Operation cost minimization of photovoltaic–diesel–battery hybrid systems

In this paper, two control strategies involving “continuous” and “ON/OFF” operation of the diesel generator in the solar photovoltaic–diesel–battery hybrid systems are modeled. The main purpose of these developed models is to minimize the hybrid system's operation cost while finding the optimal...

Full description

Saved in:
Bibliographic Details
Published inEnergy (Oxford) Vol. 85; no. 1; pp. 645 - 653
Main Author Kusakana, Kanzumba
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.06.2015
Subjects
Online AccessGet full text
ISSN0360-5442
DOI10.1016/j.energy.2015.04.002

Cover

Abstract In this paper, two control strategies involving “continuous” and “ON/OFF” operation of the diesel generator in the solar photovoltaic–diesel–battery hybrid systems are modeled. The main purpose of these developed models is to minimize the hybrid system's operation cost while finding the optimal power flow considering the intermittent solar resource, the battery state of charge and the fluctuating load demand. The non-linearity of the load demand, the non-linearity of the diesel generator fuel consumption curve as well as the battery operation limits have been considered in the development of the models. The simulations have been performed using “fmincon” for the continuous operation and “intlinprog” for the ON/OFF operation strategy implemented in Matlab. These models have been applied to two test examples; the simulation results are analyzed and compared to the case where the diesel generator is used alone to supply the given load demand. The results show that using the developed photovoltaic–diesel–battery optimal operation control models, significant fuel saving can be achieved compared to the case where the diesel is used alone to supply the same load requirements. •Continuous control strategy of PV–diesel–battery system is modeled and simulated.•ON/OFF control strategy of PV–diesel–battery system is modeled and simulated.•The cost function minimizes fuel costs subject to given constraints.•Effect of seasonal variations in demand and solar resource on fuel cost is shown.•Effect of the different control strategies on fuel cost is shown.
AbstractList In this paper, two control strategies involving "continuous" and "ON/OFF" operation of the diesel generator in the solar photovoltaic-diesel-battery hybrid systems are modeled. The main purpose of these developed models is to minimize the hybrid system's operation cost while finding the optimal power flow considering the intermittent solar resource, the battery state of charge and the fluctuating load demand. The non-linearity of the load demand, the non-linearity of the diesel generator fuel consumption curve as well as the battery operation limits have been considered in the development of the models. The simulations have been performed using "fmincon" for the continuous operation and "intlinprog" for the ON/OFF operation strategy implemented in Matlab. These models have been applied to two test examples; the simulation results are analyzed and compared to the case where the diesel generator is used alone to supply the given load demand. The results show that using the developed photovoltaic-diesel-battery optimal operation control models, significant fuel saving can be achieved compared to the case where the diesel is used alone to supply the same load requirements.
In this paper, two control strategies involving “continuous” and “ON/OFF” operation of the diesel generator in the solar photovoltaic–diesel–battery hybrid systems are modeled. The main purpose of these developed models is to minimize the hybrid system's operation cost while finding the optimal power flow considering the intermittent solar resource, the battery state of charge and the fluctuating load demand. The non-linearity of the load demand, the non-linearity of the diesel generator fuel consumption curve as well as the battery operation limits have been considered in the development of the models. The simulations have been performed using “fmincon” for the continuous operation and “intlinprog” for the ON/OFF operation strategy implemented in Matlab. These models have been applied to two test examples; the simulation results are analyzed and compared to the case where the diesel generator is used alone to supply the given load demand. The results show that using the developed photovoltaic–diesel–battery optimal operation control models, significant fuel saving can be achieved compared to the case where the diesel is used alone to supply the same load requirements. •Continuous control strategy of PV–diesel–battery system is modeled and simulated.•ON/OFF control strategy of PV–diesel–battery system is modeled and simulated.•The cost function minimizes fuel costs subject to given constraints.•Effect of seasonal variations in demand and solar resource on fuel cost is shown.•Effect of the different control strategies on fuel cost is shown.
