A comprehensive and critical review of bio-inspired metaheuristic frameworks for extracting parameters of solar cell single and double diode models

In today’s world of sustainability and environmentally friendly trends, renewable energy technologies like solar cells play a vital role, making producing the optimal capacity a legitimate aspiration for such technologies’ operators. This article presents an exhaustive and critical review of twenty...

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Published in:Energy reports Vol. 8; pp. 7085 - 7106
Main Authors: Younis, Abubaker, Bakhit, Abdalaziz, Onsa, Mahmoud, Hashim, Mohsin
Format: Journal Article
Language:English
Published: Elsevier Ltd 01.11.2022
Elsevier
Subjects:
Equivalent circuit model
I–V characteristics
Metaheuristics
Parameter identification
Photovoltaic performance
Stochastic optimization
I–V characteristics
Photovoltaic performance
Stochastic optimization
Equivalent circuit model
Parameter identification
Metaheuristics
ISSN:2352-4847, 2352-4847
Online Access:Get full text
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Abstract In today’s world of sustainability and environmentally friendly trends, renewable energy technologies like solar cells play a vital role, making producing the optimal capacity a legitimate aspiration for such technologies’ operators. This article presents an exhaustive and critical review of twenty bio-inspired metaheuristic techniques and their mathematical contexts brought to action by stochastic optimization to identify the parameters of solar cell single diode (SDM) and double diode (DDM) models. The novelty embedded within this appraisal lies in rating these algorithms and their associated variants according to the accuracy of the parameter extraction measured by the root mean square error, which would save effort and time for future researchers and users alike. Additionally, this work outlines a general methodology or pattern followed by every algorithm within the bio class to find the global best solution. Hence, we have concluded: (1) SDM is preferred for solar cell parameter identification. (2) The Firefly algorithm outpaces the other algorithms within the entire class, while the genetic algorithms have mediocre performance, especially with DDM. (3) The Bat algorithm variants are the most developed in terms of performance among other algorithms’ variants. 4) The differential evolution and the Cuckoo search variants have stable performance compared with their standard algorithms. (5) The swarm-intelligence algorithms have the best performance with SDM and DDM compared to the other sub-categories. Lastly, this paper delivers the advantages and disadvantages of the different optimization philosophies reviewed. [Display omitted] •Bio-inspired algorithms engaged with solar cell SDM and DDM are reviewed.•The bio-metaheuristic algorithms perform better with SDM.•The Firefly algorithm is the most effective parameter extraction method.•The Bat algorithm has the most matured variants compared to the other algorithms.•Gains and shortcomings of every algorithm are quickly provided.
AbstractList In today’s world of sustainability and environmentally friendly trends, renewable energy technologies like solar cells play a vital role, making producing the optimal capacity a legitimate aspiration for such technologies’ operators. This article presents an exhaustive and critical review of twenty bio-inspired metaheuristic techniques and their mathematical contexts brought to action by stochastic optimization to identify the parameters of solar cell single diode (SDM) and double diode (DDM) models. The novelty embedded within this appraisal lies in rating these algorithms and their associated variants according to the accuracy of the parameter extraction measured by the root mean square error, which would save effort and time for future researchers and users alike. Additionally, this work outlines a general methodology or pattern followed by every algorithm within the bio class to find the global best solution. Hence, we have concluded: (1) SDM is preferred for solar cell parameter identification. (2) The Firefly algorithm outpaces the other algorithms within the entire class, while the genetic algorithms have mediocre performance, especially with DDM. (3) The Bat algorithm variants are the most developed in terms of performance among other algorithms’ variants. 4) The differential evolution and the Cuckoo search variants have stable performance compared with their standard algorithms. (5) The swarm-intelligence algorithms have the best performance with SDM and DDM compared to the other sub-categories. Lastly, this paper delivers the advantages and disadvantages of the different optimization philosophies reviewed.
In today’s world of sustainability and environmentally friendly trends, renewable energy technologies like solar cells play a vital role, making producing the optimal capacity a legitimate aspiration for such technologies’ operators. This article presents an exhaustive and critical review of twenty bio-inspired metaheuristic techniques and their mathematical contexts brought to action by stochastic optimization to identify the parameters of solar cell single diode (SDM) and double diode (DDM) models. The novelty embedded within this appraisal lies in rating these algorithms and their associated variants according to the accuracy of the parameter extraction measured by the root mean square error, which would save effort and time for future researchers and users alike. Additionally, this work outlines a general methodology or pattern followed by every algorithm within the bio class to find the global best solution. Hence, we have concluded: (1) SDM is preferred for solar cell parameter identification. (2) The Firefly algorithm outpaces the other algorithms within the entire class, while the genetic algorithms have mediocre performance, especially with DDM. (3) The Bat algorithm variants are the most developed in terms of performance among other algorithms’ variants. 4) The differential evolution and the Cuckoo search variants have stable performance compared with their standard algorithms. (5) The swarm-intelligence algorithms have the best performance with SDM and DDM compared to the other sub-categories. Lastly, this paper delivers the advantages and disadvantages of the different optimization philosophies reviewed. [Display omitted] •Bio-inspired algorithms engaged with solar cell SDM and DDM are reviewed.•The bio-metaheuristic algorithms perform better with SDM.•The Firefly algorithm is the most effective parameter extraction method.•The Bat algorithm has the most matured variants compared to the other algorithms.•Gains and shortcomings of every algorithm are quickly provided.
Author Younis, Abubaker
Onsa, Mahmoud
Hashim, Mohsin
Bakhit, Abdalaziz
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  givenname: Mahmoud
  surname: Onsa
  fullname: Onsa, Mahmoud
  organization: Department of Mechanical Engineering, Faculty of Engineering, University of Khartoum, Khartoum, Sudan
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  givenname: Mohsin
  surname: Hashim
  fullname: Hashim, Mohsin
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Cites_doi 10.1016/j.compstruc.2014.03.007
10.1016/j.solmat.2014.07.016
10.1016/j.ijleo.2019.164034
10.1016/j.egypro.2017.09.601
10.1007/s40095-015-0198-5
10.1016/j.solener.2018.10.050
10.1016/j.energy.2020.117804
10.1016/j.advengsoft.2017.01.004
10.1016/j.rser.2015.11.051
10.1016/j.enconman.2018.08.081
10.1016/j.enconman.2016.12.082
10.1016/j.solener.2016.03.033
10.1016/j.procs.2013.05.251
10.1016/j.advengsoft.2015.01.010
10.1109/MCS.2002.1004010
10.1016/j.vacuum.2004.05.001
10.1016/j.enconman.2016.09.085
10.1051/rphysap:01985002005026900
10.1016/j.energy.2020.116979
10.1016/j.renene.2016.06.024
10.1016/j.apenergy.2017.05.029
10.1109/T-ED.1977.18750
10.1023/A:1008202821328
10.1016/j.enconman.2018.10.069
10.1016/j.enconman.2020.112660
10.1016/j.energy.2019.04.218
10.1016/j.enconman.2020.113114
10.1109/ACCESS.2020.3000770
10.1109/CJECE.2016.2519763
10.1016/j.cnsns.2013.08.027
10.1080/08839514.2018.1508807
10.3390/en12183527
10.1016/j.knosys.2015.07.006
10.1016/j.enconman.2018.05.062
10.1016/j.enconman.2017.08.088
10.1016/j.engappai.2019.103457
10.1016/j.rser.2011.11.019
10.1080/01430750.2017.1421577
