Optimal Placement and Sizing of Shunt Capacitors in Radial Distribution System Using Polar Bear Optimization Algorithm

Reduction in power loss while maintaining the acceptable voltage profile has become a challenge for distribution system operators due to expanded living standards. Properly sized shunt capacitors (SCs) allocated at suitable locations of the distribution system can enhance its performance by tackling...

Full description

Saved in:
Bibliographic Details
Published inArabian journal for science and engineering (2011) Vol. 46; no. 2; pp. 873 - 899
Main Authors Saddique, Muhammad Waqar, Haroon, Shaikh Saaqib, Amin, Salman, Bhatti, Abdul Rauf, Sajjad, Intisar Ali, Liaqat, Rehan
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.02.2021
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN2193-567X
1319-8025
2191-4281
DOI10.1007/s13369-020-04747-5

Cover

Abstract Reduction in power loss while maintaining the acceptable voltage profile has become a challenge for distribution system operators due to expanded living standards. Properly sized shunt capacitors (SCs) allocated at suitable locations of the distribution system can enhance its performance by tackling the power quality issues and foster multiple technical and economic benefits. Most of the existing research work in this domain is accomplished at fixed loading conditions without incorporating purchasing, installation, operation and degradation costs of the SCs. In this work, an intelligent metaheuristic polar bear optimization algorithm (PBOA) is applied to solve the optimal capacitor placement and sizing problem in the radial distribution system (RDS) at various loading conditions. By formulating multiple objective functions for the annual operating cost (AOC), this work incorporates the cost of real power loss ( P loss ) and various costs associated with SCs. The proposed technique is tested on various IEEE standard bus systems under different loading conditions. The proposed PBOA reduces AOC and P loss of RDS while maintaining tolerable voltages at systems’ buses. The reductions of 51%, 35%, 26% and 53% in P loss are observed for IEEE standard 15-, 33-, 34- and 85-bus systems, respectively, at 100% loading from their uncompensated cases. Similarly, reductions in AOCs for the same systems at 100% loading are 32%, 25%, 16% and 45%, respectively. These results prove superiority of proposed method over recent state-of-the-art algorithmic approaches. The results of this work can be useful for distribution system operators in achieving reliable and efficient operation of the power grid.
AbstractList Reduction in power loss while maintaining the acceptable voltage profile has become a challenge for distribution system operators due to expanded living standards. Properly sized shunt capacitors (SCs) allocated at suitable locations of the distribution system can enhance its performance by tackling the power quality issues and foster multiple technical and economic benefits. Most of the existing research work in this domain is accomplished at fixed loading conditions without incorporating purchasing, installation, operation and degradation costs of the SCs. In this work, an intelligent metaheuristic polar bear optimization algorithm (PBOA) is applied to solve the optimal capacitor placement and sizing problem in the radial distribution system (RDS) at various loading conditions. By formulating multiple objective functions for the annual operating cost (AOC), this work incorporates the cost of real power loss ( P loss ) and various costs associated with SCs. The proposed technique is tested on various IEEE standard bus systems under different loading conditions. The proposed PBOA reduces AOC and P loss of RDS while maintaining tolerable voltages at systems’ buses. The reductions of 51%, 35%, 26% and 53% in P loss are observed for IEEE standard 15-, 33-, 34- and 85-bus systems, respectively, at 100% loading from their uncompensated cases. Similarly, reductions in AOCs for the same systems at 100% loading are 32%, 25%, 16% and 45%, respectively. These results prove superiority of proposed method over recent state-of-the-art algorithmic approaches. The results of this work can be useful for distribution system operators in achieving reliable and efficient operation of the power grid.
Reduction in power loss while maintaining the acceptable voltage profile has become a challenge for distribution system operators due to expanded living standards. Properly sized shunt capacitors (SCs) allocated at suitable locations of the distribution system can enhance its performance by tackling the power quality issues and foster multiple technical and economic benefits. Most of the existing research work in this domain is accomplished at fixed loading conditions without incorporating purchasing, installation, operation and degradation costs of the SCs. In this work, an intelligent metaheuristic polar bear optimization algorithm (PBOA) is applied to solve the optimal capacitor placement and sizing problem in the radial distribution system (RDS) at various loading conditions. By formulating multiple objective functions for the annual operating cost (AOC), this work incorporates the cost of real power loss (Ploss) and various costs associated with SCs. The proposed technique is tested on various IEEE standard bus systems under different loading conditions. The proposed PBOA reduces AOC and Ploss of RDS while maintaining tolerable voltages at systems’ buses. The reductions of 51%, 35%, 26% and 53% in Ploss are observed for IEEE standard 15-, 33-, 34- and 85-bus systems, respectively, at 100% loading from their uncompensated cases. Similarly, reductions in AOCs for the same systems at 100% loading are 32%, 25%, 16% and 45%, respectively. These results prove superiority of proposed method over recent state-of-the-art algorithmic approaches. The results of this work can be useful for distribution system operators in achieving reliable and efficient operation of the power grid.