Author Kusakana, Kanzumba
Author_xml – sequence: 1
  givenname: Kanzumba
  surname: Kusakana
  fullname: Kusakana, Kanzumba
  email: kkusakana@cut.ac.za
  organization: Department of Electrical, Electronic and Computer Engineering, Central University of Technology, Free State, Bloemfontein, South Africa
BookMark eNqNkbtO5TAQhl2AxIHlDShS0pwwvuVCgYTQcpFY0UBtOc6Y46MkPtgGKVvxDvuG-yTkECoKoJrR6Pv-Yv59sjP4AQk5opBToMXJOscBw-OYM6AyB5EDsB2yAF7AUgrB9sh-jGsAkFVdL8ifuw0GnZwfMuNjyno3uN79nS_eZpuVT_7Fd0k78__1X-swYjctjU4Jw5itxia4NotjTNjHX2TX6i7i4cc8IA-Xv-8vrpe3d1c3F-e3SyNKmZZtaYW2trESGWs4FpJZBozRWhbcak51bYvSCGZEVTVcSwtgBRWGYcmrhvEDcjznboJ_esaYVO-iwa7TA_rnqBilRQ1c1vJblJaSyym7Ln-AclZxqOkWPZ1RE3yMAa0yLr0_LQXtOkVBbdtQazW3obZtKBBqamOSxSd5E1yvw_iddjZrOH32xWFQ0TgcDLYuoEmq9e7rgDe3460I
CitedBy_id crossref_primary_10_1016_j_energy_2020_119358
crossref_primary_10_1016_j_est_2022_105067
crossref_primary_10_1016_j_solener_2020_04_007
crossref_primary_10_1016_j_energy_2020_118567
crossref_primary_10_1016_j_energy_2018_04_168
crossref_primary_10_1051_matecconf_201816401045
crossref_primary_10_1016_j_seta_2018_12_008
crossref_primary_10_3390_jmse11061137
crossref_primary_10_1016_j_seta_2022_102662
crossref_primary_10_1016_j_energy_2016_09_123
crossref_primary_10_1016_j_est_2024_112435
crossref_primary_10_3390_su151310680
crossref_primary_10_1016_j_enconman_2022_115614
crossref_primary_10_1016_j_solener_2019_06_017
crossref_primary_10_1016_j_est_2019_101040
crossref_primary_10_2139_ssrn_4183285
crossref_primary_10_1016_j_enconman_2015_12_081
crossref_primary_10_1016_j_energy_2015_11_030
crossref_primary_10_1016_j_energy_2016_07_091
crossref_primary_10_1016_j_apenergy_2023_121313
crossref_primary_10_1007_s00500_016_2295_7
crossref_primary_10_1007_s10098_016_1173_4
crossref_primary_10_1016_j_est_2020_101986
crossref_primary_10_1016_j_egypro_2016_10_125
crossref_primary_10_3390_app8112202
crossref_primary_10_1007_s42461_022_00640_x
crossref_primary_10_1016_j_energy_2018_09_134
crossref_primary_10_1016_j_ejor_2017_06_052
crossref_primary_10_1016_j_ijepes_2021_107553
crossref_primary_10_1016_j_ijepes_2022_108149
crossref_primary_10_1016_j_solener_2021_08_079
crossref_primary_10_1016_j_compeleceng_2024_109906
crossref_primary_10_3390_su12083341
crossref_primary_10_1016_j_apenergy_2015_10_072
crossref_primary_10_1080_15325008_2022_2143938
crossref_primary_10_4236_epe_2018_106018
crossref_primary_10_1016_j_energy_2017_01_105
crossref_primary_10_3390_en15020592
crossref_primary_10_1016_j_energy_2015_12_099
crossref_primary_10_1177_0309524X211000379
crossref_primary_10_1016_j_applthermaleng_2023_121058
crossref_primary_10_1002_er_6656
crossref_primary_10_1016_j_clet_2023_100598
crossref_primary_10_1016_j_enconman_2016_12_036
crossref_primary_10_1016_j_renene_2022_08_147
Cites_doi 10.1016/j.rser.2004.09.001
10.17159/2413-3051/2012/v23i1a3153
10.1016/j.renene.2012.10.005
10.1016/j.solener.2004.10.004
10.1016/j.solener.2014.02.017
10.1016/S0038-092X(99)00016-X
10.1016/j.rser.2006.07.013
10.1016/j.enconman.2007.06.027
10.1016/j.solener.2014.07.025
10.2174/1876387100902010070
10.1016/j.solener.2011.09.003
10.1016/j.ijepes.2014.01.018
10.1016/j.joei.2014.03.007
10.1016/S0038-092X(98)00139-X
10.1016/j.solener.2010.10.018
10.1016/0038-092X(88)90020-5
10.1016/j.solener.2013.07.030
10.1109/MCS.2011.941403
10.1016/j.energy.2004.07.011
10.1016/j.solener.2010.12.002
ContentType Journal Article
Copyright 2015 Elsevier Ltd