10.1016/S0038-1101(98)00338-4
10.1016/j.solener.2020.06.100
10.1016/j.solener.2010.02.012
10.1016/j.apenergy.2014.07.107
10.1016/j.physa.2011.12.004
10.1016/j.enconman.2018.08.053
10.1016/j.ijleo.2021.167150
10.1016/j.enconman.2017.04.042
10.1016/j.egypro.2017.05.165
10.3390/en10070865
10.1016/j.egyr.2020.01.016
10.1016/j.advengsoft.2016.01.008
10.1016/j.egyr.2021.01.093
10.1016/0379-6787(88)90069-5
10.1016/j.solener.2019.01.025
10.1016/j.apenergy.2013.06.046
10.3390/en11051060
10.1016/j.ijleo.2020.165277
10.1016/j.solmat.2010.04.003
10.1109/TSTE.2017.2736060
10.1007/978-3-642-12538-6_6
10.1016/j.solmat.2005.04.023
10.1016/j.aej.2021.06.019
10.1016/j.apenergy.2012.09.052
10.1016/j.future.2019.02.028
10.1016/j.enconman.2020.112595
10.1016/j.solener.2012.08.018
10.1109/4235.585893
10.1109/21.286385
10.1002/er.3359
10.1016/j.isatra.2020.05.016
10.1109/TSTE.2015.2503435
10.1016/0038-1101(86)90212-1
10.1016/j.apenergy.2006.04.007
10.1155/2021/6660115
10.1016/j.apenergy.2017.12.115
10.1007/s42835-020-00589-1
10.3390/app8112155
10.1016/j.rser.2018.03.011
10.1016/j.enconman.2013.03.030
10.1016/j.solener.2021.04.011
10.1016/j.jclepro.2019.118778
10.1080/01425918608909835
10.1016/j.solener.2010.04.012
10.1016/j.solener.2015.06.017
10.1109/T-ED.1982.20906
10.1016/j.ref.2019.04.003
10.1016/j.solmat.2004.07.019
10.3390/en12030358
10.1016/j.energy.2021.121164
10.1016/0379-6787(86)90015-3
10.1016/j.renene.2018.09.017
10.1119/1.1971542
10.1016/j.solener.2017.10.063
10.1016/j.enconman.2014.10.025
10.1016/j.matcom.2015.10.008
10.7763/IJMLC.2012.V2.146
10.1016/j.rser.2021.110828
10.1016/j.sse.2006.05.020
10.1016/j.enconman.2019.112243
10.1016/j.advengsoft.2013.12.007
10.1016/j.energy.2016.01.052
10.1016/0960-1481(96)00049-3
10.1016/j.future.2020.03.055
10.1109/T-ED.1987.22920
10.3390/app8030339
10.3390/en14185735
10.1016/S0927-0248(00)00307-X
10.1016/j.solmat.2004.07.033
10.1016/j.enconman.2020.113211
10.1016/S0042-207X(01)00370-0
10.1016/j.enconman.2015.11.041
10.1016/j.solener.2019.10.093
10.1016/j.solmat.2006.07.008
10.1016/j.solener.2010.12.022
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Keywords I–V characteristics
Photovoltaic performance
Stochastic optimization
Equivalent circuit model
Parameter identification
Metaheuristics
Language English
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References Xiong, Zhang, Yuan, Shi, He (b141) 2018; 8
Yang, Karamanoglu, He (b148) 2013; 18
Wang, Qin, Wan, Song (b135) 2021; 23
Aberle, Wenham, Green (b3) 1993
Wolf, Noel, Stirn (b136) 1977; 24
Karaboga (b69) 2005
Batzelis, Papathanassiou (b15) 2016; 7
Benkercha, Moulahoum, Colak, Taghezouit (b18) 2016
Ikegami, Maezono, Nakanishi, Yamagata, Ebihara (b61) 2001; 67
Pranith, Bhatti (b114) 2015
Chawla, Duhan (b24) 2018; 32
Lo Brano, Ciulla (b86) 2013; 111
Chin, Salam (b33) 2019; 194
Krishnakumar, Venugopalan, Rajasekar (b75) 2013
Saloux, Teyssedou, Sorin (b120) 2011; 85
Zhang, Zhang, Hao, Lin, Zhu (b156) 2011; 110
Chegaar, Ouennoughi, Guechi (b26) 2004; 75
Liang, Ge, Qu, Yu, Liu, Yang (b81) 2019
Xu, Bai, Bao, Jiang (b143) 2021
Abbassi, Abbassi, Jemli, Chebbi (b2) 2018; 90
Chan, Phang (b22) 1987; 34
(b36) 2021
Polman, Sark, Sinke, Saris (b113) 1986; 17
Wu, Xia, Blanchard (b138) 2018
Jamadi, Merrikh-Bayat, Bigdeli (b62) 2016; 7
Zhang, Heidari, Wang, Zhang, Chen, Li (b155) 2021; 211
Oliva, Ewees, Abd El Aziz, Hassanien, Cisneros (b107) 2017; 10
Zagrouba, Sellami, Bouaïcha, Ksouri (b154) 2010; 84
Jia, Anderson, Liu, Zhang (b63) 1988; 25
Liang, Qiao, Yu, Ge, Qu, Xu (b82) 2020; 207
Venkata Rao (b134) 2016; 7
Sheng, Li, Wang, Yan, Xiong, Cao (b124) 2019; 12
Deep, Thakur (b37) 2007; 188
Kumar (b76) 2012; 2
Ebrahimi, Salahshour, Malekzadeh, Gordillo (b42) 2019; 179
Wu, Yu, Kang (b139) 2017; 151
Song, Wu, Wagdy Mohamed, Zhou, Zhang, Deng (b125) 2021; 2021
Ibrahim, Anani (b60) 2017; 134
Ma, Man, Guan, Ting, Wong (b94) 2016; 40
Humada, Hojabri, Mekhilef, Hamada (b59) 2016; 56
Kang, Yao, Yang, Duong, Zhu (b68) 2019
Jiao, Chong, Huang, Hu, Wang, Heidari (b64) 2020; 203
Mirjalili (b99) 2019
Oliva, Abd El Aziz, Ella Hassanien (b106) 2017; 200
Diab, Sultan, Do, Kamel, Mossa (b39) 2020; 8
Ma, Bi, Ting, Hao, Hao (b93) 2016; 132
Ortiz-Conde, García Sánchez, Muci (b108) 2006; 90
Sörensen, Glover (b126) 2013; 1
Younis, Elsarrag, Alhorr, Onsa (b152) 2018; 12
Passino (b110) 2002; 22
Pierezan, Dos Santos Coelho (b111) 2018
Cheng, Prayogo (b32) 2014; 139
Nayak, Mohapatra, Mohanty (b104) 2019; 30
Kang, Yao, Jin, Yang, Duong (b67) 2018; 11
Neubauer (b105) 1997
Yang, Wang, Zhang, Yu, Yao, Shu (b149) 2020; 208
Long, Cai, Jiao, Xu, Wu (b88) 2020; 203
Merchaoui, Sakly, Mimouni (b95) 2018; 175
Xu, Wang (b144) 2017; 144
El-fergany (b44) 2021; 7
Tsai (b132) 2010; 84
Ben Messaoud (b16) 2020; 2
Chen, Jiao, Wang, Heidari, Zhao (b28) 2020; 244
Tamrakar, Gupta (b130) 2015; 3
Kumari, Geethanjali (b78) 2017; 117
Louzazni, Khouya, Amechnoue, Gandelli, Mussetta, Craciunescu (b91) 2018; 8
Xiong, Zhang, Shi, He (b140) 2018; 174
Hannah (b54) 2015
Awadallah, Venkatesh (b12) 2016; 39
Askarzadeh (b8) 2014; 19
Chellaswamy, Ramesh (b27) 2016; 97
Elbaset, Ali, Abd-El Sattar (b46) 2014; 130
Chen, Yu, Du, Zhao, Liu (b31) 2016; 99
Jordehi (b65) 2016; 129
Muangkote, Sunat, Chiewchanwattana, Kaiwinit (b103) 2019; 134
Kaminski, Marchand, Laugier (b66) 1999; 43
Cotfas, Cotfas, Kaplanis, Ursutiu (b35) 2008; 10
Chen, Xu, Mei, Ding, Li (b29) 2018; 212
Heidari, Mirjalili, Faris, Aljarah, Mafarja, Chen (b56) 2019; 97
Wolpert, Macready (b137) 1997; 1
Abbassi, Abbassi, Heidari, Mirjalili (b1) 2019; 179
Louzazni, Khouya, Amechnoue, Craciunescu (b90) 2016
Deotti, Pereira, Silva Júnior (b38) 2020; 221
Easwarakhanthan, Bottin, Bouhouch, Boutrit (b41) 1986; 4
Tivanov, Patryn, Drozdov, Fedotov, Mazanik (b131) 2005; 87
Araujo, Sánchez (b5) 1982; 29
Chen, Yu (b30) 2019; 180
Ghalia (b50) 2008
Mokeddem (b102) 2021; 16
Dolara, Leva, Manzolini (b40) 2015; 119
Yousri, Thanikanti, Allam, Ramachandaramurthy, Eteiba (b153) 2020; 195
Elaziz, Oliva (b45) 2018; 171
Srinivas, Patnaik (b127) 1994; 24
Batzelis (b14) 2019; 12
Hu, Di Paolo (b58) 2007
Arcipiani (b6) 1985; 20
Li, Chen, Wang, Heidari, Mirjalili (b79) 2020; 111
Chu, Tsai (b34) 2007; 3
Xiong, Zhang, Yuan, Shi, He, Yao (b142) 2018; 176
Younis, Alhorr (b151) 2021; 220
Yang (b145) 2010
Arons, Peppard (b7) 1965; 33
Khursheed, Faisal, Khan, Ali, Khan (b74) 2019
Yang, Deb (b147) 2009
El-Adawi, Al-Nuaim (b43) 2001; 64
Mirjalili (b98) 2015; 89
Haouari-Merbah, Belhamel, Tobías, Ruiz (b55) 2005; 87
(b47) 2021
Pan, Gao, Qian, Feng, Fu, sun (b109) 2021; 242
Hamid, Abounacer, Idali Oumhand, Feddaoui, Agliz (b53) 2017; 40
Pires Deotti, Luiz Rezende Pereira (b112) 2019
Mirjalili (b97) 2015; 83
Rezaee Jordehi (b118) 2018; 159
Semenkin, Semenkina (b122) 2012; vol. 7331
Garrido-Alzar (b49) 1997; 10
Ram, Babu, Dragicevic, Rajasekar (b116) 2017; 135
Bastidas-Rodriguez, Petrone, Ramos-Paja, Spagnuolo (b13) 2017; 131
Celik, Acikgoz (b21) 2007; 84
Khan, Ahmad, Sarwar, Tariq, Ahmad, Asim (b71) 2021; 10
Storn, Price (b128) 1997; 11
Subudhi, Pradhan (b129) 2018; 9
Askarzadeh, Dos Santos Coelho (b9) 2015; 89
Priyanka, Singh (b115) 2007; 91
Yesilbudak (b150) 2021; 14
Yang (b146) 2010; 284
Bowden, Rohatgi (b20) 2001
Liu, Chong, Heidari, Chen, Liang, Ye (b84) 2020; 223
Lo Brano, Orioli, Ciulla, Di Gangi (b87) 2010; 94
Liu, Heidari, Ye, Liang, Chen, He (b85) 2021; 234
Ridha, Heidari, Wang, Chen (b119) 2020; 209
Kumar, Raj, Premkumar, Raj (b77) 2020; 223
Chan, Phillips, Phang (b23) 1986; 29
Miller, Goldberg (b96) 1996; 9
Saremi, Mirjalili, Lewis (b121) 2017; 105
Razali, Geraghty (b117) 2011; vol. 2
Sharma, Varun (b123) 2012; 16
Hsieh (b57) 2020; 9
Mirjalili, Mirjalili, Lewis (b101) 2014; 69
Askarzadeh, Rezazadeh (b10) 2012; 86
Long, Wu, Jiao, Tang, Xu (b89) 2020; 89
Guo, Meng, Sun, Wang (b52) 2016; 108
Fathy, Rezk (b48) 2020; 105
Ahmed, Mageed, Mohamed, Saleh (b4) 2021; 61
Goldberg (b51) 1990; 4
Khatib, Sopian, Kazem (b73) 2013; 71
Mirjalili, Lewis (b100) 2016; 95
Chegaar, Azzouzi, Mialhe (b25) 2006; 50
Khan, Baek, Kim (b72) 2014; 133
Luu, Nguyen (b92) 2020; 203
Li, Gong, Gu (b80) 2021; 141
Binitha, Sathya (b19) 2012; 2
Askarzadeh, Rezazadeh (b11) 2013; 102
Ben Messaoud (b17) 2020; 6
Kebir, Haddadi, Ait-Cheikh (b70) 2015
Tsutsui, S., Yamamura, M., Higuchi, T., 1999. Multi-parent recombination with simplex crossover in real coded genetic algorithms. In: Proc. 1999 Genet. Evol. Comput. Conf. pp. 657–664.
