEe9FZJbaRF26g7TthSt0CspF6YBpw8nJFxVdSb5EoVQYJFkGAR9t9YESXYguSObxbhOR7l-IgfqWj-1MWj1B_WqIfjwdp4MbO-BfurBfKHMCC74ati-P3unx64B8_QJVMxybMPm8v5jXsPT82v5eVi3oato8Eo_9yGjbOjw3aoUx236_WOI_npMP_-G5Rx96I
linkProvider IOP Publishing
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1bb9MwFD7aBhLwwHWIsgFGgidkpU5s13mYUDU2bVpbVeqQ-uY5vqBKIyltgfGn9htnxwmjQmJPe-A1Po6U-PM5_o7PBeAdJSYrCmsxMU5harTFQhGCVeYKZ1XOilhdf9AbjcR0mo834LLNhQlhla1OrBW1qXTwkSehVJa33Z7PfJx_w6FrVLhdbVtoRFic2F8_PWVb7h1_8uv7Pk0PD073j3DTVQBrytkKW2F61mnnqYESnBnCNHc8t0RbpjUtvIHzJivvGdpLu8IRlVuuqUtTzZTVGc38ezfhDg3avw4VnLSan4die3UCJvOaPxekzUj2JLN5lk-TrNtNSBJyVtN0zRhuzqr5XxahNnOHj_63H_QYHjYHatSPO-AJbNjyKTz4o8ziMzjrlyg6T6xBMb4a9Zta6sgf2tGkOg9-FTSqSrwfwvAv0HB2YQ0O_tIvdhEGkGftfioax4C2r0F-HLvxLLfh86184nPYKqvSvgBEeZbl2jPZIjBdZwRXmhtv9VXXMlOoDrB2iaVuyq6H7h_nsr7-F0IGaMgADRluFomM0OhA8nvePBYeuXHGB48g2eig5Y3Sb9ekh5ODtXE5N64Duy3UrgWvcfby38Nv4N7R6XAgB8ejkx2470-aIvqudmFrtfhuX8Fd_WM1Wy5e17sIwdlto_IKZ35Tmg
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3db9MwED_tAyF4YAM2rbCBkXhDJnUcu85jNVoNsXWVBqJvxrHP06SRVm2H9udjx-mgQmhC4i2S7_Jxdu7L598BvC2Y41WFSJnzhhbOIlWGMWq4rzyaUlQJXf-0NxqpyaQcb8Dg7izMdNaq_vfhMgEFJxG2BXEqCwYvKNaynGS8281YFo9_5nk2c34TtgUXPHZwOOdfVwpZRgy85lxkw6fY6qDwX--1ZqM2w3v8oagb6zPc-U_vvQtPWveT9BPTU9jA-hk8_g2U8Dl869ckpRrQkVSNTPot8jgJLi65mF7HLAQZTWt6HIvWb8nZ1S06GrOLlziPAyTEuIGVjFP51_dIP069axZ78GU4-Hx8Qts-DNQWUiwpKtdDb30IpoySwjFhpZclMovC2qIKLkEw8mXPFb28qzwzJUpb-Dy3wqDlBd-HrXpa4wGQQnJe2hD3VTEu9E5JY6ULNtJ0UbjKdECsJK9tC1Iee2Vc62azXCkdpaijFHXch2M6SbED2R3fLMF03MvxLkyUbv_Yxb3Ub9aozy4Ga-M6zGIHDleL5BdhRHgLnxrC8Bf_9MDX8HD8YahPP44-vYRHwUtTKe9zCFvL-Q0ewQP7Y3m1mL9qlvpPWDf34Q
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=An+Improved+Search+Approach+for+Solving+Non-Convex+Mixed-Integer+Non+Linear+Programming+Problems&rft.jtitle=IOP+conference+series.+Materials+Science+and+Engineering&rft.au=Sitopu%2C+Joni+Wilson&rft.au=Mawengkang%2C+Herman&rft.au=Lubis%2C+Riri+Syafitri&rft.date=2018-01-01&rft.issn=1757-8981&rft.eissn=1757-899X&rft.volume=300&rft.spage=12022&rft_id=info:doi/10.1088%2F1757-899X%2F300%2F1%2F012022&rft.externalDBID=n%2Fa&rft.externalDocID=10_1088_1757_899X_300_1_012022
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1757-8981&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1757-8981&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1757-8981&client=summon