Copyright_xml – notice: 2015 Elsevier Ltd
DBID AAYXX
CITATION
7ST
C1K
SOI
7SP
7SU
7TB
8FD
F28
FR3
KR7
L7M
7S9
L.6
DOI 10.1016/j.energy.2015.04.002
DatabaseName CrossRef
Environment Abstracts
Environmental Sciences and Pollution Management
Environment Abstracts
Electronics & Communications Abstracts
Environmental Engineering Abstracts
Mechanical & Transportation Engineering Abstracts
Technology Research Database
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
AGRICOLA
AGRICOLA - Academic
DatabaseTitle CrossRef
Environment Abstracts
Environmental Sciences and Pollution Management
Civil Engineering Abstracts
Technology Research Database
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
Environmental Engineering Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
ANTE: Abstracts in New Technology & Engineering
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList Civil Engineering Abstracts
Environment Abstracts
AGRICOLA

DeliveryMethod fulltext_linktorsrc
Discipline Economics
Environmental Sciences
EndPage 653
ExternalDocumentID 10_1016_j_energy_2015_04_002
S0360544215004181
GroupedDBID --K
--M
.DC
.~1
0R~
1B1
1RT
1~.
1~5
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
AABNK
AACTN
AAEDT
AAEDW
AAHCO
AAIAV
AAIKC
AAIKJ
AAKOC
AALRI
AAMNW
AAOAW
AAQFI
AARJD
AAXUO
ABJNI
ABMAC
ABYKQ
ACDAQ
ACGFS
ACIWK
ACRLP
ADBBV
ADEZE
AEBSH
AEKER
AENEX
AFKWA
AFRAH
AFTJW
AGHFR
AGUBO
AGYEJ
AHIDL
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AXJTR
BELTK
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
IHE
J1W
JARJE
KOM
LY6
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
RIG
RNS
ROL
RPZ
SDF
SDG
SES
SPC
SPCBC
SSR
SSZ
T5K
TN5
XPP
ZMT
~02
~G-
29G
6TJ
AAHBH
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABDPE
ABFNM
ABWVN
ABXDB
ACLOT
ACRPL
ACVFH
ADCNI
ADMUD
ADNMO
ADXHL
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AHHHB
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
EFKBS
FEDTE
FGOYB
G-2
HVGLF
HZ~
R2-
SAC
SEW
WUQ
~HD
7ST
C1K
SOI
7SP
7SU
7TB
8FD
F28
FR3
KR7
L7M
7S9
L.6
ID FETCH-LOGICAL-c475t-d7f4affbf5e22b3e652f202219563fa31a9f67c42c488b3a5f00f414c2e738b23
IEDL.DBID .~1
ISSN 0360-5442
IngestDate Sun Sep 28 07:43:00 EDT 2025
Sat Sep 27 20:16:03 EDT 2025
Sun Sep 28 01:54:13 EDT 2025
Thu Apr 24 22:54:41 EDT 2025
Wed Oct 01 01:34:24 EDT 2025
Fri Feb 23 02:20:31 EST 2024
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Cost minimization
Optimal operation control
Photovoltaic–diesel–battery
Continuous operation
ON/OFF operation
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c475t-d7f4affbf5e22b3e652f202219563fa31a9f67c42c488b3a5f00f414c2e738b23
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
PQID 1732830917
PQPubID 23462
PageCount 9
ParticipantIDs proquest_miscellaneous_2116903595
proquest_miscellaneous_1753541497
proquest_miscellaneous_1732830917
crossref_citationtrail_10_1016_j_energy_2015_04_002
crossref_primary_10_1016_j_energy_2015_04_002
elsevier_sciencedirect_doi_10_1016_j_energy_2015_04_002
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2015-06-01
PublicationDateYYYYMMDD 2015-06-01
PublicationDate_xml – month: 06
  year: 2015
  text: 2015-06-01
  day: 01
PublicationDecade 2010
PublicationTitle Energy (Oxford)
PublicationYear 2015
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Ashari, Nayar (bib2) 1999; 66
Tiryono, Rehbock, Lawrence (bib22) 2003; vol. 10
Hong, Lian (bib9) 2012; 27
Frost (bib8) 2014
Hu, Solana (bib10) 2013; 51
Nafeh (bib15) 2009; 2