Lipowski, Lipowska (b83) 2012; 391
Chawla (10.1016/j.egyr.2022.05.160_b24) 2018; 32
Dolara (10.1016/j.egyr.2022.05.160_b40) 2015; 119
Xiong (10.1016/j.egyr.2022.05.160_b140) 2018; 174
Wu (10.1016/j.egyr.2022.05.160_b139) 2017; 151
Ram (10.1016/j.egyr.2022.05.160_b116) 2017; 135
Awadallah (10.1016/j.egyr.2022.05.160_b12) 2016; 39
Sörensen (10.1016/j.egyr.2022.05.160_b126) 2013; 1
Subudhi (10.1016/j.egyr.2022.05.160_b129) 2018; 9
Song (10.1016/j.egyr.2022.05.160_b125) 2021; 2021
Wu (10.1016/j.egyr.2022.05.160_b138) 2018
Benkercha (10.1016/j.egyr.2022.05.160_b18) 2016
Khatib (10.1016/j.egyr.2022.05.160_b73) 2013; 71
Hamid (10.1016/j.egyr.2022.05.160_b53) 2017; 40
Mirjalili (10.1016/j.egyr.2022.05.160_b100) 2016; 95
(10.1016/j.egyr.2022.05.160_b47) 2021
Elbaset (10.1016/j.egyr.2022.05.160_b46) 2014; 130
El-fergany (10.1016/j.egyr.2022.05.160_b44) 2021; 7
Chellaswamy (10.1016/j.egyr.2022.05.160_b27) 2016; 97
10.1016/j.egyr.2022.05.160_b133
Batzelis (10.1016/j.egyr.2022.05.160_b15) 2016; 7
Long (10.1016/j.egyr.2022.05.160_b89) 2020; 89
Zhang (10.1016/j.egyr.2022.05.160_b156) 2011; 110
Neubauer (10.1016/j.egyr.2022.05.160_b105) 1997
Hu (10.1016/j.egyr.2022.05.160_b58) 2007
Lipowski (10.1016/j.egyr.2022.05.160_b83) 2012; 391
Liang (10.1016/j.egyr.2022.05.160_b82) 2020; 207
Cotfas (10.1016/j.egyr.2022.05.160_b35) 2008; 10
Yang (10.1016/j.egyr.2022.05.160_b149) 2020; 208
Oliva (10.1016/j.egyr.2022.05.160_b107) 2017; 10
Askarzadeh (10.1016/j.egyr.2022.05.160_b10) 2012; 86
Askarzadeh (10.1016/j.egyr.2022.05.160_b11) 2013; 102
Sheng (10.1016/j.egyr.2022.05.160_b124) 2019; 12
Tivanov (10.1016/j.egyr.2022.05.160_b131) 2005; 87
Yousri (10.1016/j.egyr.2022.05.160_b153) 2020; 195
Abbassi (10.1016/j.egyr.2022.05.160_b1) 2019; 179
Jiao (10.1016/j.egyr.2022.05.160_b64) 2020; 203
Li (10.1016/j.egyr.2022.05.160_b79) 2020; 111
Pires Deotti (10.1016/j.egyr.2022.05.160_b112) 2019
Khursheed (10.1016/j.egyr.2022.05.160_b74) 2019
Khan (10.1016/j.egyr.2022.05.160_b71) 2021; 10
Celik (10.1016/j.egyr.2022.05.160_b21) 2007; 84
Pierezan (10.1016/j.egyr.2022.05.160_b111) 2018
Kebir (10.1016/j.egyr.2022.05.160_b70) 2015
Mirjalili (10.1016/j.egyr.2022.05.160_b101) 2014; 69
Krishnakumar (10.1016/j.egyr.2022.05.160_b75) 2013
Srinivas (10.1016/j.egyr.2022.05.160_b127) 1994; 24
Aberle (10.1016/j.egyr.2022.05.160_b3) 1993
Chen (10.1016/j.egyr.2022.05.160_b29) 2018; 212
Xiong (10.1016/j.egyr.2022.05.160_b141) 2018; 8
Younis (10.1016/j.egyr.2022.05.160_b151) 2021; 220
Yesilbudak (10.1016/j.egyr.2022.05.160_b150) 2021; 14
Humada (10.1016/j.egyr.2022.05.160_b59) 2016; 56
Muangkote (10.1016/j.egyr.2022.05.160_b103) 2019; 134
Bastidas-Rodriguez (10.1016/j.egyr.2022.05.160_b13) 2017; 131
Kumar (10.1016/j.egyr.2022.05.160_b77) 2020; 223
Saremi (10.1016/j.egyr.2022.05.160_b121) 2017; 105
Binitha (10.1016/j.egyr.2022.05.160_b19) 2012; 2
Mirjalili (10.1016/j.egyr.2022.05.160_b97) 2015; 83
Passino (10.1016/j.egyr.2022.05.160_b110) 2002; 22
Arons (10.1016/j.egyr.2022.05.160_b7) 1965; 33
Younis (10.1016/j.egyr.2022.05.160_b152) 2018; 12
Ebrahimi (10.1016/j.egyr.2022.05.160_b42) 2019; 179
Karaboga (10.1016/j.egyr.2022.05.160_b69) 2005
Jordehi (10.1016/j.egyr.2022.05.160_b65) 2016; 129
Chegaar (10.1016/j.egyr.2022.05.160_b26) 2004; 75
Ben Messaoud (10.1016/j.egyr.2022.05.160_b16) 2020; 2
Heidari (10.1016/j.egyr.2022.05.160_b56) 2019; 97
Pan (10.1016/j.egyr.2022.05.160_b109) 2021; 242
Miller (10.1016/j.egyr.2022.05.160_b96) 1996; 9
Cheng (10.1016/j.egyr.2022.05.160_b32) 2014; 139
Kang (10.1016/j.egyr.2022.05.160_b67) 2018; 11
Liu (10.1016/j.egyr.2022.05.160_b85) 2021; 234
Batzelis (10.1016/j.egyr.2022.05.160_b14) 2019; 12
Zagrouba (10.1016/j.egyr.2022.05.160_b154) 2010; 84
Deotti (10.1016/j.egyr.2022.05.160_b38) 2020; 221
Li (10.1016/j.egyr.2022.05.160_b80) 2021; 141
Haouari-Merbah (10.1016/j.egyr.2022.05.160_b55) 2005; 87
Louzazni (10.1016/j.egyr.2022.05.160_b91) 2018; 8
Ikegami (10.1016/j.egyr.2022.05.160_b61) 2001; 67
Wolpert (10.1016/j.egyr.2022.05.160_b137) 1997; 1
Bowden (10.1016/j.egyr.2022.05.160_b20) 2001
Fathy (10.1016/j.egyr.2022.05.160_b48) 2020; 105
Khan (10.1016/j.egyr.2022.05.160_b72) 2014; 133
Araujo (10.1016/j.egyr.2022.05.160_b5) 1982; 29
Askarzadeh (10.1016/j.egyr.2022.05.160_b9) 2015; 89
Merchaoui (10.1016/j.egyr.2022.05.160_b95) 2018; 175
Easwarakhanthan (10.1016/j.egyr.2022.05.160_b41) 1986; 4
Hannah (10.1016/j.egyr.2022.05.160_b54) 2015
Ortiz-Conde (10.1016/j.egyr.2022.05.160_b108) 2006; 90
Kumar (10.1016/j.egyr.2022.05.160_b76) 2012; 2
Diab (10.1016/j.egyr.2022.05.160_b39) 2020; 8
Chan (10.1016/j.egyr.2022.05.160_b23) 1986; 29
Kang (10.1016/j.egyr.2022.05.160_b68) 2019
Ridha (10.1016/j.egyr.2022.05.160_b119) 2020; 209
Sharma (10.1016/j.egyr.2022.05.160_b123) 2012; 16
Jia (10.1016/j.egyr.2022.05.160_b63) 1988; 25
Mirjalili (10.1016/j.egyr.2022.05.160_b99) 2019
Lo Brano (10.1016/j.egyr.2022.05.160_b87) 2010; 94
Yang (10.1016/j.egyr.2022.05.160_b147) 2009
Polman (10.1016/j.egyr.2022.05.160_b113) 1986; 17
Nayak (10.1016/j.egyr.2022.05.160_b104) 2019; 30
Luu (10.1016/j.egyr.2022.05.160_b92) 2020; 203
Razali (10.1016/j.egyr.2022.05.160_b117) 2011; vol. 2
Wang (10.1016/j.egyr.2022.05.160_b135) 2021; 23
Chen (10.1016/j.egyr.2022.05.160_b30) 2019; 180
Chegaar (10.1016/j.egyr.2022.05.160_b25) 2006; 50
Pranith (10.1016/j.egyr.2022.05.160_b114) 2015
Garrido-Alzar (10.1016/j.egyr.2022.05.160_b49) 1997; 10
Oliva (10.1016/j.egyr.2022.05.160_b106) 2017; 200
Storn (10.1016/j.egyr.2022.05.160_b128) 1997; 11
Elaziz (10.1016/j.egyr.2022.05.160_b45) 2018; 171
Tsai (10.1016/j.egyr.2022.05.160_b132) 2010; 84
Abbassi (10.1016/j.egyr.2022.05.160_b2) 2018; 90
(10.1016/j.egyr.2022.05.160_b36) 2021
Yang (10.1016/j.egyr.2022.05.160_b148) 2013; 18
Xu (10.1016/j.egyr.2022.05.160_b143) 2021
Chen (10.1016/j.egyr.2022.05.160_b28) 2020; 244
Venkata Rao (10.1016/j.egyr.2022.05.160_b134) 2016; 7
Long (10.1016/j.egyr.2022.05.160_b88) 2020; 203
Ibrahim (10.1016/j.egyr.2022.05.160_b60) 2017; 134
Ben Messaoud (10.1016/j.egyr.2022.05.160_b17) 2020; 6
Lo Brano (10.1016/j.egyr.2022.05.160_b86) 2013; 111
Zhang (10.1016/j.egyr.2022.05.160_b155) 2021; 211
Goldberg (10.1016/j.egyr.2022.05.160_b51) 1990; 4
Ma (10.1016/j.egyr.2022.05.160_b94) 2016; 40
Kumari (10.1016/j.egyr.2022.05.160_b78) 2017; 117
Yang (10.1016/j.egyr.2022.05.160_b145) 2010
Chin (10.1016/j.egyr.2022.05.160_b33) 2019; 194
Ma (10.1016/j.egyr.2022.05.160_b93) 2016; 132
Askarzadeh (10.1016/j.egyr.2022.05.160_b8) 2014; 19
Chan (10.1016/j.egyr.2022.05.160_b22) 1987; 34
Xu (10.1016/j.egyr.2022.05.160_b144) 2017; 144
Chu (10.1016/j.egyr.2022.05.160_b34) 2007; 3
El-Adawi (10.1016/j.egyr.2022.05.160_b43) 2001; 64
Xiong (10.1016/j.egyr.2022.05.160_b142) 2018; 176
Wolf (10.1016/j.egyr.2022.05.160_b136) 1977; 24
Guo (10.1016/j.egyr.2022.05.160_b52) 2016; 108
Hsieh (10.1016/j.egyr.2022.05.160_b57) 2020; 9
Yang (10.1016/j.egyr.2022.05.160_b146) 2010; 284
Chen (10.1016/j.egyr.2022.05.160_b31) 2016; 99
Liang (10.1016/j.egyr.2022.05.160_b81) 2019
Arcipiani (10.1016/j.egyr.2022.05.160_b6) 1985; 20
Kaminski (10.1016/j.egyr.2022.05.160_b66) 1999; 43
Louzazni (10.1016/j.egyr.2022.05.160_b90) 2016
Mirjalili (10.1016/j.egyr.2022.05.160_b98) 2015; 89
Ahmed (10.1016/j.egyr.2022.05.160_b4) 2021; 61
Deep (10.1016/j.egyr.2022.05.160_b37) 2007; 188
Liu (10.1016/j.egyr.2022.05.160_b84) 2020; 223
Saloux (10.1016/j.egyr.2022.05.160_b120) 2011; 85
Jamadi (10.1016/j.egyr.2022.05.160_b62) 2016; 7
Mokeddem (10.1016/j.egyr.2022.05.160_b102) 2021; 16
Rezaee Jordehi (10.1016/j.egyr.2022.05.160_b118) 2018; 159
Tamrakar (10.1016/j.egyr.2022.05.160_b130) 2015; 3
Semenkin (10.1016/j.egyr.2022.05.160_b122) 2012; vol. 7331
Ghalia (10.1016/j.egyr.2022.05.160_b50) 2008
Priyanka (10.1016/j.egyr.2022.05.160_b115) 2007; 91
References_xml – volume: 85
  start-page: 713
  year: 2011
  end-page: 722
  ident: b120
  article-title: Explicit model of photovoltaic panels to determine voltages and currents at the maximum power point
  publication-title: Sol. Energy
– volume: 176
  start-page: 742
  year: 2018
  end-page: 761
  ident: b142
  article-title: Parameter extraction of solar photovoltaic models by means of a hybrid differential evolution with whale optimization algorithm
  publication-title: Sol. Energy
– volume: 29
  start-page: 1511
  year: 1982
  end-page: 1513
  ident: b5
  article-title: A new method for experimental determination of the series resistance of a solar cell
  publication-title: IEEE Trans. Electron Devices
– volume: 223
  year: 2020
  ident: b77
  article-title: A new stochastic slime mould optimization algorithm for the estimation of solar photovoltaic cell parameters
  publication-title: Optik (Stuttg.)
