Performance Enhancement of Radial Distributed System with Distributed Generators by Reconfiguration Using Binary Firefly Algorithm

The extent of real power loss and voltage deviation associated with overloaded feeders in radial distribution system can be reduced by reconfiguration. Reconfiguration is normally achieved by changing the open/closed state of tie/sectionalizing switches. Finding optimal switch combination is a compl...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of the Institution of Engineers (India). Series B, Electrical Engineering, Electronics and telecommunication engineering, Computer engineering Jg. 96; H. 1; S. 91 - 99
Hauptverfasser: Rajalakshmi, N., Padma Subramanian, D., Thamizhavel, K.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: India Springer India 01.03.2015
Schlagworte:
ISSN:2250-2106, 2250-2114
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract The extent of real power loss and voltage deviation associated with overloaded feeders in radial distribution system can be reduced by reconfiguration. Reconfiguration is normally achieved by changing the open/closed state of tie/sectionalizing switches. Finding optimal switch combination is a complicated problem as there are many switching combinations possible in a distribution system. Hence optimization techniques are finding greater importance in reducing the complexity of reconfiguration problem. This paper presents the application of firefly algorithm (FA) for optimal reconfiguration of radial distribution system with distributed generators (DG). The algorithm is tested on IEEE 33 bus system installed with DGs and the results are compared with binary genetic algorithm. It is found that binary FA is more effective than binary genetic algorithm in achieving real power loss reduction and improving voltage profile and hence enhancing the performance of radial distribution system. Results are found to be optimum when DGs are added to the test system, which proved the impact of DGs on distribution system.
AbstractList The extent of real power loss and voltage deviation associated with overloaded feeders in radial distribution system can be reduced by reconfiguration. Reconfiguration is normally achieved by changing the open/closed state of tie/sectionalizing switches. Finding optimal switch combination is a complicated problem as there are many switching combinations possible in a distribution system. Hence optimization techniques are finding greater importance in reducing the complexity of reconfiguration problem. This paper presents the application of firefly algorithm (FA) for optimal reconfiguration of radial distribution system with distributed generators (DG). The algorithm is tested on IEEE 33 bus system installed with DGs and the results are compared with binary genetic algorithm. It is found that binary FA is more effective than binary genetic algorithm in achieving real power loss reduction and improving voltage profile and hence enhancing the performance of radial distribution system. Results are found to be optimum when DGs are added to the test system, which proved the impact of DGs on distribution system.
Author Rajalakshmi, N.
Thamizhavel, K.
Padma Subramanian, D.
Author_xml – sequence: 1
  givenname: N.
  surname: Rajalakshmi
  fullname: Rajalakshmi, N.
  email: rajit12.2.1987@gmail.com
  organization: Faculty of Electrical and Electronics Engineering, AMET University
– sequence: 2
  givenname: D.
  surname: Padma Subramanian
  fullname: Padma Subramanian, D.
  organization: Faculty of Electrical and Electronics Engineering, AMET University
– sequence: 3
  givenname: K.
  surname: Thamizhavel
  fullname: Thamizhavel, K.