Author Saddique, Muhammad Waqar
Haroon, Shaikh Saaqib
Amin, Salman
Sajjad, Intisar Ali
Liaqat, Rehan
Bhatti, Abdul Rauf
Author_xml – sequence: 1
  givenname: Muhammad Waqar
  surname: Saddique
  fullname: Saddique, Muhammad Waqar
  organization: Department of Electrical Engineering, University of Engineering and Technology Taxila
– sequence: 2
  givenname: Shaikh Saaqib
  surname: Haroon
  fullname: Haroon, Shaikh Saaqib
  organization: Department of Electrical Engineering, University of Engineering and Technology Taxila
– sequence: 3
  givenname: Salman
  surname: Amin
  fullname: Amin, Salman
  organization: Department of Electrical Engineering, University of Engineering and Technology Taxila
– sequence: 4
  givenname: Abdul Rauf
  orcidid: 0000-0001-9609-4563
  surname: Bhatti
  fullname: Bhatti, Abdul Rauf
  email: bhatti.abdulrauf@gmail.com, bhatti_abdulrauf@gcuf.edu.pk
  organization: Department of Electrical Engineering, Government College University Faisalabad
– sequence: 5
  givenname: Intisar Ali
  surname: Sajjad
  fullname: Sajjad, Intisar Ali
  organization: Department of Electrical Engineering, University of Engineering and Technology Taxila
– sequence: 6
  givenname: Rehan
  surname: Liaqat
  fullname: Liaqat, Rehan
  organization: Department of Electrical Engineering, University of Engineering and Technology Taxila, Department of Electrical Engineering, Government College University Faisalabad
BookMark eNp9kEtLAzEUhYMoWB9_wFXA9WheM5ksa32C0GItuAtJmtbINKlJKuivN04FwUU3N5dwvnvPPUdg3wdvATjD6AIjxC8TprQRFSKoQowzXtV7YECwwBUjLd7ve1rVDX85BKcpOY1YS0WNMR2Aj_E6u5Xq4KRTxq6sz1D5OZy6L-eXMCzg9HVT_kZqrYzLISboPHxSc1eQa5dydHqTXfBw-pmyXcFZ-uEmoVMRXtlS-vnuS_WiYbcM0eXX1Qk4WKgu2dPf9xjMbm-eR_fV4_juYTR8rAzFIldao4bWFhfHxFLG6rkQfNEyYRqkKW-EEbW2WnNCjbFalBvF3HBrW410qwk9BufbuesY3jc2ZfkWNtGXlZKwlhEuWkKLqt2qTAwpRbuQ5dbecY7KdRIj-RO03AYtS9CyD1rWBSX_0HUsecbP3RDdQqmI_dLGP1c7qG_3eJPY
CitedBy_id crossref_primary_10_1007_s40095_022_00504_6
crossref_primary_10_1007_s00521_023_08327_0
crossref_primary_10_1109_ACCESS_2023_3302698
crossref_primary_10_3390_en15165891
crossref_primary_10_1109_TITS_2022_3195605
crossref_primary_10_1016_j_heliyon_2024_e39298
crossref_primary_10_1007_s40031_022_00811_w
crossref_primary_10_1016_j_prime_2024_100474
crossref_primary_10_1088_2631_8695_ad3d2f
crossref_primary_10_1002_ese3_1426
crossref_primary_10_1016_j_compeleceng_2024_109789
crossref_primary_10_3390_math10122081
crossref_primary_10_3390_en17235840
crossref_primary_10_1016_j_aej_2022_04_009
crossref_primary_10_1049_gtd2_13126
crossref_primary_10_1109_ACCESS_2023_3326758
crossref_primary_10_1007_s42452_021_04338_5
crossref_primary_10_3390_app11177790
crossref_primary_10_3390_en15228516
crossref_primary_10_2298_SJEE2203329J
crossref_primary_10_3390_su13063308
Cites_doi 10.1109/JSYST.2018.2796847
10.1049/ip-gtd:19990495
10.1080/15325008.2015.1117540
10.1016/S0142-0615(00)00009-0
10.1109/TPAS.1967.291823
10.1049/iet-gtd.2015.0799
10.1016/j.jobe.2019.101028
10.1016/j.ijepes.2010.11.021
10.1016/j.energy.2019.116195
10.1049/iet-smt.2013.0231
10.1016/j.ijepes.2013.09.014
10.1109/EEEIC.2017.7977442
10.1049/iet-gtd.2016.0419
10.1109/61.847278
10.1007/s40031-014-0157-1
10.1080/15325008.2013.856965
10.1016/j.ijepes.2016.01.015
10.1016/j.apenergy.2019.113965
10.1016/j.aej.2016.10.002
10.1007/s12293-016-0208-z
10.1016/j.epsr.2013.09.019
10.1109/ICEETS.2013.6533580
10.9790/3021-021052327
10.1016/j.ijepes.2014.07.041
10.1016/j.ijepes.2014.05.001
10.3390/en11061585
10.1007/s00202-016-0475-1
10.1049/iet-gtd.2012.0661
10.1016/0142-0615(95)00050-0
10.12720/sgce.8.2.116-124
10.1016/j.jclepro.2019.118769
10.3390/sym9100203
10.1016/j.scitotenv.2015.02.007
10.1016/j.ijepes.2015.01.040
10.1016/j.rser.2013.10.002
10.1016/j.ijepes.2015.11.059
10.1016/j.aej.2014.09.012
10.1049/ip-gtd:19970945
10.1016/j.ijepes.2013.07.015
10.1016/j.renene.2018.03.021
10.3390/en11040766
10.1016/j.aej.2018.01.004
ContentType Journal Article
Copyright King Fahd University of Petroleum & Minerals 2020
King Fahd University of Petroleum & Minerals 2020.
Copyright_xml – notice: King Fahd University of Petroleum & Minerals 2020
– notice: King Fahd University of Petroleum & Minerals 2020.