– volume: 7
  start-page: 504
  year: 2016
  end-page: 512
  ident: b15
  article-title: A method for the analytical extraction of the single-diode PV model parameters
  publication-title: IEEE Trans. Sustain. Energy
– volume: 4
  start-page: 1
  year: 1986
  end-page: 12
  ident: b41
  article-title: Nonlinear minimization algorithm for determining the solar cell parameters with microcomputers
  publication-title: Int. J. Sol. Energy
– volume: 391
  start-page: 2193
  year: 2012
  end-page: 2196
  ident: b83
  article-title: Roulette-wheel selection via stochastic acceptance
  publication-title: Physica A
– volume: 8
  year: 2018
  ident: b141
  article-title: Application of symbiotic organisms search algorithm for parameter extraction of solar cell models
  publication-title: Appl. Sci.
– start-page: 133
  year: 1993
  end-page: 139
  ident: b3
  article-title: New method for accurate measurements of the lumped series resistance of solar cells
  publication-title: Conf. Rec. IEEE Photovolt. Spec. Conf.
– volume: 110
  start-page: 1
  year: 2011
  end-page: 7
  ident: b156
  article-title: A simple and efficient solar cell parameter extraction method from a single current–voltage curve
  publication-title: J. Appl. Phys.
– volume: 8
  start-page: 1
  year: 2018
  end-page: 22
  ident: b91
  article-title: Metaheuristic algorithm for photovoltaic parameters: Comparative study and prediction with a firefly algorithm
  publication-title: Appl. Sci.
– volume: 19
  start-page: 1213
  year: 2014
  end-page: 1228
  ident: b8
  article-title: Bird mating optimizer: An optimization algorithm inspired by bird mating strategies
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
– volume: 220
  year: 2021
  ident: b151
  article-title: Modeling of dust soiling effects on solar photovoltaic performance: A review
  publication-title: Sol. Energy
– volume: 56
  start-page: 494
  year: 2016
  end-page: 509
  ident: b59
  article-title: Solar cell parameters extraction based on single and double-diode models: A review
  publication-title: Renew. Sustain Energy Rev.
– volume: 40
  start-page: 343
  year: 2016
  end-page: 352
  ident: b94
  article-title: Parameter estimation of photovoltaic model via parallel particle swarm optimization algorithm
  publication-title: Int. J. Energy Res.
– volume: 71
  start-page: 115
  year: 2013
  end-page: 119
  ident: b73
  article-title: Actual performance and characteristic of a grid connected photovoltaic power system in the tropics: A short term evaluation
  publication-title: Energy Convers. Manage.
– volume: 14
  year: 2021
  ident: b150
  article-title: Parameter extraction of photovoltaic cells and modules using grey wolf optimizer with dimension learning-based hunting search strategy
  publication-title: Energies
– volume: 84
  start-page: 1
  year: 2007
  end-page: 15
  ident: b21
  article-title: Modelling and experimental verification of the operating current of mono-crystalline photovoltaic modules using four- and five-parameter models
  publication-title: Appl. Energy
– year: 2001
  ident: b20
  article-title: Rapid and accurate determination of series resistance and fill factor losses in industrial silicon and solar cells
  publication-title: 17th Eur. Photovolt. Sol. Energy Conf.
– volume: 132
  start-page: 606
  year: 2016
  end-page: 616
  ident: b93
  article-title: Comparative performance on photovoltaic model parameter identification via bio-inspired algorithms
  publication-title: Sol. Energy
– volume: 2
  start-page: 2231
  year: 2012
  end-page: 2307
  ident: b19
  article-title: A survey of bio inspired optimization algorithms
  publication-title: Int. J. Soft Comput. Eng.
– start-page: 55
  year: 2007
  end-page: 62
  ident: b58
  article-title: An efficient genetic algorithm with uniform crossover for the multi-objective airport gate assignment problem
  publication-title: IEEE Congr. Evol. Comput. CEC 2007
– start-page: 72
  year: 2015
  end-page: 76
  ident: b114
  article-title: Modeling and parameter extraction methods of PV modules-Review
  publication-title: 2015 Int. Conf. Recent Dev. Control. Autom. Power Eng. RDCAPE 2015
– reference: Tsutsui, S., Yamamura, M., Higuchi, T., 1999. Multi-parent recombination with simplex crossover in real coded genetic algorithms. In: Proc. 1999 Genet. Evol. Comput. Conf. pp. 657–664.
– volume: 22
  start-page: 52
  year: 2002
  end-page: 67
  ident: b110
  article-title: Biomimicry of bacterial foraging for distributed optimization and control
  publication-title: IEEE Control Syst.
– volume: 9
  start-page: 193
  year: 1996
  end-page: 212
  ident: b96
  article-title: Genetic algorithms, tournament selection, and the effects of noise
  publication-title: Complex Systems
– volume: 40
  start-page: 517
  year: 2017
  end-page: 524
  ident: b53
  article-title: Parameters identification of photovoltaic solar cells and module using the genetic algorithm with convex combination crossover
  publication-title: Int. J. Ambient Energy
– volume: 87
  start-page: 225
  year: 2005
  end-page: 233
  ident: b55
  article-title: Extraction and analysis of solar cell parameters from the illuminated current–voltage curve
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: 2021
  year: 2021
  ident: b125
  article-title: Enhanced success history adaptive de for parameter optimization of photovoltaic models
  publication-title: Complexity
– start-page: 239
  year: 2021
  end-page: 244
  ident: b143
  article-title: Parameter identification of solar cell model based on improved artificial bee colony algorithm
  publication-title: 13th Int. Conf. Adv. Comput. Intell.
– volume: 175
  start-page: 151
  year: 2018
  end-page: 163
  ident: b95
  article-title: Particle swarm optimisation with adaptive mutation strategy for photovoltaic solar cell/module parameter extraction
  publication-title: Energy Convers. Manage.
– volume: 12
  year: 2019
  ident: b124
  article-title: Parameters extraction of photovoltaic models using an improved moth-flame optimization
  publication-title: Energies
– volume: 10
  start-page: 3124
  year: 2008
  end-page: 3130
  ident: b35
  article-title: Results on series and shunt resistances in a c-si PV cell. Comparison using existing methods and a new one
  publication-title: J. Optoelectron. Adv. Mater.
– volume: 111
  start-page: 300
  year: 2020
  end-page: 323
  ident: b79
  article-title: Slime mould algorithm: A new method for stochastic optimization
  publication-title: Future Gener. Comput. Syst.
– volume: 135
  start-page: 463
  year: 2017
  end-page: 476
  ident: b116
  article-title: A new hybrid bee pollinator flower pollination algorithm for solar PV parameter estimation
  publication-title: Energy Convers. Manage.
– volume: 211
  year: 2021
  ident: b155
  article-title: Orthogonal Nelder–Mead moth flame method for parameters identification of photovoltaic modules
  publication-title: Energy Convers. Manage.
– volume: 129
  start-page: 262
  year: 2016
  end-page: 274
  ident: b65
  article-title: Time varying acceleration coefficients particle swarm optimisation (TVACPSO): A new optimisation algorithm for estimating parameters of PV cells and modules
  publication-title: Energy Convers. Manage.
– volume: 194
  start-page: 656
  year: 2019
  end-page: 670
  ident: b33
  article-title: Coyote optimization algorithm for the parameter extraction of photovoltaic cells
  publication-title: Sol. Energy
– year: 2010
  ident: b145
  article-title: Nature-Inspired Metaheuristic Algorithms
– year: 2013
  ident: b75
  article-title: Bacterial foraging algorithm based parameter estimation of solar PV model
  publication-title: 2013 Annu Int Conf Emerg Res Areas, AICERA 2013 2013 Int Conf Microelectron Commun Renew Energy, ICMiCR 2013 - Proc 2013
– volume: 97
  start-page: 823
  year: 2016
  end-page: 837
  ident: b27
  article-title: Parameter extraction of solar cell models based on adaptive differential evolution algorithm
  publication-title: Renew. Energy
– volume: 200
  start-page: 141
  year: 2017
  end-page: 154
  ident: b106
  article-title: Parameter estimation of photovoltaic cells using an improved chaotic whale optimization algorithm
  publication-title: Appl. Energy
– volume: 3
  start-page: 163
  year: 2007
  end-page: 173
  ident: b34
  article-title: Computational intelligence based on the behavior of cats
  publication-title: Int. J. Innov. Comput. Inf. Control
– volume: 91
  start-page: 137
  year: 2007
  end-page: 142
  ident: b115
  article-title: A new method of determination of series and shunt resistances of silicon solar cells
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: 105
  start-page: 30
  year: 2017
  end-page: 47
  ident: b121
  article-title: Grasshopper optimisation algorithm: theory and application
  publication-title: Adv. Eng. Softw.