  organization: Faculty of Electrical and Electronics Engineering, Mohamed Sathak A.J. College of Engineering
BookMark eNp9kFtLwzAUx4MoOOc-gG_5AtWTrJf0cc5tCgNluueSpmmX0SaSZEhf_eSmTgR92IHDucDvXP5X6FwbLRG6IXBLALI7FwNMSQQkDk7TiJ2hEaUJRJSQ-Pw3h_QSTZzbAwBhcULzfIQ-X6Stje24FhIv9G6IndQemxpveKV4ix-U81aVBy8r_No7Lzv8ofzuT38ltbTcG-tw2eONFEbXqjmEljIab53SDb5XmtseL5WVddvjWdsYG-Z01-ii5q2Tk584Rtvl4m3-GK2fV0_z2ToSFKYsqkGwhPGkyvNcpCLL02C0SlOS8zKpspgLRsuYJxmAgLgaKiaSmlKQrKbVdIzIca6wxrlwRPFuVRdOKggUg47FUcci6FgMOhYsMNk_Rij__ZS3XLUnSXokXdiiG2mLvTlYHR48AX0B6JeLTA
CitedBy_id crossref_primary_10_3390_biomimetics9050283
crossref_primary_10_1016_j_cie_2019_04_048
crossref_primary_10_3390_math12020262
crossref_primary_10_1016_j_asoc_2018_12_018
crossref_primary_10_3390_math10234529
crossref_primary_10_3390_math9161839
crossref_primary_10_1007_s00521_016_2668_y
crossref_primary_10_3390_math10244776
crossref_primary_10_1155_2017_8404231
crossref_primary_10_3390_biomimetics9020089
crossref_primary_10_3390_biomimetics8050400
crossref_primary_10_1007_s00202_017_0576_5
crossref_primary_10_32604_cmc_2022_023068
crossref_primary_10_3390_math9222887
crossref_primary_10_7717_peerj_cs_1068
crossref_primary_10_3390_su142316308
Cites_doi 10.1109/SUPERGEN.2009.5348230
10.1109/61.25627
10.1109/PES.2007.386149
10.1109/61.193906
10.1109/TPWRS.2010.2080292
10.1016/j.neucom.2011.05.030
10.1109/59.331452
10.1109/TPWRS.2007.894848
10.1109/TPWRD.2010.2046339
10.1016/S0378-7796(02)00041-X
10.1016/j.amc.2007.12.053
10.1016/j.compstruc.2011.08.002
10.1109/59.336111
10.1016/S0142-0615(03)00046-2
10.1109/ICCCT.2011.6075143
10.1016/j.swevo.2011.06.003
10.1016/S0142-0615(01)00068-0
10.1016/j.asoc.2011.09.017
10.1016/j.epsr.2009.05.004
ContentType Journal Article
Copyright The Institution of Engineers (India) 2014
Copyright_xml – notice: The Institution of Engineers (India) 2014
DBID AAYXX
CITATION
DOI 10.1007/s40031-014-0126-8
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2250-2114
EndPage 99
ExternalDocumentID 10_1007_s40031_014_0126_8
GroupedDBID -EM
06D
0R~
203
29~
30V
4.4
406
408
96X
AAAVM
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAZMS
ABAKF
ABDZT
ABECU
ABFTV
ABJNI
ABJOX
ABKCH
ABMQK
ABQBU
ABTEG
ABTHY
ABTKH
ABTMW
ABXPI
ACAOD
ACCUX
ACDTI
ACGFS
ACHSB
ACIWK
ACKNC
ACMLO
ACOKC
ACPIV
ACZOJ
ADHHG
ADHIR
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFQL
AEGNC
AEJHL
AEJRE
AEMSY
AEOHA
AEPYU
AESKC
AETCA
AEVLU
AEXYK
AFBBN
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGMZJ
AGQEE
AGQMX
AGRTI
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHSBF
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
AKLTO
ALFXC
ALMA_UNASSIGNED_HOLDINGS
AMKLP
AMXSW
AMYLF
AMYQR
ANMIH
AUKKA
AXYYD
AYJHY
BGNMA
CSCUP
DNIVK
DPUIP
EBLON
EBS
EIOEI
EJD
ESBYG
FERAY
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FYJPI
GGCAI
GGRSB
GJIRD
GQ7
HMJXF
HRMNR
HZ~
I0C
IKXTQ
IWAJR
IXD
J-C
JBSCW
JZLTJ
KOV
LLZTM
M4Y
NPVJJ
NQJWS
NU0
O9-
O93
O9G
O9J
PT4
RIG
RLLFE
ROL
RSV
SEG
SHX
SISQX
SJYHP
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
TSG
UG4
UOJIU
UTJUX
UZXMN
VFIZW
W48
Z7Y
Z7Z
ZMTXR
AAYXX
ABBRH
ABDBE
ABFSG
ABJCF
ABRTQ
ACSTC
AEZWR
AFDZB
AFFHD
AFHIU
AFKRA
AFOHR
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
BENPR
BGLVJ
CCPQU
CITATION
HCIFZ
M7S
PHGZM
PHGZT
PQGLB
PTHSS
ID FETCH-LOGICAL-c2038-f0c858a5d999c6c7966662d6619ab5d74ac82b4a5700c04dc82b8c5f220e8f2d3
IEDL.DBID RSV
ISSN 2250-2106