DBID AAYXX
CITATION
DOI 10.1007/s13369-020-04747-5
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList

DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2191-4281
EndPage 899
ExternalDocumentID 10_1007_s13369_020_04747_5
GroupedDBID -EM
0R~
203
2KG
406
AAAVM
AACDK
AAHNG
AAIAL
AAJBT
AANZL
AARHV
AASML
AATNV
AATVU
AAUYE
AAYTO
AAYZH
ABAKF
ABDBF
ABDZT
ABECU
ABFTD
ABFTV
ABJNI
ABJOX
ABKCH
ABMQK
ABQBU
ABSXP
ABTEG
ABTKH
ABTMW
ABXPI
ACAOD
ACBXY
ACDTI
ACHSB
ACMDZ
ACMLO
ACOKC
ACPIV
ACUHS
ACZOJ
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFQL
AEJRE
AEMSY
AEOHA
AESKC
AEVLU
AEXYK
AFBBN
AFLOW
AFQWF
AGAYW
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AHAVH
AHBYD
AHSBF
AIAKS
AIGIU
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALFXC
ALMA_UNASSIGNED_HOLDINGS
AMXSW
AMYLF
AOCGG
AXYYD
BGNMA
CSCUP
DDRTE
DNIVK
DPUIP
EBLON
EBS
EIOEI
EJD
ESX
FERAY
FIGPU
FINBP
FNLPD
FSGXE
GGCAI
GQ6
GQ7
H13
HG6
I-F
IKXTQ
IWAJR
J-C
JBSCW
JZLTJ
L8X
LLZTM
M4Y
MK~
NPVJJ
NQJWS
NU0
O9J
PT4
ROL
RSV
SISQX
SJYHP
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
TSG
TUS
UOJIU
UTJUX
UZXMN
VFIZW
Z5O
Z7R
Z7V
Z7X
Z7Y
Z7Z
Z81
Z83
Z85
Z88
ZMTXR
~8M
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ABRTQ
ACSTC
AEZWR
AFDZB
AFHIU
AFOHR
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
CITATION
06D
0VY
23M
29~
2KM
30V
408
5GY
96X
AAJKR
AARTL
AAYIU
AAYQN
AAZMS
ABTHY
ACGFS
ACKNC
ADHHG
ADHIR
AEGNC
AEJHL
AENEX
AEPYU
AETCA
AFWTZ
AFZKB
AGDGC
AGWZB
AGYKE
AHYZX
AIIXL
AMKLP
AMYQR
ANMIH
AYJHY
ESBYG
FFXSO
FRRFC
FYJPI
GGRSB
GJIRD
GX1
HMJXF
HRMNR
HZ~
I0C
IXD
J9A
KOV
O93
OVT
P9P
R9I
RLLFE
S27
S3B
SEG
SHX
T13
U2A
UG4
VC2
W48
WK8
~A9
ID FETCH-LOGICAL-c319t-bb0635e1b042e3445d997f849c60b3769c95bebb723cceb95679dc7ee8b0b8b23
ISSN 2193-567X
1319-8025
IngestDate Mon Jun 30 08:56:59 EDT 2025
Thu Apr 24 22:56:28 EDT 2025
Wed Oct 01 02:18:30 EDT 2025
Fri Feb 21 02:49:06 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Electric power system operation
Shunt capacitors
Power quality
Distribution system
Polar bear optimization algorithm
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c319t-bb0635e1b042e3445d997f849c60b3769c95bebb723cceb95679dc7ee8b0b8b23
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0001-9609-4563
PQID 2484279823
PQPubID 2044268
PageCount 27
ParticipantIDs proquest_journals_2484279823
crossref_citationtrail_10_1007_s13369_020_04747_5
crossref_primary_10_1007_s13369_020_04747_5
springer_journals_10_1007_s13369_020_04747_5
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2021-02-01
PublicationDateYYYYMMDD 2021-02-01
PublicationDate_xml – month: 02
  year: 2021
  text: 2021-02-01
  day: 01
PublicationDecade 2020
PublicationPlace Berlin/Heidelberg
PublicationPlace_xml – name: Berlin/Heidelberg
– name: Heidelberg
PublicationTitle Arabian journal for science and engineering (2011)
PublicationTitleAbbrev Arab J Sci Eng
PublicationYear 2021
Publisher Springer Berlin Heidelberg
Springer Nature B.V
Publisher_xml – name: Springer Berlin Heidelberg
– name: Springer Nature B.V
References Gholinejad, Loni, Adabi, Marzband (CR7) 2020; 28
Mohamed Shuaib, Surya Kalavathi, Christober Asir Rajan (CR29) 2015; 64
Rao, Narasimham, Ramalingaraju (CR20) 2011; 33
CR39
CR38
Devabalaji, Ravi, Kothari (CR26) 2015; 9
Youssef, Kamel, Ebeed, Yu (CR33) 2018; 1
El-Fergany, Abdelaziz (CR43) 2014; 42
Wang, Huang (CR13) 2017; 8
Tinney, Hart (CR46) 1967; PAS-86
Das, Kothari, Kalam (CR50) 1995; 17
Aman, Jasmon, Bakar, Mokhlis, Karimi (CR1) 2014; 30
Vuletić, Todorovski (CR45) 2014; 62
El-Fergany (CR42) 2013; 7
Kannan, Renuga, Kalyani, Muthukumaran (CR36) 2015; 96
Ali, Abd Elazim, Abdelaziz (CR49) 2016; 79
Elsheikh, Helmy, Abouelseoud, Elsherif (CR22) 2014; 53