– volume: 179
  start-page: 362
  year: 2019
  end-page: 372
  ident: b1
  article-title: An efficient salp swarm-inspired algorithm for parameters identification of photovoltaic cell models
  publication-title: Energy Convers. Manage.
– start-page: 1
  year: 2015
  end-page: 20
  ident: b54
  article-title: Stochastic optimization
  publication-title: Int. Encycl. Soc. Behav. Sci.
– volume: 9
  start-page: 381
  year: 2018
  end-page: 389
  ident: b129
  article-title: Bacterial foraging optimization approach to parameter extraction of a photovoltaic module
  publication-title: IEEE Trans. Sustain. Energy
– volume: 90
  start-page: 453
  year: 2018
  end-page: 474
  ident: b2
  article-title: Identification of unknown parameters of solar cell models : A comprehensive overview of available approaches
  publication-title: Renew. Sustain. Energy Rev.
– volume: 212
  start-page: 1578
  year: 2018
  end-page: 1588
  ident: b29
  article-title: Teaching–learning–based artificial bee colony for solar photovoltaic parameter estimation
  publication-title: Appl. Energy
– start-page: 43
  year: 2019
  end-page: 55
  ident: b99
  article-title: Genetic algorithm
  publication-title: Evol. Algorithms Neural Networks, Vol. 780
– volume: 10
  start-page: 1
  year: 2017
  end-page: 19
  ident: b107
  article-title: A chaotic improved artificial bee colony for parameter estimation of photovoltaic cells
  publication-title: Energies
– volume: 34
  start-page: 286
  year: 1987
  end-page: 293
  ident: b22
  article-title: Analytical methods for the extraction of solar-cell single-and double-diode model parameters from I-V characteristics
  publication-title: IEEE Trans. Electron Devices
– volume: 133
  start-page: 356
  year: 2014
  end-page: 362
  ident: b72
  article-title: Intensity dependency of photovoltaic cell parameters under high illumination conditions: An analysis
  publication-title: Appl. Energy
– volume: 99
  start-page: 170
  year: 2016
  end-page: 180
  ident: b31
  article-title: Parameters identification of solar cell models using generalized oppositional teaching learning based optimization
  publication-title: Energy
– volume: 223
  year: 2020
  ident: b84
  article-title: Horizontal and vertical crossover of harris hawk optimizer with nelder–mead simplex for parameter estimation of photovoltaic models
  publication-title: Energy Convers. Manage.
– start-page: 1
  year: 2018
  end-page: 8
  ident: b111
  article-title: Coyote optimization algorithm: a new metaheuristic for global optimization problems
  publication-title: 2018 IEEE Congr. Evol. Comput. CEC 2018 - Proc.
– volume: 203
  year: 2020
  ident: b64
  article-title: Orthogonally adapted harris hawks optimization for parameter estimation of photovoltaic models
  publication-title: Energy
– volume: 69
  start-page: 46
  year: 2014
  end-page: 61
  ident: b101
  article-title: Grey wolf optimizer
  publication-title: Adv. Eng. Softw.
– volume: 134
  start-page: 1129
  year: 2019
  end-page: 1147
  ident: b103
  article-title: An advanced onlooker-ranking-based adaptive differential evolution to extract the parameters of solar cell models
  publication-title: Renew. Energy
– start-page: 1
  year: 2019
  end-page: 6
  ident: b74
  article-title: A review of estimating solar photovoltaic cell parameters
  publication-title: 2nd Int. Conf. Comput. Math. Eng. Technol.
– volume: 94
  start-page: 1358
  year: 2010
  end-page: 1370
  ident: b87
  article-title: An improved five-parameter model for photovoltaic modules
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: 24
  start-page: 656
  year: 1994
  end-page: 667
  ident: b127
  article-title: Adaptive probabilities of crossover and mutation in genetic algorithms
  publication-title: IEEE Trans. Syst. Man Cybern.
– volume: 4
  start-page: 445
  year: 1990
  end-page: 460
  ident: b51
  article-title: A note on Boltzmann tournament selection for genetic algorithms and population-oriented simulated annealing
  publication-title: Complex Systems
– volume: 1
  start-page: 960
  year: 2013
  end-page: 970
  ident: b126
  article-title: Metaheuristics
  publication-title: Oper. Res. Manag. Sci.
– volume: 130
  start-page: 442
  year: 2014
  end-page: 455
  ident: b46
  article-title: Novel seven-parameter model for photovoltaic modules
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: 83
  start-page: 80
  year: 2015
  end-page: 98
  ident: b97
  article-title: The ant lion optimizer
  publication-title: Adv. Eng. Softw.
– volume: 242
  year: 2021
  ident: b109
  article-title: Parameters identification of photovoltaic cells using improved version of the chaotic grey wolf optimizer
  publication-title: Optik (Stuttg.)
– volume: 111
  start-page: 894
  year: 2013
  end-page: 903
  ident: b86
  article-title: An efficient analytical approach for obtaining a five parameters model of photovoltaic modules using only reference data
  publication-title: Appl. Energy
– volume: 32
  start-page: 802
  year: 2018
  end-page: 821
  ident: b24
  article-title: Levy flights in metaheuristics optimization algorithms–a review
  publication-title: Appl. Artif. Intell.
– year: 2005
  ident: b69
  article-title: An idea based on honey bee swarm for numerical optimization
– volume: 16
  start-page: 1399
  year: 2012
  end-page: 1411
  ident: b123
  article-title: Stochastic techniques used for optimization in solar systems: a review
  publication-title: Renew. Sustain. Energy Rev.
– volume: 7
  start-page: 13
  year: 2016
  end-page: 25
  ident: b62
  article-title: Very accurate parameter estimation of single- and double-diode solar cell models using a modified artificial bee colony algorithm
  publication-title: Int. J. Energy Environ. Eng.
– start-page: 442
  year: 2016
  end-page: 449
  ident: b18
  article-title: PV module parameters extraction with maximum power point estimation based on flower pollination algorithm
  publication-title: IEEE Int. Power Electron. Motion Control Conf. PEMC 2016
– volume: 203
  year: 2020
  ident: b92
  article-title: Parameters extraction of solar cells using modified JAYA algorithm
  publication-title: Optik (Stuttg.)
– volume: 20
  start-page: 269
  year: 1985
  end-page: 272
  ident: b6
  article-title: Generalization of the area method for the determination of the parameters of a non-ideal solar cell
  publication-title: Rev. Phys. Appl.
– volume: 9
  start-page: 1
  year: 2020
  end-page: 34
  ident: b57
  article-title: A comparative study of several metaheuristic algorithms to optimize monetary incentive in ridesharing systems
  publication-title: Int. J. Geo-Inf.
– volume: 6
  start-page: 350
  year: 2020
  end-page: 357
  ident: b17
  article-title: Extraction of uncertain parameters of single-diode model of a photovoltaic panel using simulated annealing optimization
  publication-title: Energy Rep.
– volume: 75
  start-page: 367
  year: 2004
  end-page: 372
  ident: b26
  article-title: Extracting dc parameters of solar cells under illumination
  publication-title: Vacuum
– start-page: 911
  year: 2019
  end-page: 916
  ident: b68
  article-title: Novel cuckoo search algorithm with quasi-oppositional population initialization strategy for solar cell parameters identification
  publication-title: Proc. World Congr. Intell. Control Autom., Vol. 2018- July
– volume: 2
  start-page: 365
  year: 2012
  end-page: 370
  ident: b76
  article-title: Blending roulette wheel selection & rank selection in genetic algorithms
  publication-title: Int. J. Mach. Learn. Comput.
– volume: 3
  start-page: 55
  year: 2015
  end-page: 60
  ident: b130
  article-title: A review: extraction of solar cell modelling parameters
  publication-title: Int. J. Innov. Res. Electr. Electron. Instrum. Control Eng.
– volume: 95
  start-page: 51
  year: 2016
  end-page: 67
  ident: b100
  article-title: The whale optimization algorithm
  publication-title: Adv. Eng. Softw.
– volume: 8
  start-page: 111102
  year: 2020
  end-page: 111140
  ident: b39
  article-title: Coyote optimization algorithm for parameters estimation of various models of solar cells and PV modules
  publication-title: IEEE Access
– volume: 25
  start-page: 311
  year: 1988
  end-page: 318
  ident: b63
  article-title: A novel approach for evaluating the series resistance of solar cells
  publication-title: Sol. Cells
– volume: 86
  start-page: 3241
  year: 2012
  end-page: 3249
  ident: b10
  article-title: Parameter identification for solar cell models using harmony search-based algorithms
  publication-title: Sol. Energy
– volume: 64
  start-page: 33
  year: 2001
  end-page: 36
  ident: b43
  article-title: A method to determine the solar cell series resistance from a single I-V. Characteristic curve considering its shunt resistance - New approach
  publication-title: Vacuum
– volume: 105
  start-page: 86
  year: 2020
  end-page: 97
  ident: b48
  article-title: Robust electrical parameter extraction methodology based on interior search optimization algorithm applied to supercapacitor
  publication-title: ISA Trans.
– volume: 203
  year: 2020
  ident: b88
  article-title: A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models
  publication-title: Energy Convers. Manage.
– volume: 195
  year: 2020
  ident: b153
  article-title: Fractional chaotic ensemble particle swarm optimizer for identifying the single, double, and three diode photovoltaic models’ parameters
  publication-title: Energy
– start-page: 591
  year: 2016
  end-page: 596
  ident: b90
  article-title: Parameter estimation of photovoltaic module using bio-inspired firefly algorithm
  publication-title: Int Renew Sustain Energy Conf IRSEC 2016
– volume: 102
  start-page: 943
  year: 2013
  end-page: 949
  ident: b11
  article-title: Artificial bee swarm optimization algorithm for parameters identification of solar cell models
  publication-title: Appl. Energy
– volume: 29
  start-page: 329
  year: 1986
  end-page: 337
  ident: b23
  article-title: A comparative study of extraction methods for solar cell model parameters
  publication-title: Solid State Electron.
– year: 2019
  ident: b112
  article-title: Parameter extraction of one-diode photovoltaic model using Lévy flight directional bat algorithm
  publication-title: 2019 IEEE PES Conf Innov Smart Grid Technol ISGT Lat Am 2019
– volume: 10
  start-page: 125
  year: 1997
  end-page: 128
  ident: b49
  article-title: Algorithm for extraction of solar cell parameters from I-V curve using double exponential model
  publication-title: Renew. Energy
– volume: 12
  start-page: 44
  year: 2018
  end-page: 56
  ident: b152
  article-title: Characterization of photovoltaic modules under arid environments
  publication-title: J. Energy Power Eng.