IngestDate Sat Nov 29 05:52:06 EST 2025
Tue Nov 18 21:55:07 EST 2025
Fri Feb 21 02:33:03 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Genetic algorithm (GA)
Firefly algorithm (FA)
Distributed generators (DG)
Radial distribution system (RDS)
Reconfiguration
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2038-f0c858a5d999c6c7966662d6619ab5d74ac82b4a5700c04dc82b8c5f220e8f2d3
PageCount 9
ParticipantIDs crossref_primary_10_1007_s40031_014_0126_8
crossref_citationtrail_10_1007_s40031_014_0126_8
springer_journals_10_1007_s40031_014_0126_8
PublicationCentury 2000
PublicationDate 20150300
2015-3-00
PublicationDateYYYYMMDD 2015-03-01
PublicationDate_xml – month: 3
  year: 2015
  text: 20150300
PublicationDecade 2010
PublicationPlace India
PublicationPlace_xml – name: India
PublicationSubtitle Electrical, Electronics & Telecommunication and Computer Engineering
PublicationTitle Journal of the Institution of Engineers (India). Series B, Electrical Engineering, Electronics and telecommunication engineering, Computer engineering
PublicationTitleAbbrev J. Inst. Eng. India Ser. B
PublicationYear 2015
Publisher Springer India
Publisher_xml – name: Springer India
References CivanlarSGraingerJJLeeSSHDistribution feeder reconfiguration for loss reductionIEEE T Power Deliv.198831217122310.1109/61.193906
YangX-SHosseiniSSSGandomiAHFirefly algorithm for solving non-convex economic dispatch problems with valve loading effectAppl. Soft Comput.2012121180118610.1016/j.asoc.2011.09.017
AbdelazizAYMohammedFMMekhamerSFBadrMALDistribution systems reconfiguration using a modified particle swarm optimization algorithmElectr. Power Syst. Res.2009791521153010.1016/j.epsr.2009.05.004
XinHQuZSeussJMaknouninejadAA self-organizing strategy for power flow control of photovoltaic generators in a distribution networkIEEE Trans. Power Syst.2011261462147310.1109/TPWRS.2010.2080292
GandomiAHYangX-SAlaviAHMixed variable structural optimization using Firefly AlgorithmComput. Struct.2011892325233610.1016/j.compstruc.2011.08.002
M. Sydulu, K. Prakash, Particle swarm optimization based capacitor placement on radial distribution systems. In IEEE Power Eng. Soc. General Meeting, pp. 1–5, 2007
SenthilnathJOmkarSNManiVClustering using firefly algorithm: performance studySwarm Evol. Comput.2011116417110.1016/j.swevo.2011.06.003
YangXSNature-inspired meta-heuristic algorithms2008BeckingtonLuniver Press
OlamaeiJNiknamTGharehpetianGApplication of particle swarm optimization for distribution feeder reconfiguration considering distributed generatorsAppl. Math. Comput.200820157558610.1016/j.amc.2007.12.0531143.783702431954
DasDReactive power compensation for radial distribution networks using genetic algorithmInt. J. Electr. Power20022457358110.1016/S0142-0615(01)00068-0
BaranMEWuFFNetwork reconfiguration in distribution systems for loss reduction and load balancingIEEE T Power Deliv.198941401140710.1109/61.25627
ZhuIZOptimal reconfiguration of electrical distribution network using the refined genetic algorithmElectr. Power Syst. Res.200262374210.1016/S0378-7796(02)00041-X
SundhararajanSPahwaAOptimal selection of capacitors for radial distribution systems using genetic algorithmIEEE Trans. Power Syst.199491499150710.1109/59.336111
VenkateshBRanjanROptimal radial distribution system reconfiguration using fuzzy adaptation of evolutionary programmingInt. J. Electr. Power20032577578010.1016/S0142-0615(03)00046-2