Dufo-Lopez, Bernal-Agustin (bib6) 2005; 79
Razykov, Ferekides, Morel, Stefanakos, Ullal, Upadhyaya (bib17) 2011; 85
Dufo-Lopez, Bernal-Agustin (bib7) 2008; 49
Kaabeche, Ibtiouen (bib11) 2014; 103
Shaahid, Elhadidy (bib19) 2008; 12
Tazvinga, Xia, Zhang (bib20) 2013; 96
Woon, Rehbock, Setiawan (bib23) 2008
Mahmoud, Ibrik (bib13) 2006; 10
Battisti, Corrado (bib3) 2005; 30
Belfkira, Zhang, Barakat (bib4) 2011; 85
Datta, Senjyu, Yona, Funabashi, Kim (bib5) 2009; 24
Xia, Zhang (bib24) 2011; 31
Kumar, Munda (bib12) 2014; 87
Muselli, Notton, Louche (bib14) 1999; 65
Agrawal, Tiwari (bib1) 2011; 85
Tazvinga, Zhu, Xia (bib21) 2014; 108
Xia, Zhang, Cass (bib25) 2012; 23
Post, Thomas (bib16) 1988; 41
Sechilariu, Wang, Locment (bib18) 2014; 58
Shaahid (10.1016/j.energy.2015.04.002_bib19) 2008; 12
Belfkira (10.1016/j.energy.2015.04.002_bib4) 2011; 85
Muselli (10.1016/j.energy.2015.04.002_bib14) 1999; 65
Nafeh (10.1016/j.energy.2015.04.002_bib15) 2009; 2
Woon (10.1016/j.energy.2015.04.002_bib23) 2008
Xia (10.1016/j.energy.2015.04.002_bib24) 2011; 31
Battisti (10.1016/j.energy.2015.04.002_bib3) 2005; 30
Kumar (10.1016/j.energy.2015.04.002_bib12) 2014; 87
Mahmoud (10.1016/j.energy.2015.04.002_bib13) 2006; 10
Kaabeche (10.1016/j.energy.2015.04.002_bib11) 2014; 103
Ashari (10.1016/j.energy.2015.04.002_bib2) 1999; 66
Dufo-Lopez (10.1016/j.energy.2015.04.002_bib6) 2005; 79
Datta (10.1016/j.energy.2015.04.002_bib5) 2009; 24
Hong (10.1016/j.energy.2015.04.002_bib9) 2012; 27
Razykov (10.1016/j.energy.2015.04.002_bib17) 2011; 85
Tazvinga (10.1016/j.energy.2015.04.002_bib21) 2014; 108
Agrawal (10.1016/j.energy.2015.04.002_bib1) 2011; 85
Frost (10.1016/j.energy.2015.04.002_bib8) 2014
Post (10.1016/j.energy.2015.04.002_bib16) 1988; 41
Tazvinga (10.1016/j.energy.2015.04.002_bib20) 2013; 96
Hu (10.1016/j.energy.2015.04.002_bib10) 2013; 51
Tiryono (10.1016/j.energy.2015.04.002_bib22) 2003; vol. 10
Sechilariu (10.1016/j.energy.2015.04.002_bib18) 2014; 58
Dufo-Lopez (10.1016/j.energy.2015.04.002_bib7) 2008; 49
Xia (10.1016/j.energy.2015.04.002_bib25) 2012; 23
References_xml – volume: 103
  start-page: 171
  year: 2014
  end-page: 182
  ident: bib11
  article-title: Techno-economic optimization of hybrid photovoltaic/wind/diesel/battery generation in a stand-alone power system
  publication-title: Sol Energy
– volume: 49
  start-page: 820
  year: 2008
  end-page: 831
  ident: bib7
  article-title: Influence of mathematical models in design of PV-diesel systems
  publication-title: Energy Convers Manag
– volume: 65
  start-page: 143
  year: 1999
  end-page: 157
  ident: bib14
  article-title: Design of hybrid-photovoltaic power generator, with optimization of energy management
  publication-title: Sol Energy
– volume: 41
  start-page: 465
  year: 1988
  end-page: 473
  ident: bib16
  article-title: Photovoltaic systems for current and future applications
  publication-title: Sol Energy
– volume: 24
  start-page: 153
  year: 2009
  end-page: 162
  ident: bib5
  article-title: A coordinated control method for leveling PV output power fluctuations of PV-diesel hybrid systems connected to isolated power utility energy conversion
  publication-title: IEEE Trans
– volume: 51
  start-page: 364
  year: 2013
  end-page: 372
  ident: bib10
  article-title: Optimization of a hybrid diesel-wind generation plant with operational options
  publication-title: Renew Energy
– volume: 85
  start-page: 1580
  year: 2011
  end-page: 1608