Marzband, Azarinejadian, Savaghebi, Pouresmaeil, Guerrero, Lightbody (CR12) 2018; 126
Injeti, Thunuguntla, Shareef (CR24) 2015; 69
Askarzadeh (CR14) 2016; 10
Prakash, Lakshminarayana (CR3) 2017; 56
Reddy, Manoj (CR31) 2012; 2
Al-Ammar, Ghazi, Ko (CR35) 2019; 8
Prakash, Sydulu (CR19) 2007
Abdelaziz, Ali, Abd Elazim (CR5) 2016; 78
CR18
Abd Elazim, Ali (CR30) 2018; 100
Patyk (CR48) 2015; 514
Tamilselvan, Jayabarathi, Raghunathan, Yang (CR41) 2018; 57
Haque (CR40) 1999; 146
Al-Ammar, Ghazi, Ko (CR37) 2018; 11
Sharma, Sharma, Bhargava, Sharma, Bansal (CR2) 2017; 9
Abdelaziz, Ali, Abd Elazim (CR27) 2016; 44
El-ela, El-sehiemy, Abbas (CR15) 2018; 9
Salama (CR17) 1997; 144
Nojavan, Jalali, Zare (CR23) 2014; 107
Jadidbonab, Mohammadi-Ivatloo, Marzband, Siano (CR11) 2020; 0046
Polap, Woźniak (CR47) 2017; 9
CR25
Ng, Member, Salama, Chikhani, Member (CR4) 2000; 15
Kavousi Fard, Niknam (CR6) 2014; 8
CR21
Mirzaei, Sadeghi-Yazdankhah, Mohammadi-Ivatloo, Marzband, Shafie-khah, Catalão (CR9) 2019; 189
El-fergany, Abdelaziz (CR28) 2014; 54
Abou El-Ela, Mouwafi, Kinawy, El-Sehiemy (CR16) 2016; 10
Wafa (CR32) 2014; 55
Nazari-Heris, Mirzaei, Mohammadi-Ivatloo, Marzband, Asadi (CR8) 2020; 244
Das (CR10) 2020; 257
Bompard, Carpaneto, Chicco, Napoli (CR44) 2000; 22
Kishore, Ghosh, Karar (CR34) 2018; 11
MM Aman (4747_CR1) 2014; 30
C Kishore (4747_CR34) 2018; 11
E Bompard (4747_CR44) 2000; 22
WF Tinney (4747_CR46) 1967; PAS-86
4747_CR21
AA El-Fergany (4747_CR42) 2013; 7
M Jadidbonab (4747_CR11) 2020; 0046
4747_CR25
A Sharma (4747_CR2) 2017; 9
A Elsheikh (4747_CR22) 2014; 53
V Tamilselvan (4747_CR41) 2018; 57
A Youssef (4747_CR33) 2018; 1
A Askarzadeh (4747_CR14) 2016; 10
AA El-Fergany (4747_CR43) 2014; 42
KA Patyk (4747_CR48) 2015; 514
4747_CR38
MMA Salama (4747_CR17) 1997; 144
4747_CR39
VU Reddy (4747_CR31) 2012; 2
DB Prakash (4747_CR3) 2017; 56
H Wang (4747_CR13) 2017; 8
HN Ng (4747_CR4) 2000; 15
AY Abdelaziz (4747_CR27) 2016; 44
MA Mirzaei (4747_CR9) 2019; 189
KR Devabalaji (4747_CR26) 2015; 9
HR Gholinejad (4747_CR7) 2020; 28
SM Kannan (4747_CR36) 2015; 96
RS Rao (4747_CR20) 2011; 33
J Vuletić (4747_CR45) 2014; 62
EA Al-Ammar (4747_CR35) 2019; 8
M Marzband (4747_CR12) 2018; 126
ES Ali (4747_CR49) 2016; 79
S Nojavan (4747_CR23) 2014; 107
AY Abdelaziz (4747_CR5) 2016; 78
AA Abou El-Ela (4747_CR16) 2016; 10
D Das (4747_CR50) 1995; 17
A Kavousi Fard (4747_CR6) 2014; 8
M Nazari-Heris (4747_CR8) 2020; 244
AAA El-ela (4747_CR15) 2018; 9
EA Al-Ammar (4747_CR37) 2018; 11
D Polap (4747_CR47) 2017; 9
Y Mohamed Shuaib (4747_CR29) 2015; 64
SM Abd Elazim (4747_CR30) 2018; 100
ARA Wafa (4747_CR32) 2014; 55
4747_CR18
MH Haque (4747_CR40) 1999; 146
AA El-fergany (4747_CR28) 2014; 54
K Prakash (4747_CR19) 2007
R Das (4747_CR10) 2020; 257
SK Injeti (4747_CR24) 2015; 69
References_xml – volume: 15
  start-page: 387
  issue: 1
  year: 2000
  end-page: 392
  ident: CR4
  article-title: Classification of capacitor allocation techniques
  publication-title: IEEE Trans. Power Deliv.
– volume: 9
  start-page: 3629
  year: 2018
  end-page: 3636
  ident: CR15
  article-title: Optimal placement and sizing of distributed generation and capacitor banks in distribution systems using water cycle algorithm
  publication-title: IEEE Syst. J.
– year: 2007
  ident: CR19
  publication-title: “Particle swarm optimization based capacitor placement on radial distribution systems”, 2007 IEEE Power Eng
– volume: 10
  start-page: 1209
  issue: 5
  year: 2016
  end-page: 1221
  ident: CR16
  article-title: Optimal capacitor placement in distribution systems for power loss reduction and voltage profile improvement
  publication-title: IET Gener. Transm. Distrib.