– volume: 159
  start-page: 78
  year: 2018
  end-page: 87
  ident: b118
  article-title: Enhanced leader particle swarm optimisation (ELPSO): An efficient algorithm for parameter estimation of photovoltaic (PV) cells and modules
  publication-title: Sol. Energy
– volume: 67
  start-page: 389
  year: 2001
  end-page: 395
  ident: b61
  article-title: Estimation of equivalent circuit parameters of PV module and its application to optimal operation of PV system
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: vol. 7331
  start-page: 414
  year: 2012
  end-page: 421
  ident: b122
  article-title: Self-configuring genetic algorithm with modified uniform crossover operator
  publication-title: Int. Conf. Swarm Intell.
– volume: 119
  start-page: 83
  year: 2015
  end-page: 99
  ident: b40
  article-title: Comparison of different physical models for PV power output prediction
  publication-title: Sol. Energy
– year: 2019
  ident: b81
  article-title: Classified perturbation mutation based particle swarm optimization algorithm for parameters extraction of photovoltaic models
  publication-title: Energy Convers. Manage.
– volume: 11
  year: 2018
  ident: b67
  article-title: A novel improved cuckoo search algorithm for parameter estimation of photovoltaic (PV) models
  publication-title: Energies
– volume: 30
  start-page: 1
  year: 2019
  end-page: 12
  ident: b104
  article-title: Parameter estimation of single diode PV module based on GWO algorithm
  publication-title: Renew. Energy Focus
– volume: 12
  start-page: 14
  year: 2019
  end-page: 28
  ident: b14
  article-title: Non-iterative methods for the extraction of the single-diode model parameters of photovoltaic modules : a review and comparative assessment
  publication-title: Energies
– start-page: 0
  year: 2018
  end-page: 8
  ident: b138
  article-title: Parameters extraction of single diode model of photovoltaic cell using improved firefly algorithm
  publication-title: 17th Int. Conf. Sustain. Energy Technol.
– volume: 89
  start-page: 228
  year: 2015
  end-page: 249
  ident: b98
  article-title: Moth-flame optimization algorithm: A novel nature-inspired heuristic paradigm
  publication-title: Knowl.-Based Syst.
– volume: 61
  start-page: 1249
  year: 2021
  end-page: 1263
  ident: b4
  article-title: Fractional order darwinian particle swarm optimization for parameters identification of solar PV cells and modules
  publication-title: Alexandria Eng. J.
– volume: 134
  start-page: 69
  year: 2017
  end-page: 78
  ident: b60
  article-title: Evaluation of analytical methods for parameter extraction of PV modules
  publication-title: Energy Procedia
– volume: 180
  start-page: 192
  year: 2019
  end-page: 206
  ident: b30
  article-title: Hybridizing cuckoo search algorithm with biogeography-based optimization for estimating photovoltaic model parameters
  publication-title: Sol. Energy
– volume: 151
  start-page: 107
  year: 2017
  end-page: 115
  ident: b139
  article-title: Parameter identification of photovoltaic cell model based on improved ant lion optimizer
  publication-title: Energy Convers. Manage.
– volume: 24
  start-page: 419
  year: 1977
  end-page: 428
  ident: b136
  article-title: Investigation of the double exponential in the current–voltage characteristics of silicon solar cells
  publication-title: IEEE Trans. Electron Devices
– volume: 131
  start-page: 38
  year: 2017
  end-page: 54
  ident: b13
  article-title: A genetic algorithm for identifying the single diode model parameters of a photovoltaic panel
  publication-title: Math. Comput. Simulation
– volume: 244
  year: 2020
  ident: b28
  article-title: Parameters identification of photovoltaic cells and modules using diversification-enriched Harris hawks optimization with chaotic drifts
  publication-title: J. Clean. Prod.
– volume: 87
  start-page: 457
  year: 2005
  end-page: 465
  ident: b131
  article-title: Determination of solar cell parameters from its current–voltage and spectral characteristics
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: 39
  start-page: 150
  year: 2016
  end-page: 157
  ident: b12
  article-title: Bacterial foraging algorithm guided by particle swarm optimization for parameter identification of photovoltaic modules
  publication-title: Can. J. Electr. Comput. Eng.
– volume: 84
  start-page: 860
  year: 2010
  end-page: 866
  ident: b154
  article-title: Identification of PV solar cells and modules parameters using the genetic algorithms: Application to maximum power extraction
  publication-title: Sol. Energy
– volume: 179
  start-page: 358
  year: 2019
  end-page: 372
  ident: b42
  article-title: Parameters identification of PV solar cells and modules using flexible particle swarm optimization algorithm
  publication-title: Energy
– volume: 97
  start-page: 849
  year: 2019
  end-page: 872
  ident: b56
  article-title: Harris hawks optimization: algorithm and applications
  publication-title: Future Gener. Comput. Syst.
– volume: 144
  start-page: 53
  year: 2017
  end-page: 68
  ident: b144
  article-title: Parameter estimation of photovoltaic modules using a hybrid flower pollination algorithm
  publication-title: Energy Convers. Manage.
– volume: 7
  start-page: 19
  year: 2016
  end-page: 34
  ident: b134
  article-title: Jaya: A simple and new optimization algorithm for solving constrained and unconstrained optimization problems
  publication-title: Int. J. Ind. Eng. Comput.
– volume: 171
  start-page: 1843
  year: 2018
  end-page: 1859
  ident: b45
  article-title: Parameter estimation of solar cells diode models by an improved opposition-based whale optimization algorithm
  publication-title: Energy Convers. Manage.
– volume: 234
  year: 2021
  ident: b85
  article-title: Boosting slime mould algorithm for parameter identification of photovoltaic models
  publication-title: Energy
– start-page: 210
  year: 2009
  end-page: 214
  ident: b147
  article-title: Cuckoo search via levy flights
  publication-title: World Congr. Nat. Biol. Inspired Comput.
– volume: 50
  start-page: 1234
  year: 2006
  end-page: 1237
  ident: b25
  article-title: Simple parameter extraction method for illuminated solar cells
  publication-title: Solid State Electron.
– volume: 1
  start-page: 67
  year: 1997
  end-page: 82
  ident: b137
  article-title: No free lunch theorems for optimization
  publication-title: IEEE Trans. Evol. Comput.
– volume: 18
  start-page: 861
  year: 2013
  end-page: 868
  ident: b148
  article-title: Multi-objective flower algorithm for optimization
  publication-title: Procedia Comput. Sci.
– volume: 221
  year: 2020
  ident: b38
  article-title: Parameter extraction of photovoltaic models using an enhanced Lévy flight bat algorithm
  publication-title: Energy Convers. Manage.
– year: 2021
  ident: b47
  article-title: Particle swarm arrows animation.gif - Wikimedia commons
– volume: 108
  start-page: 520
  year: 2016
  end-page: 528
  ident: b52
  article-title: Parameter identification and sensitivity analysis of solar cell models with cat swarm optimization algorithm
  publication-title: Energy Convers. Manage.
– start-page: 93
  year: 1997
  end-page: 96
  ident: b105
  article-title: Theoretical analysis of the non-uniform mutation operator for the modified genetic algorithm
  publication-title: Proc. IEEE Conf. Evol. Comput. ICEC
– volume: 89
  start-page: 608
  year: 2015
  end-page: 614
  ident: b9
  article-title: Determination of photovoltaic modules parameters at different operating conditions using a novel bird mating optimizer approach
  publication-title: Energy Convers. Manage.
– volume: 117
  start-page: 432
  year: 2017
  end-page: 441
  ident: b78
  article-title: Adaptive genetic algorithm based multi-objective optimization for photovoltaic cell design parameter extraction
  publication-title: Energy Procedia
– volume: 89
  year: 2020
  ident: b89
  article-title: Refraction-learning-based whale optimization algorithm for high-dimensional problems and parameter estimation of PV model
  publication-title: Eng. Appl. Artif. Intell.
– volume: 16
  start-page: 171
  year: 2021
  end-page: 179
  ident: b102
  article-title: Parameter extraction of solar photovoltaic models using enhanced Levy flight based grasshopper optimization algorithm
  publication-title: J. Electr. Eng. Technol.
– year: 2015
  ident: b70
  article-title: An overview of solar cells parameters extraction methods
– volume: 7
  start-page: 875
  year: 2021
  end-page: 887
  ident: b44
  article-title: Parameters identification of PV model using improved slime mould optimizer and Lambert W-function
  publication-title: Energy Rep.
– volume: 84
  start-page: 1318
  year: 2010
  end-page: 1326
  ident: b132
  article-title: Insolation-oriented model of photovoltaic module using matlab/simulink
  publication-title: Sol. Energy
– volume: vol. 2
  start-page: 1134
  year: 2011
  end-page: 1139
  ident: b117
  article-title: Genetic algorithm performance with different selection strategiesin solving TSP
  publication-title: Proc. World Congr. Eng. 2011
– volume: 141
  year: 2021
  ident: b80
  article-title: A comprehensive survey on meta-heuristic algorithms for parameter extraction of photovoltaic models
  publication-title: Renew. Sustain. Energy Rev.
– volume: 174
  start-page: 388
  year: 2018
  end-page: 405
  ident: b140
  article-title: Parameter extraction of solar photovoltaic models using an improved whale optimization algorithm
  publication-title: Energy Convers. Manage.
– year: 2021
  ident: b36
  article-title: Crossover (genetic algorithm) - Wikipedia
– volume: 33
  start-page: 367
  year: 1965
  end-page: 374
  ident: b7
  article-title: Einstein’s proposal of the photon concept – a translation of the Annalen der Physik paper of 1905
  publication-title: Amer. J. Phys.
– volume: 209
  year: 2020
  ident: b119
  article-title: Boosted mutation-based Harris hawks optimizer for parameters identification of single-diode solar cell models
  publication-title: Energy Convers. Manage.
– volume: 17
  start-page: 241
  year: 1986
  end-page: 251
  ident: b113
  article-title: A new method for the evaluation of solar cell parameters
  publication-title: Sol. Cells
– volume: 23
  start-page: 1
  year: 2021
  end-page: 40
  ident: b135
  article-title: A comparative study of common nature-inspired algorithms for continuous function optimization
  publication-title: Entropy
– volume: 208
  year: 2020
  ident: b149
  article-title: Comprehensive overview of meta-heuristic algorithm applications on PV cell parameter identification
  publication-title: Energy Convers. Manage.