  ident: bib17
  article-title: Solar photovoltaic electricity: current status and future prospects
  publication-title: Sol Energy
– volume: 2
  start-page: 70
  year: 2009
  end-page: 78
  ident: bib15
  article-title: Fuzzy logic operation control for pv-diesel-battery hybrid energy system
  publication-title: Open Renew Energy J
– volume: 12
  start-page: 488
  year: 2008
  end-page: 503
  ident: bib19
  article-title: Economic analysis of hybrid photovoltaic–diesel–battery power systems for residential loads in hot regions – a step to clean future
  publication-title: Renew Sustain Energy Rev
– volume: 85
  start-page: 3046
  year: 2011
  end-page: 3056
  ident: bib1
  article-title: Experimental validation of glazed hybrid micro-channel solar cell thermal tile
  publication-title: Sol Energy
– volume: vol. 10
  start-page: 429
  year: 2003
  end-page: 439
  ident: bib22
  publication-title: Optimal control of hybrid power systems. Dynamics of continuous, discrete and impulsive systems series b: applications & algorithm
– volume: 58
  start-page: 140
  year: 2014
  end-page: 149
  ident: bib18
  article-title: Supervision control for optimal energy cost management in DC microgrid: design and simulation
  publication-title: Electr Power Energy Syst
– volume: 23
  start-page: 23
  year: 2012
  end-page: 31
  ident: bib25
  article-title: Energy management of commercial buildings – a case study from a poet perspective of energy efficiency
  publication-title: J Energy South Afr
– volume: 66
  start-page: 1
  year: 1999
  end-page: 9
  ident: bib2
  article-title: An optimum dispatch strategy using set points for a photovoltaic (PV)-diesel-battery hybrid power system
  publication-title: Sol Energy
– volume: 27
  start-page: 640
  year: 2012
  end-page: 647
  ident: bib9
  article-title: Optimal sizing of hybrid wind/PV/diesel generation in a stand-alone power system using Markov-based genetic algorithm. Power delivery
  publication-title: IEEE Trans
– volume: 96
  start-page: 292
  year: 2013
  end-page: 299
  ident: bib20
  article-title: Minimum cost solution of photovoltaic-diesel-battery hybrid power systems for remote consumers
  publication-title: Sol Energy
– volume: 85
  start-page: 100
  year: 2011
  end-page: 110
  ident: bib4
  article-title: Optimal sizing study of hybrid wind/PV/diesel power generation unit
  publication-title: Sol Energy
– volume: 30
  start-page: 952
  year: 2005
  end-page: 967
  ident: bib3
  article-title: Evaluation of technical improvements of photovoltaic system through life cycle assessment methodology
  publication-title: Energy
– year: 2014
  ident: bib8
  article-title: Considering wake effects in a mixed integer linear programming model for optimizing wind farm layout. master's thesis in sustainable energy systems
– volume: 10
  start-page: 128
  year: 2006
  end-page: 138
  ident: bib13
  article-title: Techno-economic feasibility of energy supply of remote villages in Palestine by PV-systems, diesel generators and electric grid
  publication-title: Renew Sustain Energy Rev
– volume: 87
  start-page: 235
  year: 2014
  end-page: 245
  ident: bib12
  article-title: Optimisation of voltage and frequency regulation in an isolated wind-driven six-phase self-excited induction generator
  publication-title: J Energy Inst
– year: 2008
  ident: bib23
  article-title: Modeling a PV-diesel-battery power system: an optimal control approach
– volume: 79