– volume: 144
  start-page: 225
  issue: 3
  year: 1997
  end-page: 230
  ident: CR17
  article-title: Capacitor placement in distribution systems using heuristics search strategies
  publication-title: IEE Proc. Gener. Transm. Distrib.
– ident: CR39
– volume: 514
  start-page: 371
  year: 2015
  end-page: 378
  ident: CR48
  article-title: Establishing a definition of polar bear ( ) health: a guide to research and management activities
  publication-title: Sci. Total Environ.
– volume: 54
  start-page: 235
  year: 2014
  end-page: 243
  ident: CR28
  article-title: Capacitor placement for net saving maximization and system stability enhancement in distribution networks using artificial bee colony-based approach
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 55
  start-page: 246
  year: 2014
  end-page: 252
  ident: CR32
  article-title: Optimal capacitor placement for enhancing voltage stability in distribution systems using analytical algorithm and Fuzzy-Real Coded GA
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 9
  start-page: 311
  issue: 4
  year: 2017
  end-page: 331
  ident: CR2
  article-title: Optimal placement and sizing of capacitor using Limaçon inspired spider monkey optimization algorithm
  publication-title: Memetic Comput.
– volume: 1
  start-page: 1
  issue: 1
  year: 2018
  end-page: 19
  ident: CR33
  article-title: Optimal capacitor allocation in radial distribution networks using a combined optimization approach optimal capacitor allocation in radial distribution networks using a combined optimization approach
  publication-title: Electr. Power Compon. Syst.
– ident: CR25
– volume: 9
  start-page: 207
  issue: 2
  year: 2015
  end-page: 211
  ident: CR26
  article-title: Optimal location and sizing of capacitor placement in radial distribution system using bacterial foraging optimization algorithm
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 107
  start-page: 119
  year: 2014
  end-page: 124
  ident: CR23
  article-title: Optimal allocation of capacitors in radial/mesh distribution systems using mixed integer nonlinear programming approach
  publication-title: Electr. Power Syst. Res.
– ident: CR21
– volume: 42
  start-page: 427
  issue: 5
  year: 2014
  end-page: 438
  ident: CR43
  article-title: Artificial bee colony algorithm to allocate fixed and switched static shunt capacitors in radial distribution networks
  publication-title: Electr. Power Compon. Syst.
– volume: 69
  start-page: 441
  year: 2015
  end-page: 455
  ident: CR24
  article-title: Optimal allocation of capacitor banks in radial distribution systems for minimization of real power loss and maximization of network savings using bio-inspired optimization algorithms
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 96
  start-page: 363
  issue: 4
  year: 2015
  end-page: 370
  ident: CR36
  article-title: Optimal capacitor placement in radial distribution feeders using fuzzy-differential evolution for dynamic load condition
  publication-title: J. Inst. Eng. Ser. B
– volume: 0046
  start-page: 1
  year: 2020
  ident: CR11
  article-title: Short-term self-scheduling of virtual energy hub plant within thermal energy market
  publication-title: IEEE Trans. Ind. Electron.
– volume: 33
  start-page: 1133
  issue: 5
  year: 2011
  end-page: 1139
  ident: CR20
  article-title: Optimal capacitor placement in a radial distribution system using plant growth simulation algorithm
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 56
  start-page: 499
  issue: 4
  year: 2017
  end-page: 509
  ident: CR3
  article-title: Optimal siting of capacitors in radial distribution network using Whale Optimization Algorithm
  publication-title: Alex. Eng. J.
– volume: 189
  start-page: 2019
  year: 2019
  ident: CR9
  article-title: Integration of emerging resources in IGDT-based robust scheduling of combined power and natural gas systems considering flexible ramping products
  publication-title: Energy
– volume: 53
  start-page: 809
  issue: 4
  year: 2014
  end-page: 816
  ident: CR22
  article-title: Optimal capacitor placement and sizing in radial electric power systems
  publication-title: Alex. Eng. J.
– volume: 100
  start-page: 2018
  issue: 1
  year: 2018
  ident: CR30
  article-title: Optimal locations and sizing of capacitors in radial distribution systems using mine blast algorithm
  publication-title: Electr. Eng.
– volume: 78
  start-page: 207
  year: 2016
  end-page: 214
  ident: CR5
  article-title: Flower pollination algorithm and loss sensitivity factors for optimal sizing and placement of capacitors in radial distribution systems
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 28
  start-page: 101028
  year: 2020
  ident: CR7
  article-title: A hierarchical energy management system for multiple home energy hubs in neighborhood grids
  publication-title: J. Build. Eng.
– volume: 146
  start-page: 501
  issue: 5
  year: 1999
  end-page: 505
  ident: CR40
  article-title: Capacitor placement in radial distribution systems for loss reduction
  publication-title: IEE Proc. Gener. Transm. Distrib.
– volume: 7
  start-page: 593
  issue: 6
  year: 2013
  end-page: 601
  ident: CR42
  article-title: Optimal capacitor allocations using evolutionary algorithms
  publication-title: IET Gener. Transm. Distrib.
– volume: 62
  start-page: 229
  year: 2014
  end-page: 236
  ident: CR45
  article-title: Optimal capacitor placement in radial distribution systems using clustering based optimization
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 126
  start-page: 95
  year: 2018
  end-page: 106
  ident: CR12
  article-title: Smart transactive energy framework in grid-connected multiple home microgrids under independent and coalition operations
  publication-title: Renew. Energy
– ident: CR18
– volume: 64
  start-page: 384
  year: 2015
  end-page: 397
  ident: CR29
  article-title: Optimal capacitor placement in radial distribution system using gravitational search algorithm
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 8
  start-page: 260
  issue: 5
  year: 2014
  end-page: 269
  ident: CR6
  article-title: Optimal stochastic capacitor placement problem from the reliability and cost views using firefly algorithm
  publication-title: IET Sci. Meas. Technol.