KangQLanTYanYWangLWuQGroup search optimizer based optimal location and capacity of distributed generationsNeurocomputing201278556310.1016/j.neucom.2011.05.030
N. Rugthaicharoencheep, S. Sirisumrannukul, Feeder reconfiguration with dispatchable distributed generators in distribution system by tabu search. In Universities Power Engineering Conference (UPEC), 2009
A. Merlin, H. Back, Search for minimum-loss operating spanning tree configuration in an urban power distribution system. In Proceedings of5th Power System Computation Conference, Cambridge, 1.2/6, 1975
MirindaVRanitoJVPronecaLMGenetic algorithm in optimal multistage distribution network planningIEEE Trans. Power Syst.199491927193210.1109/59.331452
WuY-KLeeC-YLiuL-CTsaiS-HStudy of reconfiguration for the distribution system with distributed generatorIEEE Trans. Power Deliv.2010251678168510.1109/TPWRD.2010.2046339
S. Palit, S.N. Sinha, M.A. Molla, A. Khanra, M. Kule, A cryptanalytic attack on the knapsack cryptosystem using binary firefly algorithm. In ICCCT, pp. 428–432, 2011
ChangGWChuSYWangHLAn improved backward/forward sweep load flow algorithm for radial distribution systemsIEEE Trans. Power Syst.20072288288410.1109/TPWRS.2007.894848
RaoRSNarasimhamSVLA new heuristic approach for optimal network reconfiguration in distribution systemsWorld Acad. Sci. Eng. Technol.200933925
Q Kang (126_CR6) 2012; 78
AY Abdelaziz (126_CR5) 2009; 79
H Xin (126_CR7) 2011; 26
126_CR9
D Das (126_CR16) 2002; 24
126_CR21
XS Yang (126_CR22) 2008
126_CR12
AH Gandomi (126_CR13) 2011; 89
J Olamaei (126_CR10) 2008; 201
126_CR1
X-S Yang (126_CR11) 2012; 12
RS Rao (126_CR20) 2009; 33
Y-K Wu (126_CR8) 2010; 25
V Mirinda (126_CR17) 1994; 9
ME Baran (126_CR3) 1989; 4
J Senthilnath (126_CR14) 2011; 1
GW Chang (126_CR19) 2007; 22
IZ Zhu (126_CR15) 2002; 62
B Venkatesh (126_CR4) 2003; 25
S Civanlar (126_CR2) 1988; 3
S Sundhararajan (126_CR18) 1994; 9
References_xml – reference: WuY-KLeeC-YLiuL-CTsaiS-HStudy of reconfiguration for the distribution system with distributed generatorIEEE Trans. Power Deliv.2010251678168510.1109/TPWRD.2010.2046339
– reference: ChangGWChuSYWangHLAn improved backward/forward sweep load flow algorithm for radial distribution systemsIEEE Trans. Power Syst.20072288288410.1109/TPWRS.2007.894848
– reference: BaranMEWuFFNetwork reconfiguration in distribution systems for loss reduction and load balancingIEEE T Power Deliv.198941401140710.1109/61.25627
– reference: YangXSNature-inspired meta-heuristic algorithms2008BeckingtonLuniver Press
– reference: DasDReactive power compensation for radial distribution networks using genetic algorithmInt. J. Electr. Power20022457358110.1016/S0142-0615(01)00068-0
– reference: AbdelazizAYMohammedFMMekhamerSFBadrMALDistribution systems reconfiguration using a modified particle swarm optimization algorithmElectr. Power Syst. Res.2009791521153010.1016/j.epsr.2009.05.004
– reference: YangX-SHosseiniSSSGandomiAHFirefly algorithm for solving non-convex economic dispatch problems with valve loading effectAppl. Soft Comput.2012121180118610.1016/j.asoc.2011.09.017
– reference: SenthilnathJOmkarSNManiVClustering using firefly algorithm: performance studySwarm Evol. Comput.2011116417110.1016/j.swevo.2011.06.003
– reference: KangQLanTYanYWangLWuQGroup search optimizer based optimal location and capacity of distributed generationsNeurocomputing201278556310.1016/j.neucom.2011.05.030