  start-page: 33
  year: 2005
  end-page: 46
  ident: bib6
  article-title: Design and control strategies of PV-diesel systems using genetic algorithms
  publication-title: Sol Energy
– volume: 108
  start-page: 412
  year: 2014
  end-page: 420
  ident: bib21
  article-title: Energy dispatch strategy for a photovoltaic-wind-diesel-battery hybrid power system
  publication-title: Sol Energy
– volume: 31
  start-page: 18
  year: 2011
  end-page: 31
  ident: bib24
  article-title: Modelling and control of heavy-haul trains
  publication-title: IEEE Control Syst Mag
– volume: 24
  start-page: 153
  issue: 1
  year: 2009
  ident: 10.1016/j.energy.2015.04.002_bib5
  article-title: A coordinated control method for leveling PV output power fluctuations of PV-diesel hybrid systems connected to isolated power utility energy conversion
  publication-title: IEEE Trans
– volume: 10
  start-page: 128
  year: 2006
  ident: 10.1016/j.energy.2015.04.002_bib13
  article-title: Techno-economic feasibility of energy supply of remote villages in Palestine by PV-systems, diesel generators and electric grid
  publication-title: Renew Sustain Energy Rev
  doi: 10.1016/j.rser.2004.09.001
– volume: 23
  start-page: 23
  issue: 1
  year: 2012
  ident: 10.1016/j.energy.2015.04.002_bib25
  article-title: Energy management of commercial buildings – a case study from a poet perspective of energy efficiency
  publication-title: J Energy South Afr
  doi: 10.17159/2413-3051/2012/v23i1a3153
– volume: 27
  start-page: 640
  issue: 2
  year: 2012
  ident: 10.1016/j.energy.2015.04.002_bib9
  article-title: Optimal sizing of hybrid wind/PV/diesel generation in a stand-alone power system using Markov-based genetic algorithm. Power delivery
  publication-title: IEEE Trans
– volume: 51
  start-page: 364
  year: 2013
  ident: 10.1016/j.energy.2015.04.002_bib10
  article-title: Optimization of a hybrid diesel-wind generation plant with operational options
  publication-title: Renew Energy
  doi: 10.1016/j.renene.2012.10.005
– volume: 79
  start-page: 33
  year: 2005
  ident: 10.1016/j.energy.2015.04.002_bib6
  article-title: Design and control strategies of PV-diesel systems using genetic algorithms
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2004.10.004
– volume: 103
  start-page: 171
  year: 2014
  ident: 10.1016/j.energy.2015.04.002_bib11
  article-title: Techno-economic optimization of hybrid photovoltaic/wind/diesel/battery generation in a stand-alone power system
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2014.02.017
– volume: 66
  start-page: 1
  issue: 1
  year: 1999
  ident: 10.1016/j.energy.2015.04.002_bib2
  article-title: An optimum dispatch strategy using set points for a photovoltaic (PV)-diesel-battery hybrid power system
  publication-title: Sol Energy
  doi: 10.1016/S0038-092X(99)00016-X
– year: 2014
  ident: 10.1016/j.energy.2015.04.002_bib8
– volume: 12
  start-page: 488
  year: 2008
  ident: 10.1016/j.energy.2015.04.002_bib19
  article-title: Economic analysis of hybrid photovoltaic–diesel–battery power systems for residential loads in hot regions – a step to clean future
  publication-title: Renew Sustain Energy Rev
  doi: 10.1016/j.rser.2006.07.013
– volume: 49
  start-page: 820
  year: 2008
  ident: 10.1016/j.energy.2015.04.002_bib7
  article-title: Influence of mathematical models in design of PV-diesel systems
  publication-title: Energy Convers Manag
  doi: 10.1016/j.enconman.2007.06.027