– volume: 79
  start-page: 275
  year: 2016
  end-page: 284
  ident: CR49
  article-title: Improved harmony algorithm for optimal locations and sizing of capacitors in radial distribution systems
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 2
  start-page: 23
  issue: 10
  year: 2012
  end-page: 27
  ident: CR31
  article-title: Optimal capacitor placement for loss reduction in distribution systems using bat algorithm
  publication-title: IOSR J. Eng.
– volume: 9
  start-page: 203
  issue: 10
  year: 2017
  ident: CR47
  article-title: Polar bear optimization algorithm: meta-heuristic with fast population movement and dynamic birth and death mechanism
  publication-title: Symmetry (Basel)
– volume: 30
  start-page: 429
  year: 2014
  end-page: 439
  ident: CR1
  article-title: Optimum shunt capacitor placement in distribution system—a review and comparative study
  publication-title: Renew. Sustain. Energy Rev.
– volume: 244
  start-page: 118769
  year: 2020
  ident: CR8
  article-title: Economic-environmental effect of power to gas technology in coupled electricity and gas systems with price-responsive shiftable loads
  publication-title: J. Clean. Prod.
– volume: 8
  start-page: 833
  issue: 2
  year: 2017
  end-page: 845
  ident: CR13
  article-title: Joint investment and operation of microgrid
  publication-title: IEEE Trans. Smart Grid
– volume: 57
  start-page: 2775
  issue: 4
  year: 2018
  end-page: 2786
  ident: CR41
  article-title: Optimal capacitor placement in radial distribution systems using flower pollination algorithm
  publication-title: Alex. Eng. J.
– volume: PAS-86
  start-page: 1449
  year: 1967
  end-page: 1456
  ident: CR46
  article-title: Power flow solution by Newton’s method
  publication-title: IEEE Trans. Power Appar. Syst.
– volume: 44
  start-page: 544
  issue: 5
  year: 2016
  end-page: 555
  ident: CR27
  article-title: Flower pollination algorithm for optimal capacitor placement and sizing in distribution systems
  publication-title: Electr. Power Compon. Syst.
– volume: 8
  start-page: 116
  year: 2019
  end-page: 124
  ident: CR35
  article-title: Optimal capacitor placement in radial distribution systems using a fuzzy-dragonfly method
  publication-title: Int. J. Smart Grid Clean. Energy
– ident: CR38
– volume: 10
  start-page: 3631
  issue: 14
  year: 2016
  end-page: 3638
  ident: CR14
  article-title: Capacitor placement in distribution systems for power loss reduction and voltage improvement: a new methodology
  publication-title: IET Gener. Transm. Distrib.
– volume: 11
  start-page: 766
  issue: 4
  year: 2018
  ident: CR34
  article-title: Symmetric fuzzy logic and IBFOA solutions for optimal position and rating of capacitors allocated to radial distribution networks
  publication-title: Energies
– volume: 11
  start-page: 1585
  issue: 6
  year: 2018
  ident: CR37
  article-title: Impact of ambient temperature on shunt capacitor placement in a distorted radial distribution system
  publication-title: Energies.
– volume: 22
  start-page: 521
  issue: 7
  year: 2000
  end-page: 530
  ident: CR44
  article-title: Convergence of the backward/forward sweep method for the load-flow analysis of radial distribution systems
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 257
  start-page: 113965
  year: 2020
  ident: CR10
  article-title: Multi-objective techno-economic-environmental optimisation of electric vehicle for energy services
  publication-title: Appl. Energy
– volume: 17
  start-page: 335
  issue: 5
  year: 1995
  end-page: 346
  ident: CR50
  article-title: Simple and efficient method for load flow solution of radial distribution networks
  publication-title: Int. J. Electr. Power Energy Syst.
– ident: 4747_CR18
– volume: 9
  start-page: 3629
  year: 2018
  ident: 4747_CR15
  publication-title: IEEE Syst. J.
  doi: 10.1109/JSYST.2018.2796847
– volume: 146
  start-page: 501
  issue: 5
  year: 1999
  ident: 4747_CR40
  publication-title: IEE Proc. Gener. Transm. Distrib.
  doi: 10.1049/ip-gtd:19990495
– volume: 44
  start-page: 544
  issue: 5
  year: 2016
  ident: 4747_CR27
  publication-title: Electr. Power Compon. Syst.
  doi: 10.1080/15325008.2015.1117540
– volume: 22
  start-page: 521
  issue: 7
  year: 2000
  ident: 4747_CR44
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/S0142-0615(00)00009-0
– volume: PAS-86
  start-page: 1449
  year: 1967
  ident: 4747_CR46
  publication-title: IEEE Trans. Power Appar. Syst.
  doi: 10.1109/TPAS.1967.291823
– volume: 10
  start-page: 1209
  issue: 5
  year: 2016
  ident: 4747_CR16
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2015.0799
– volume: 28
  start-page: 101028
  year: 2020
  ident: 4747_CR7
  publication-title: J. Build. Eng.