– reference: OlamaeiJNiknamTGharehpetianGApplication of particle swarm optimization for distribution feeder reconfiguration considering distributed generatorsAppl. Math. Comput.200820157558610.1016/j.amc.2007.12.0531143.783702431954
– reference: MirindaVRanitoJVPronecaLMGenetic algorithm in optimal multistage distribution network planningIEEE Trans. Power Syst.199491927193210.1109/59.331452
– reference: SundhararajanSPahwaAOptimal selection of capacitors for radial distribution systems using genetic algorithmIEEE Trans. Power Syst.199491499150710.1109/59.336111
– reference: VenkateshBRanjanROptimal radial distribution system reconfiguration using fuzzy adaptation of evolutionary programmingInt. J. Electr. Power20032577578010.1016/S0142-0615(03)00046-2
– reference: XinHQuZSeussJMaknouninejadAA self-organizing strategy for power flow control of photovoltaic generators in a distribution networkIEEE Trans. Power Syst.2011261462147310.1109/TPWRS.2010.2080292
– reference: M. Sydulu, K. Prakash, Particle swarm optimization based capacitor placement on radial distribution systems. In IEEE Power Eng. Soc. General Meeting, pp. 1–5, 2007
– reference: RaoRSNarasimhamSVLA new heuristic approach for optimal network reconfiguration in distribution systemsWorld Acad. Sci. Eng. Technol.200933925
– reference: N. Rugthaicharoencheep, S. Sirisumrannukul, Feeder reconfiguration with dispatchable distributed generators in distribution system by tabu search. In Universities Power Engineering Conference (UPEC), 2009
– reference: CivanlarSGraingerJJLeeSSHDistribution feeder reconfiguration for loss reductionIEEE T Power Deliv.198831217122310.1109/61.193906
– reference: A. Merlin, H. Back, Search for minimum-loss operating spanning tree configuration in an urban power distribution system. In Proceedings of5th Power System Computation Conference, Cambridge, 1.2/6, 1975
– reference: S. Palit, S.N. Sinha, M.A. Molla, A. Khanra, M. Kule, A cryptanalytic attack on the knapsack cryptosystem using binary firefly algorithm. In ICCCT, pp. 428–432, 2011
– reference: ZhuIZOptimal reconfiguration of electrical distribution network using the refined genetic algorithmElectr. Power Syst. Res.200262374210.1016/S0378-7796(02)00041-X
– reference: GandomiAHYangX-SAlaviAHMixed variable structural optimization using Firefly AlgorithmComput. Struct.2011892325233610.1016/j.compstruc.2011.08.002
– ident: 126_CR9
  doi: 10.1109/SUPERGEN.2009.5348230
– volume: 4
  start-page: 1401
  year: 1989
  ident: 126_CR3
  publication-title: IEEE T Power Deliv.
  doi: 10.1109/61.25627
– ident: 126_CR21
  doi: 10.1109/PES.2007.386149
– volume: 3
  start-page: 1217
  year: 1988
  ident: 126_CR2
  publication-title: IEEE T Power Deliv.
  doi: 10.1109/61.193906
– volume: 26
  start-page: 1462
  year: 2011
  ident: 126_CR7
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2010.2080292
– volume: 78
  start-page: 55
  year: 2012
  ident: 126_CR6
  publication-title: Neurocomputing
  doi: 10.1016/j.neucom.2011.05.030
– volume: 9
  start-page: 1927
  year: 1994
  ident: 126_CR17
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/59.331452
– volume: 22
  start-page: 882
  year: 2007
  ident: 126_CR19
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2007.894848
– volume: 25
  start-page: 1678
  year: 2010
  ident: 126_CR8
  publication-title: IEEE Trans. Power Deliv.