– volume: 139
  start-page: 98
  year: 2014
  end-page: 112
  ident: b32
  article-title: Symbiotic organisms search: a new metaheuristic optimization algorithm
  publication-title: Comput. Struct.
– start-page: 759
  year: 2008
  end-page: 762
  ident: b50
  article-title: Particle swarm optimization with an improved exploration-exploitation balance
  publication-title: 51st Midwest Symp. Circuits Syst.
– volume: 43
  start-page: 741
  year: 1999
  end-page: 745
  ident: b66
  article-title: I-V methods to extract junction parameters with special emphasis on low series resistance
  publication-title: Solid State Electron.
– volume: 207
  start-page: 336
  year: 2020
  end-page: 346
  ident: b82
  article-title: Parameters estimation of solar photovoltaic models via a self-adaptive ensemble-based differential evolution
  publication-title: Sol. Energy
– volume: 90
  start-page: 352
  year: 2006
  end-page: 361
  ident: b108
  article-title: New method to extract the model parameters of solar cells from the explicit analytic solutions of their illuminated I-V characteristics
  publication-title: Sol. Energy Mater. Sol. Cells
– volume: 284
  start-page: 65
  year: 2010
  end-page: 74
  ident: b146
  article-title: A new metaheuristic Bat-inspired Algorithm
  publication-title: Stud. Comput. Intell.
– volume: 2
  start-page: 1
  year: 2020
  end-page: 8
  ident: b16
  article-title: Extraction of uncertain parameters of double-diode model of a photovoltaic panel using Ant Lion Optimization
  publication-title: SN Appl. Sci.
– volume: 188
  start-page: 895
  year: 2007
  end-page: 911
  ident: b37
  article-title: A new crossover operator for real coded genetic algorithms
  publication-title: Appl. Math. Comput.
– volume: 11
  start-page: 341
  year: 1997
  end-page: 359
  ident: b128
  article-title: Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces
  publication-title: J. Global Optim.
– volume: 10
  year: 2021
  ident: b71
  article-title: Chaos induced coyote algorithm (Cica) for extracting the parameters in a single, double, and three diode model of a mono-crystalline, polycrystalline, and a thin-film solar pv cell
  publication-title: Electron
– volume: 139
  start-page: 98
  year: 2014
  ident: 10.1016/j.egyr.2022.05.160_b32
  article-title: Symbiotic organisms search: a new metaheuristic optimization algorithm
  publication-title: Comput. Struct.
  doi: 10.1016/j.compstruc.2014.03.007
– volume: 130
  start-page: 442
  year: 2014
  ident: 10.1016/j.egyr.2022.05.160_b46
  article-title: Novel seven-parameter model for photovoltaic modules
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/j.solmat.2014.07.016
– volume: 203
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b92
  article-title: Parameters extraction of solar cells using modified JAYA algorithm
  publication-title: Optik (Stuttg.)
  doi: 10.1016/j.ijleo.2019.164034
– start-page: 759
  year: 2008
  ident: 10.1016/j.egyr.2022.05.160_b50
  article-title: Particle swarm optimization with an improved exploration-exploitation balance
– volume: vol. 2
  start-page: 1134
  year: 2011
  ident: 10.1016/j.egyr.2022.05.160_b117
  article-title: Genetic algorithm performance with different selection strategiesin solving TSP
– volume: 134
  start-page: 69
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b60
  article-title: Evaluation of analytical methods for parameter extraction of PV modules
  publication-title: Energy Procedia
  doi: 10.1016/j.egypro.2017.09.601
– start-page: 1
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b74
  article-title: A review of estimating solar photovoltaic cell parameters
– volume: 7
  start-page: 13
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b62
  article-title: Very accurate parameter estimation of single- and double-diode solar cell models using a modified artificial bee colony algorithm
  publication-title: Int. J. Energy Environ. Eng.
  doi: 10.1007/s40095-015-0198-5
– start-page: 0
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b138
  article-title: Parameters extraction of single diode model of photovoltaic cell using improved firefly algorithm
– volume: 176
  start-page: 742
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b142
  article-title: Parameter extraction of solar photovoltaic models by means of a hybrid differential evolution with whale optimization algorithm
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2018.10.050
– volume: 203
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b64
  article-title: Orthogonally adapted harris hawks optimization for parameter estimation of photovoltaic models
  publication-title: Energy
  doi: 10.1016/j.energy.2020.117804
– volume: 105
  start-page: 30
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b121
  article-title: Grasshopper optimisation algorithm: theory and application
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2017.01.004
– ident: 10.1016/j.egyr.2022.05.160_b133
– start-page: 55
  year: 2007
  ident: 10.1016/j.egyr.2022.05.160_b58
  article-title: An efficient genetic algorithm with uniform crossover for the multi-objective airport gate assignment problem
– volume: 56
  start-page: 494
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b59
  article-title: Solar cell parameters extraction based on single and double-diode models: A review
  publication-title: Renew. Sustain Energy Rev.
  doi: 10.1016/j.rser.2015.11.051
– year: 2005
  ident: 10.1016/j.egyr.2022.05.160_b69
– volume: 175
  start-page: 151
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b95
  article-title: Particle swarm optimisation with adaptive mutation strategy for photovoltaic solar cell/module parameter extraction
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2018.08.081
– volume: 135
  start-page: 463
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b116
  article-title: A new hybrid bee pollinator flower pollination algorithm for solar PV parameter estimation
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2016.12.082
– volume: 132
  start-page: 606
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b93
  article-title: Comparative performance on photovoltaic model parameter identification via bio-inspired algorithms
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2016.03.033
– volume: 18
  start-page: 861
  year: 2013
  ident: 10.1016/j.egyr.2022.05.160_b148
  article-title: Multi-objective flower algorithm for optimization
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2013.05.251
– volume: 83
  start-page: 80
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b97
  article-title: The ant lion optimizer
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2015.01.010
– year: 2013
  ident: 10.1016/j.egyr.2022.05.160_b75
  article-title: Bacterial foraging algorithm based parameter estimation of solar PV model
– volume: vol. 7331
  start-page: 414
  year: 2012
  ident: 10.1016/j.egyr.2022.05.160_b122
  article-title: Self-configuring genetic algorithm with modified uniform crossover operator
– volume: 22
  start-page: 52
  year: 2002
  ident: 10.1016/j.egyr.2022.05.160_b110
  article-title: Biomimicry of bacterial foraging for distributed optimization and control
  publication-title: IEEE Control Syst.
  doi: 10.1109/MCS.2002.1004010
– volume: 1
  start-page: 960
  year: 2013
  ident: 10.1016/j.egyr.2022.05.160_b126
  article-title: Metaheuristics
  publication-title: Oper. Res. Manag. Sci.
– volume: 75
  start-page: 367
  year: 2004
  ident: 10.1016/j.egyr.2022.05.160_b26
  article-title: Extracting dc parameters of solar cells under illumination
  publication-title: Vacuum
  doi: 10.1016/j.vacuum.2004.05.001
– start-page: 93
  year: 1997
  ident: 10.1016/j.egyr.2022.05.160_b105
  article-title: Theoretical analysis of the non-uniform mutation operator for the modified genetic algorithm
– start-page: 1
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b54
  article-title: Stochastic optimization
  publication-title: Int. Encycl. Soc. Behav. Sci.
– year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b70
– volume: 129
  start-page: 262
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b65
  article-title: Time varying acceleration coefficients particle swarm optimisation (TVACPSO): A new optimisation algorithm for estimating parameters of PV cells and modules
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2016.09.085
– volume: 10
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b71
  article-title: Chaos induced coyote algorithm (Cica) for extracting the parameters in a single, double, and three diode model of a mono-crystalline, polycrystalline, and a thin-film solar pv cell
  publication-title: Electron
– volume: 20
  start-page: 269
  year: 1985
  ident: 10.1016/j.egyr.2022.05.160_b6
  article-title: Generalization of the area method for the determination of the parameters of a non-ideal solar cell
  publication-title: Rev. Phys. Appl.
  doi: 10.1051/rphysap:01985002005026900
– volume: 7
  start-page: 19
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b134
  article-title: Jaya: A simple and new optimization algorithm for solving constrained and unconstrained optimization problems
  publication-title: Int. J. Ind. Eng. Comput.
– volume: 195
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b153
  article-title: Fractional chaotic ensemble particle swarm optimizer for identifying the single, double, and three diode photovoltaic models’ parameters
  publication-title: Energy
  doi: 10.1016/j.energy.2020.116979
– volume: 97
  start-page: 823
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b27
  article-title: Parameter extraction of solar cell models based on adaptive differential evolution algorithm
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2016.06.024
– volume: 200
  start-page: 141
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b106
  article-title: Parameter estimation of photovoltaic cells using an improved chaotic whale optimization algorithm
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2017.05.029
– volume: 24
  start-page: 419
  year: 1977
  ident: 10.1016/j.egyr.2022.05.160_b136
  article-title: Investigation of the double exponential in the current–voltage characteristics of silicon solar cells
  publication-title: IEEE Trans. Electron Devices
  doi: 10.1109/T-ED.1977.18750
– year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b36
– volume: 11
  start-page: 341
  year: 1997
  ident: 10.1016/j.egyr.2022.05.160_b128
  article-title: Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces
  publication-title: J. Global Optim.
  doi: 10.1023/A:1008202821328
– volume: 179
  start-page: 362
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b1
  article-title: An efficient salp swarm-inspired algorithm for parameters identification of photovoltaic cell models
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2018.10.069
– volume: 209
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b119
  article-title: Boosted mutation-based Harris hawks optimizer for parameters identification of single-diode solar cell models
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2020.112660
– volume: 179
  start-page: 358
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b42
  article-title: Parameters identification of PV solar cells and modules using flexible particle swarm optimization algorithm
  publication-title: Energy
  doi: 10.1016/j.energy.2019.04.218
– volume: 221
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b38
  article-title: Parameter extraction of photovoltaic models using an enhanced Lévy flight bat algorithm
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2020.113114
– volume: 8
  start-page: 111102
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b39
  article-title: Coyote optimization algorithm for parameters estimation of various models of solar cells and PV modules
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2020.3000770
– volume: 4
  start-page: 445
  year: 1990
  ident: 10.1016/j.egyr.2022.05.160_b51
  article-title: A note on Boltzmann tournament selection for genetic algorithms and population-oriented simulated annealing
  publication-title: Complex Systems
– volume: 39
  start-page: 150
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b12
  article-title: Bacterial foraging algorithm guided by particle swarm optimization for parameter identification of photovoltaic modules
  publication-title: Can. J. Electr. Comput. Eng.