  doi: 10.1016/j.jobe.2019.101028
– volume-title: “Particle swarm optimization based capacitor placement on radial distribution systems”, 2007 IEEE Power Eng
  year: 2007
  ident: 4747_CR19
– volume: 33
  start-page: 1133
  issue: 5
  year: 2011
  ident: 4747_CR20
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2010.11.021
– volume: 189
  start-page: 2019
  year: 2019
  ident: 4747_CR9
  publication-title: Energy
  doi: 10.1016/j.energy.2019.116195
– volume: 8
  start-page: 833
  issue: 2
  year: 2017
  ident: 4747_CR13
  publication-title: IEEE Trans. Smart Grid
– volume: 8
  start-page: 260
  issue: 5
  year: 2014
  ident: 4747_CR6
  publication-title: IET Sci. Meas. Technol.
  doi: 10.1049/iet-smt.2013.0231
– volume: 55
  start-page: 246
  year: 2014
  ident: 4747_CR32
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2013.09.014
– ident: 4747_CR38
  doi: 10.1109/EEEIC.2017.7977442
– volume: 10
  start-page: 3631
  issue: 14
  year: 2016
  ident: 4747_CR14
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2016.0419
– volume: 15
  start-page: 387
  issue: 1
  year: 2000
  ident: 4747_CR4
  publication-title: IEEE Trans. Power Deliv.
  doi: 10.1109/61.847278
– volume: 96
  start-page: 363
  issue: 4
  year: 2015
  ident: 4747_CR36
  publication-title: J. Inst. Eng. Ser. B
  doi: 10.1007/s40031-014-0157-1
– ident: 4747_CR25
– volume: 42
  start-page: 427
  issue: 5
  year: 2014
  ident: 4747_CR43
  publication-title: Electr. Power Compon. Syst.
  doi: 10.1080/15325008.2013.856965
– volume: 79
  start-page: 275
  year: 2016
  ident: 4747_CR49
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2016.01.015
– volume: 257
  start-page: 113965
  year: 2020
  ident: 4747_CR10
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2019.113965
– volume: 56
  start-page: 499
  issue: 4
  year: 2017
  ident: 4747_CR3
  publication-title: Alex. Eng. J.
  doi: 10.1016/j.aej.2016.10.002
– volume: 9
  start-page: 207
  issue: 2
  year: 2015
  ident: 4747_CR26
  publication-title: Int. J. Electr. Power Energy Syst.
– volume: 9
  start-page: 311
  issue: 4
  year: 2017
  ident: 4747_CR2
  publication-title: Memetic Comput.
  doi: 10.1007/s12293-016-0208-z
– ident: 4747_CR39
– volume: 107
  start-page: 119
  year: 2014
  ident: 4747_CR23
  publication-title: Electr. Power Syst. Res.
  doi: 10.1016/j.epsr.2013.09.019
– ident: 4747_CR21
  doi: 10.1109/ICEETS.2013.6533580
– volume: 2
  start-page: 23
  issue: 10
  year: 2012
  ident: 4747_CR31
  publication-title: IOSR J. Eng.
  doi: 10.9790/3021-021052327
– volume: 64
  start-page: 384
  year: 2015
  ident: 4747_CR29
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2014.07.041
– volume: 62
  start-page: 229
  year: 2014
  ident: 4747_CR45
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2014.05.001
– volume: 1
  start-page: 1
  issue: 1
  year: 2018
  ident: 4747_CR33
  publication-title: Electr. Power Compon. Syst.
– volume: 11
  start-page: 1585
  issue: 6
  year: 2018
  ident: 4747_CR37
  publication-title: Energies.
  doi: 10.3390/en11061585
– volume: 100
  start-page: 2018
  issue: 1
  year: 2018
  ident: 4747_CR30
  publication-title: Electr. Eng.
  doi: 10.1007/s00202-016-0475-1
– volume: 7
  start-page: 593
  issue: 6
  year: 2013
  ident: 4747_CR42
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2012.0661
– volume: 17
  start-page: 335
  issue: 5
  year: 1995
  ident: 4747_CR50
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/0142-0615(95)00050-0
– volume: 8
  start-page: 116
  year: 2019
  ident: 4747_CR35
  publication-title: Int. J. Smart Grid Clean. Energy
  doi: 10.12720/sgce.8.2.116-124
– volume: 244
  start-page: 118769
  year: 2020
  ident: 4747_CR8
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2019.118769
– volume: 9
  start-page: 203
  issue: 10
  year: 2017
  ident: 4747_CR47
  publication-title: Symmetry (Basel)
  doi: 10.3390/sym9100203
– volume: 514
  start-page: 371
  year: 2015
  ident: 4747_CR48
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2015.02.007
– volume: 69
  start-page: 441
  year: 2015
  ident: 4747_CR24
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2015.01.040
– volume: 30
  start-page: 429
  year: 2014
  ident: 4747_CR1
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2013.10.002
– volume: 78
  start-page: 207
  year: 2016
  ident: 4747_CR5
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2015.11.059
– volume: 53
  start-page: 809
  issue: 4
  year: 2014
  ident: 4747_CR22
  publication-title: Alex. Eng. J.
  doi: 10.1016/j.aej.2014.09.012
– volume: 144
  start-page: 225
  issue: 3
  year: 1997
  ident: 4747_CR17
  publication-title: IEE Proc. Gener. Transm. Distrib.
  doi: 10.1049/ip-gtd:19970945
– volume: 0046
  start-page: 1
  year: 2020
  ident: 4747_CR11
  publication-title: IEEE Trans. Ind. Electron.