  doi: 10.1109/TPWRD.2010.2046339
– volume: 62
  start-page: 37
  year: 2002
  ident: 126_CR15
  publication-title: Electr. Power Syst. Res.
  doi: 10.1016/S0378-7796(02)00041-X
– ident: 126_CR1
– volume: 201
  start-page: 575
  year: 2008
  ident: 126_CR10
  publication-title: Appl. Math. Comput.
  doi: 10.1016/j.amc.2007.12.053
– volume: 89
  start-page: 2325
  year: 2011
  ident: 126_CR13
  publication-title: Comput. Struct.
  doi: 10.1016/j.compstruc.2011.08.002
– volume: 9
  start-page: 1499
  year: 1994
  ident: 126_CR18
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/59.336111
– volume: 25
  start-page: 775
  year: 2003
  ident: 126_CR4
  publication-title: Int. J. Electr. Power
  doi: 10.1016/S0142-0615(03)00046-2
– ident: 126_CR12
  doi: 10.1109/ICCCT.2011.6075143
– volume: 1
  start-page: 164
  year: 2011
  ident: 126_CR14
  publication-title: Swarm Evol. Comput.
  doi: 10.1016/j.swevo.2011.06.003
– volume: 24
  start-page: 573
  year: 2002
  ident: 126_CR16
  publication-title: Int. J. Electr. Power
  doi: 10.1016/S0142-0615(01)00068-0
– volume-title: Nature-inspired meta-heuristic algorithms
  year: 2008
  ident: 126_CR22
– volume: 12
  start-page: 1180
  year: 2012
  ident: 126_CR11
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2011.09.017
– volume: 33
  start-page: 9
  year: 2009
  ident: 126_CR20
  publication-title: World Acad. Sci. Eng. Technol.
– volume: 79
  start-page: 1521
  year: 2009
  ident: 126_CR5
  publication-title: Electr. Power Syst. Res.
  doi: 10.1016/j.epsr.2009.05.004
SSID ssj0001845299
Score 1.9732093
Snippet The extent of real power loss and voltage deviation associated with overloaded feeders in radial distribution system can be reduced by reconfiguration....
SourceID crossref
springer
SourceType Enrichment Source
Index Database
Publisher
StartPage 91
SubjectTerms Communications Engineering
Engineering
Networks
Original Contribution
Title Performance Enhancement of Radial Distributed System with Distributed Generators by Reconfiguration Using Binary Firefly Algorithm
URI https://link.springer.com/article/10.1007/s40031-014-0126-8
Volume 96
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAVX
  databaseName: SpringerLINK Contemporary 1997-Present
  customDbUrl:
  eissn: 2250-2114
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001845299
  issn: 2250-2106
  databaseCode: RSV
  dateStart: 20120301