– volume: 108
  start-page: 412
  year: 2014
  ident: 10.1016/j.energy.2015.04.002_bib21
  article-title: Energy dispatch strategy for a photovoltaic-wind-diesel-battery hybrid power system
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2014.07.025
– volume: 2
  start-page: 70
  year: 2009
  ident: 10.1016/j.energy.2015.04.002_bib15
  article-title: Fuzzy logic operation control for pv-diesel-battery hybrid energy system
  publication-title: Open Renew Energy J
  doi: 10.2174/1876387100902010070
– volume: 85
  start-page: 3046
  year: 2011
  ident: 10.1016/j.energy.2015.04.002_bib1
  article-title: Experimental validation of glazed hybrid micro-channel solar cell thermal tile
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2011.09.003
– volume: 58
  start-page: 140
  year: 2014
  ident: 10.1016/j.energy.2015.04.002_bib18
  article-title: Supervision control for optimal energy cost management in DC microgrid: design and simulation
  publication-title: Electr Power Energy Syst
  doi: 10.1016/j.ijepes.2014.01.018
– volume: 87
  start-page: 235
  year: 2014
  ident: 10.1016/j.energy.2015.04.002_bib12
  article-title: Optimisation of voltage and frequency regulation in an isolated wind-driven six-phase self-excited induction generator
  publication-title: J Energy Inst
  doi: 10.1016/j.joei.2014.03.007
– volume: 65
  start-page: 143
  issue: 3
  year: 1999
  ident: 10.1016/j.energy.2015.04.002_bib14
  article-title: Design of hybrid-photovoltaic power generator, with optimization of energy management
  publication-title: Sol Energy
  doi: 10.1016/S0038-092X(98)00139-X
– year: 2008
  ident: 10.1016/j.energy.2015.04.002_bib23
– volume: 85
  start-page: 100
  year: 2011
  ident: 10.1016/j.energy.2015.04.002_bib4
  article-title: Optimal sizing study of hybrid wind/PV/diesel power generation unit
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2010.10.018
– volume: vol. 10
  start-page: 429
  year: 2003
  ident: 10.1016/j.energy.2015.04.002_bib22
– volume: 41
  start-page: 465
  issue: 5
  year: 1988
  ident: 10.1016/j.energy.2015.04.002_bib16
  article-title: Photovoltaic systems for current and future applications
  publication-title: Sol Energy
  doi: 10.1016/0038-092X(88)90020-5
– volume: 96
  start-page: 292
  year: 2013
  ident: 10.1016/j.energy.2015.04.002_bib20
  article-title: Minimum cost solution of photovoltaic-diesel-battery hybrid power systems for remote consumers
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2013.07.030
– volume: 31
  start-page: 18
  issue: 4
  year: 2011
  ident: 10.1016/j.energy.2015.04.002_bib24
  article-title: Modelling and control of heavy-haul trains
  publication-title: IEEE Control Syst Mag
  doi: 10.1109/MCS.2011.941403
– volume: 30
  start-page: 952
  year: 2005
  ident: 10.1016/j.energy.2015.04.002_bib3
  article-title: Evaluation of technical improvements of photovoltaic system through life cycle assessment methodology
  publication-title: Energy
  doi: 10.1016/j.energy.2004.07.011
– volume: 85
  start-page: 1580
  year: 2011
  ident: 10.1016/j.energy.2015.04.002_bib17
  article-title: Solar photovoltaic electricity: current status and future prospects
  publication-title: Sol Energy
  doi: 10.1016/j.solener.2010.12.002
SSID ssj0005899
Score 2.3759837
Snippet In this paper, two control strategies involving “continuous” and “ON/OFF” operation of the diesel generator in the solar photovoltaic–diesel–battery hybrid...