– volume: 54
  start-page: 235
  year: 2014
  ident: 4747_CR28
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2013.07.015
– volume: 126
  start-page: 95
  year: 2018
  ident: 4747_CR12
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2018.03.021
– volume: 11
  start-page: 766
  issue: 4
  year: 2018
  ident: 4747_CR34
  publication-title: Energies
  doi: 10.3390/en11040766
– volume: 57
  start-page: 2775
  issue: 4
  year: 2018
  ident: 4747_CR41
  publication-title: Alex. Eng. J.
  doi: 10.1016/j.aej.2018.01.004
SSID ssib048395113
ssj0001916267
ssj0061873
Score 2.32403
Snippet Reduction in power loss while maintaining the acceptable voltage profile has become a challenge for distribution system operators due to expanded living...
SourceID proquest
crossref
springer
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 873
SubjectTerms Algorithms
Capacitors
Electric power grids
Engineering
Heuristic methods
Humanities and Social Sciences
multidisciplinary
Operating costs
Operators
Optimization
Optimization algorithms
Placement
Polar bears
Radial distribution
Research Article-Electrical Engineering
Science
Shunt capacitors
Sizing
Title Optimal Placement and Sizing of Shunt Capacitors in Radial Distribution System Using Polar Bear Optimization Algorithm
URI https://link.springer.com/article/10.1007/s13369-020-04747-5
https://www.proquest.com/docview/2484279823
Volume 46
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVEBS
  databaseName: EBSCOhost Academic Search Ultimate
  customDbUrl: https://search.ebscohost.com/login.aspx?authtype=ip,shib&custid=s3936755&profile=ehost&defaultdb=asn
  eissn: 2191-4281
  dateEnd: 20241103
  omitProxy: true
  ssIdentifier: ssj0001916267
  issn: 2193-567X
  databaseCode: ABDBF
  dateStart: 20041001
  isFulltext: true
  titleUrlDefault: https://search.ebscohost.com/direct.asp?db=asn
  providerName: EBSCOhost
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 2191-4281
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0061873
  issn: 2193-567X
  databaseCode: GX1
  dateStart: 20020101
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVLSH
  databaseName: SpringerLink Journals
  customDbUrl:
  mediaType: online
  eissn: 2191-4281
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001916267
  issn: 2193-567X
  databaseCode: AFBBN
  dateStart: 20110101
  isFulltext: true
  providerName: Library Specific Holdings
– providerCode: PRVAVX
  databaseName: SpringerLINK - Czech Republic Consortium
  customDbUrl:
  eissn: 2191-4281
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0061873
  issn: 2193-567X
  databaseCode: AGYKE
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://link.springer.com
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: SpringerLink Journals (ICM)
  customDbUrl:
  eissn: 2191-4281
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0061873
  issn: 2193-567X
  databaseCode: U2A
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://www.springerlink.com/journals/
  providerName: Springer Nature
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3Nb9MwFLe67sIFgQAxGJMP3EJQYjtfx3ZjTBxgopvoLbIdh0RrWtYlHPa38sfwHDsfFIYYl6hyWyfx-8Xv917eB0KvAz_kJIo9l0k_AANFKlcEGXVpnrOQCSKpaqN8P4Znl-zDMlhOJj9GUUtNLd7K2z_mlfyPVGEM5KqzZO8h2X5SGIDPIF84goTh-E8y_gTPewVrfK594X20-KK8taHMi6KBsWPQh7Jsu-qUa-czb1NFTnTBXNvrypYtd0z4wLk2dp25LvDTzm8TNZ3Z6utmW9ZFNeazsy3XRcv7AhQ6aLHLFNLXooZyh5rLah4w8j0sdDQTKKbWK9sUvKp45nzh13w7bIzA7I2LtuDlVeEsOL8uRQ_TypRAWPBVNcB8XvDaRCnMRNas4JabfOzdIH4XEN1tgrChUjcIo6XRV90Y2L3EtHrpdnHryCxHxvSN1ed0rN1NO6bfFIdnE6kpDRNXm9QeA0PLDQY12YUG7GjPPqZxqP-s50hhjrSdIw320D4BneNN0f5sfjI_7fY7BuQU-C4dfILA1Unb9Li_bZvnZbI9dy_uVy41GEg77_RbqnTxCD20Ng6eGcA-RhO1foK-W7DiHqwYAIINWPEmxy1Y8QBWXK6xASsegxUbsOIWrLgFK9ZgxWOw4h6sT9Hl6buL4zPXNv1wJWiD2hUCSHOgfFgeoihjQZYkUR6zRIaeAG2YyCQQSoiIUCmVAPM-SjIZKRULT8SC0Gdout6s1XOEI849TzLGdNMIkfuc5xmXHEib0C-r-QHyu-VLpa2IrxuzrNK7ZXmAnP4_30w9mL_--rCTSmofxJuUsJiRKIkJPUBvOkkNX98924t7nfslejA8UIdoWm8b9QoIdC2OLA6P0N77pf8TpDPBlQ
linkProvider EBSCOhost
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=Optimal+Placement+and+Sizing+of+Shunt+Capacitors+in+Radial+Distribution+System+Using+Polar+Bear+Optimization+Algorithm&rft.jtitle=Arabian+journal+for+science+and+engineering+%282011%29&rft.au=Saddique%2C+Muhammad+Waqar&rft.au=Haroon%2C+Shaikh+Saaqib&rft.au=Amin%2C+Salman&rft.au=Bhatti%2C+Abdul+Rauf&rft.date=2021-02-01&rft.issn=2193-567X&rft.eissn=2191-4281&rft.volume=46&rft.issue=2&rft.spage=873&rft.epage=899&rft_id=info:doi/10.1007%2Fs13369-020-04747-5&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s13369_020_04747_5
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2193-567X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2193-567X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2193-567X&client=summon