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEF60etCDb7G-2IMnJZCmu5vJsWqLBymlauktbHY3Woip9CH06i93J4_Wggp6CgmTJcxOdt7fEHLBma4ZMNzxJUiHBRKLAETg1LlikdUZNZZBCvXu_XYb-v2gU_Rxj8tq9zIlmZ3U82Y3hgJoXV-smvCEA6tkzWo7wHkN3YfeIrACmEtEs9eKqutYl0aU2czvVlnWR8vJ0EzHtLb_9XU7ZKswKWkjl4FdsmLSPbL5BWhwn3x0Fv0BtJm-4BXDgnQY0y6iEyT0FhF0cfiV0TSHMacYo116nmNU43weGs0oeq5pPHie5kJEs-oDep01-NKWPUrjZEYbyfNwZNd5PSBPrebjzZ1TTF9wlOfaUzB2FXCQXFsTUgnlW79ICE9bfR7IiGufSQVexCQC5CuXabwDxWPPcw3Enq4fkko6TM0RoaYeMeto-hKtLxHwIBIMlNagJURc1KvELfcgVAU0OU7ISMI5qHLG3tCyN0T2hlAll_NX3nJcjt-Ir8pNC4tfdPwz9fGfqE_IhrWheF6Wdkoqk9HUnJF19T4ZjEfnmWh-As8Q3Vg
linkProvider Springer Nature
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bS8MwFA46BfXBuzivefBJKXRdkqaPUzcmzjHmHL6VNEnnoHayi7BXf7k5vWwOVNCn0pKGcnJ67uc7CF1Qokqaa2q5gguLeAKKAJhnlakkgdEZJZJACnUbbrPJn5-9VtbHPcqr3fOUZCKpZ81uBBjQuL5QNeEwiy-jFWIUFgDmtx-788AKh1wimL2GVW3LuDQsz2Z-t8uiPlpMhiY6prb1r6_bRpuZSYkrKQ_soCUd76KNL0CDe-ijNe8PwNX4Ba4QFsSDELcBnSDCt4CgC8OvtMIpjDmGGO3C8xSjGubz4GCKwXONw35vkjIRTqoP8HXS4ItrRpSG0RRXot5gaPZ53UdPtWrnpm5l0xcs6dhGCoa25JQLqowJKZl0jV_EmKOMPvdEQJVLhOROQAQA5EubKLjjkoaOY2seOqp8gArxINaHCOtyYE6q5AqwvphHvYARLpXiSvCAsnIR2fkZ-DKDJocJGZE_A1VOyOsb8vpAXp8X0eXslbcUl-O3xVf5ofnZLzr6efXRn1afo7V656HhN-6a98do3dhTNC1RO0GF8XCiT9GqfB_3R8OzhE0_ATgY4Dw
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1JS8NAFB60iujBXazrHDwpoWkyM5kcqzUollJcSm9hMpPUQkxLF6FXf7nzsrQWVBBPIeFlCG9e5u3fQ-iCElUNeUgNR3BhEFdAEQBzDZtKEmidUSUppFC74TSbvNNxW_mc01FR7V6kJLOeBkBpSsaVgYoqs8Y3AsKo3WCooLCYwZfRCoE6enDXn9rzIAuHvCKYwFpsTUO7N6zIbH63yqJuWkyMpvrG2_r3l26jzdzUxLVMNnbQUpjsoo0vAIR76KM17xvAt8krXCFciPsRfgTUghjXAVkXhmKFCmfw5hhitwvPM-xqmNuDgykGjzaJet1JJlw4rUrA12njL_b0ERvFU1yLu_2hXudtH714t883d0Y-lcGQlqlPx8iUnHJBlTYtJZOO9pcYs5TW864IqHKIkNwKiADgfGkSBXdc0siyzJBHlrIPUCnpJ-EhwqEdEO2AOgKsMuZSN2CES6W4EjygzC4js9gPX-aQ5TA5I_ZnYMspe33NXh_Y6_Myupy9MsjwOn4jvio20M9_3dHP1Ed_oj5Ha6265zfumw_HaF2bWTSrXDtBpfFwEp6iVfk-7o2GZ6nEfgKLp-kg
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=Performance+Enhancement+of+Radial+Distributed+System+with+Distributed+Generators+by+Reconfiguration+Using+Binary+Firefly+Algorithm&rft.jtitle=Journal+of+the+Institution+of+Engineers+%28India%29.+Series+B%2C+Electrical+Engineering%2C+Electronics+and+telecommunication+engineering%2C+Computer+engineering&rft.au=Rajalakshmi%2C+N.&rft.au=Padma+Subramanian%2C+D.&rft.au=Thamizhavel%2C+K.&rft.date=2015-03-01&rft.issn=2250-2106&rft.eissn=2250-2114&rft.volume=96&rft.issue=1&rft.spage=91&rft.epage=99&rft_id=info:doi/10.1007%2Fs40031-014-0126-8&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s40031_014_0126_8
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2250-2106&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2250-2106&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2250-2106&client=summon