In this paper, two control strategies involving "continuous" and "ON/OFF" operation of the diesel generator in the solar photovoltaic-diesel-battery hybrid...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 645
SubjectTerms batteries
Computer simulation
computer software
Continuous operation
Cost engineering
Cost minimization
Demand
Diesel
Diesel fuels
energy use and consumption
fuels
Generators
generators (equipment)
Matlab
ON/OFF operation
Optimal operation control
Optimization
Photovoltaic–diesel–battery
Title Operation cost minimization of photovoltaic–diesel–battery hybrid systems
URI https://dx.doi.org/10.1016/j.energy.2015.04.002
https://www.proquest.com/docview/1732830917
https://www.proquest.com/docview/1753541497
https://www.proquest.com/docview/2116903595
Volume 85
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier)
  issn: 0360-5442
  databaseCode: GBLVA
  dateStart: 20110101
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.sciencedirect.com
  omitProxy: true
  ssIdentifier: ssj0005899
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier SD Complete Freedom Collection [SCCMFC]
  issn: 0360-5442
  databaseCode: ACRLP
  dateStart: 19950101
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.sciencedirect.com
  omitProxy: true
  ssIdentifier: ssj0005899
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection
  issn: 0360-5442
  databaseCode: .~1
  dateStart: 19950101
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.sciencedirect.com
  omitProxy: true
  ssIdentifier: ssj0005899
  providerName: Elsevier
– providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals [SCFCJ]
  issn: 0360-5442
  databaseCode: AIKHN
  dateStart: 19950101
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.sciencedirect.com
  omitProxy: true
  ssIdentifier: ssj0005899
  providerName: Elsevier
– providerCode: PRVLSH
  databaseName: Elsevier Journals
  issn: 0360-5442
  databaseCode: AKRWK
  dateStart: 19760301
  customDbUrl:
  isFulltext: true
  mediaType: online
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0005899
  providerName: Library Specific Holdings
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3NTtwwELYQHMoFAQXxV5RKvZpNYjveHBECLV0BUguCm2U7tlgEmxUJBy6Id-gb9kk64zilrSqQOOVHY8masWfGyXzfEPKlLK2ppPHUe15RPuSWlrJMKUQWOMchA1eO2OGT02J0wb9eias5ctBjYbCsMvr-zqcHbx3fDKI2B7PJZPAdfC_kGxxiFpJGBfg1sn_Bmt57-qPMYxh6SKIwRekePhdqvFzA12GBlwiEp_Hjyn_C0z-OOkSfo2WyFNPGZL-b2QqZc9NV8qFHFTerZP3wBbEGgnHLNh_JydnMdVZObN20CXKJ3EXwZVL7ZHZdtzX4qFZP7M_nH1hU6G7hxgTizcfk-hExXUnH-NyskYujw_ODEY09FKjlUrS0kp5r740XLs8Nc4XIfQ5xG2GCzGuW6dIX0vLcwk42TAufpp5n3OZOsqHJ2TqZn9ZTt0GSSvvCWUiozNByjR06TCpslnntKyZ1tklYrzplI8E49rm4VX0l2Y3qFK5Q4SrlChS-SejvUbOOYOMNedlbRf21UBTEgDdGfu6NqGAP4Y8RPXX1Q6MyZCxikDnJ12QEw5bp5SsycJguSuREFFvvnuU2WcSnrhpth8y39w_uE-Q9rdkNC3uXLOwfj0eneB1_uxz_AnAdCIw
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1NT9wwEB2h5QAX1NIi6Gcq9WptEtvx5ogQaCnscgAkbpbt2GIR3ayacODW_9B_2F_SmcQpokIg9RYlY8ka228mybw3AF_L0tlK2cBCEBUTE-FYqcqUYWTB9zhS4MqJOzybF9NL8e1KXq3BwcCFobLKiP09pndoHe-MozfHq8VifI7Yi_mGwJhFolFEv14XEjF5BOv7xyfT-UOlx6RrI0n2jAYMDLquzMt3FDuq8ZKd5mn8vvJEhPoHq7sAdPQKtmLmmOz3k3sNa365DRsDsbjZhp3DB9IaGsZT27yB2dnK9wuduLppE5IT-R75l0kdktV13dYIU61ZuN8_f1Fdob_FC9tpb94n1_dE60p60efmLVweHV4cTFlso8CcULJllQrChGCD9HluuS9kHnIM3cQU5MHwzJShUE7kDg-z5UaGNA0iEy73ik9szndgtKyXfheSyoTCO8yp7MQJQ006bCpdlgUTKq5Mtgd8cJ12UWOcWl3c6qGY7Eb3DtfkcJ0KjQ7fA_Z31KrX2HjBXg2roh_tFY1h4IWRX4ZF1HiM6N-IWfr6rtEZiRZxTJ7UczaSU9f08hkbfJ8uSpJFlO_-e5afYWN6MTvVp8fzk_ewSU_64rQPMGp_3PmPmAa19lPc5n8AEIkJlA
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=Operation+cost+minimization+of+photovoltaic%E2%80%93diesel%E2%80%93battery+hybrid+systems&rft.jtitle=Energy+%28Oxford%29&rft.au=Kusakana%2C+Kanzumba&rft.date=2015-06-01&rft.pub=Elsevier+Ltd&rft.issn=0360-5442&rft.volume=85&rft.spage=645&rft.epage=653&rft_id=info:doi/10.1016%2Fj.energy.2015.04.002&rft.externalDocID=S0360544215004181
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0360-5442&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0360-5442&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0360-5442&client=summon