  doi: 10.1109/CJECE.2016.2519763
– start-page: 133
  year: 1993
  ident: 10.1016/j.egyr.2022.05.160_b3
  article-title: New method for accurate measurements of the lumped series resistance of solar cells
– volume: 19
  start-page: 1213
  year: 2014
  ident: 10.1016/j.egyr.2022.05.160_b8
  article-title: Bird mating optimizer: An optimization algorithm inspired by bird mating strategies
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
  doi: 10.1016/j.cnsns.2013.08.027
– volume: 32
  start-page: 802
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b24
  article-title: Levy flights in metaheuristics optimization algorithms–a review
  publication-title: Appl. Artif. Intell.
  doi: 10.1080/08839514.2018.1508807
– volume: 12
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b124
  article-title: Parameters extraction of photovoltaic models using an improved moth-flame optimization
  publication-title: Energies
  doi: 10.3390/en12183527
– volume: 89
  start-page: 228
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b98
  article-title: Moth-flame optimization algorithm: A novel nature-inspired heuristic paradigm
  publication-title: Knowl.-Based Syst.
  doi: 10.1016/j.knosys.2015.07.006
– volume: 171
  start-page: 1843
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b45
  article-title: Parameter estimation of solar cells diode models by an improved opposition-based whale optimization algorithm
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2018.05.062
– volume: 9
  start-page: 193
  year: 1996
  ident: 10.1016/j.egyr.2022.05.160_b96
  article-title: Genetic algorithms, tournament selection, and the effects of noise
  publication-title: Complex Systems
– volume: 151
  start-page: 107
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b139
  article-title: Parameter identification of photovoltaic cell model based on improved ant lion optimizer
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2017.08.088
– start-page: 442
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b18
  article-title: PV module parameters extraction with maximum power point estimation based on flower pollination algorithm
– year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b47
– volume: 89
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b89
  article-title: Refraction-learning-based whale optimization algorithm for high-dimensional problems and parameter estimation of PV model
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2019.103457
– year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b112
  article-title: Parameter extraction of one-diode photovoltaic model using Lévy flight directional bat algorithm
– volume: 16
  start-page: 1399
  year: 2012
  ident: 10.1016/j.egyr.2022.05.160_b123
  article-title: Stochastic techniques used for optimization in solar systems: a review
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2011.11.019
– volume: 40
  start-page: 517
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b53
  article-title: Parameters identification of photovoltaic solar cells and module using the genetic algorithm with convex combination crossover
  publication-title: Int. J. Ambient Energy
  doi: 10.1080/01430750.2017.1421577
– volume: 2
  start-page: 2231
  year: 2012
  ident: 10.1016/j.egyr.2022.05.160_b19
  article-title: A survey of bio inspired optimization algorithms
  publication-title: Int. J. Soft Comput. Eng.
– volume: 43
  start-page: 741
  year: 1999
  ident: 10.1016/j.egyr.2022.05.160_b66
  article-title: I-V methods to extract junction parameters with special emphasis on low series resistance
  publication-title: Solid State Electron.
  doi: 10.1016/S0038-1101(98)00338-4
– volume: 207
  start-page: 336
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b82
  article-title: Parameters estimation of solar photovoltaic models via a self-adaptive ensemble-based differential evolution
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2020.06.100
– volume: 84
  start-page: 860
  year: 2010
  ident: 10.1016/j.egyr.2022.05.160_b154
  article-title: Identification of PV solar cells and modules parameters using the genetic algorithms: Application to maximum power extraction
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2010.02.012
– volume: 133
  start-page: 356
  year: 2014
  ident: 10.1016/j.egyr.2022.05.160_b72
  article-title: Intensity dependency of photovoltaic cell parameters under high illumination conditions: An analysis
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2014.07.107
– volume: 391
  start-page: 2193
  year: 2012
  ident: 10.1016/j.egyr.2022.05.160_b83
  article-title: Roulette-wheel selection via stochastic acceptance
  publication-title: Physica A
  doi: 10.1016/j.physa.2011.12.004
– volume: 174
  start-page: 388
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b140
  article-title: Parameter extraction of solar photovoltaic models using an improved whale optimization algorithm
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2018.08.053
– volume: 242
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b109
  article-title: Parameters identification of photovoltaic cells using improved version of the chaotic grey wolf optimizer
  publication-title: Optik (Stuttg.)
  doi: 10.1016/j.ijleo.2021.167150
– volume: 144
  start-page: 53
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b144
  article-title: Parameter estimation of photovoltaic modules using a hybrid flower pollination algorithm
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2017.04.042
– start-page: 43
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b99
  article-title: Genetic algorithm
– volume: 117
  start-page: 432
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b78
  article-title: Adaptive genetic algorithm based multi-objective optimization for photovoltaic cell design parameter extraction
  publication-title: Energy Procedia
  doi: 10.1016/j.egypro.2017.05.165
– volume: 10
  start-page: 1
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b107
  article-title: A chaotic improved artificial bee colony for parameter estimation of photovoltaic cells
  publication-title: Energies
  doi: 10.3390/en10070865
– volume: 6
  start-page: 350
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b17
  article-title: Extraction of uncertain parameters of single-diode model of a photovoltaic panel using simulated annealing optimization
  publication-title: Energy Rep.
  doi: 10.1016/j.egyr.2020.01.016
– volume: 95
  start-page: 51
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b100
  article-title: The whale optimization algorithm
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2016.01.008
– volume: 7
  start-page: 875
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b44
  article-title: Parameters identification of PV model using improved slime mould optimizer and Lambert W-function
  publication-title: Energy Rep.
  doi: 10.1016/j.egyr.2021.01.093
– volume: 25
  start-page: 311
  year: 1988
  ident: 10.1016/j.egyr.2022.05.160_b63
  article-title: A novel approach for evaluating the series resistance of solar cells
  publication-title: Sol. Cells
  doi: 10.1016/0379-6787(88)90069-5
– volume: 12
  start-page: 44
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b152
  article-title: Characterization of photovoltaic modules under arid environments
  publication-title: J. Energy Power Eng.
– volume: 180
  start-page: 192
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b30
  article-title: Hybridizing cuckoo search algorithm with biogeography-based optimization for estimating photovoltaic model parameters
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2019.01.025
– volume: 111
  start-page: 894
  year: 2013
  ident: 10.1016/j.egyr.2022.05.160_b86
  article-title: An efficient analytical approach for obtaining a five parameters model of photovoltaic modules using only reference data
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2013.06.046
– volume: 11
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b67
  article-title: A novel improved cuckoo search algorithm for parameter estimation of photovoltaic (PV) models
  publication-title: Energies
  doi: 10.3390/en11051060
– volume: 110
  start-page: 1
  year: 2011
  ident: 10.1016/j.egyr.2022.05.160_b156
  article-title: A simple and efficient solar cell parameter extraction method from a single current–voltage curve
  publication-title: J. Appl. Phys.
– volume: 223
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b77
  article-title: A new stochastic slime mould optimization algorithm for the estimation of solar photovoltaic cell parameters
  publication-title: Optik (Stuttg.)
  doi: 10.1016/j.ijleo.2020.165277
– volume: 94
  start-page: 1358
  year: 2010
  ident: 10.1016/j.egyr.2022.05.160_b87
  article-title: An improved five-parameter model for photovoltaic modules
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/j.solmat.2010.04.003
– volume: 9
  start-page: 381
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b129
  article-title: Bacterial foraging optimization approach to parameter extraction of a photovoltaic module
  publication-title: IEEE Trans. Sustain. Energy
  doi: 10.1109/TSTE.2017.2736060
– volume: 284
  start-page: 65
  year: 2010
  ident: 10.1016/j.egyr.2022.05.160_b146
  article-title: A new metaheuristic Bat-inspired Algorithm
  publication-title: Stud. Comput. Intell.
  doi: 10.1007/978-3-642-12538-6_6
– volume: 23
  start-page: 1
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b135
  article-title: A comparative study of common nature-inspired algorithms for continuous function optimization
  publication-title: Entropy
– volume: 2
  start-page: 1
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b16
  article-title: Extraction of uncertain parameters of double-diode model of a photovoltaic panel using Ant Lion Optimization
  publication-title: SN Appl. Sci.
– volume: 90
  start-page: 352
  year: 2006
  ident: 10.1016/j.egyr.2022.05.160_b108
  article-title: New method to extract the model parameters of solar cells from the explicit analytic solutions of their illuminated I-V characteristics
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/j.solmat.2005.04.023
– volume: 61
  start-page: 1249
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b4
  article-title: Fractional order darwinian particle swarm optimization for parameters identification of solar PV cells and modules
  publication-title: Alexandria Eng. J.
  doi: 10.1016/j.aej.2021.06.019
– volume: 102
  start-page: 943
  year: 2013
  ident: 10.1016/j.egyr.2022.05.160_b11
  article-title: Artificial bee swarm optimization algorithm for parameters identification of solar cell models
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2012.09.052
– volume: 97
  start-page: 849
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b56
  article-title: Harris hawks optimization: algorithm and applications
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2019.02.028
– volume: 208
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b149
  article-title: Comprehensive overview of meta-heuristic algorithm applications on PV cell parameter identification
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2020.112595
– volume: 86
  start-page: 3241
  year: 2012
  ident: 10.1016/j.egyr.2022.05.160_b10
  article-title: Parameter identification for solar cell models using harmony search-based algorithms
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2012.08.018
– volume: 1
  start-page: 67
  year: 1997
  ident: 10.1016/j.egyr.2022.05.160_b137
  article-title: No free lunch theorems for optimization
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.585893
– volume: 24
  start-page: 656
  year: 1994
  ident: 10.1016/j.egyr.2022.05.160_b127
  article-title: Adaptive probabilities of crossover and mutation in genetic algorithms
  publication-title: IEEE Trans. Syst. Man Cybern.
  doi: 10.1109/21.286385
– volume: 40
  start-page: 343
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b94
  article-title: Parameter estimation of photovoltaic model via parallel particle swarm optimization algorithm
  publication-title: Int. J. Energy Res.
  doi: 10.1002/er.3359
– volume: 105
  start-page: 86
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b48
  article-title: Robust electrical parameter extraction methodology based on interior search optimization algorithm applied to supercapacitor
  publication-title: ISA Trans.
  doi: 10.1016/j.isatra.2020.05.016
– volume: 7
  start-page: 504
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b15
  article-title: A method for the analytical extraction of the single-diode PV model parameters
  publication-title: IEEE Trans. Sustain. Energy
  doi: 10.1109/TSTE.2015.2503435
– start-page: 239
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b143
  article-title: Parameter identification of solar cell model based on improved artificial bee colony algorithm
– volume: 29
  start-page: 329
  year: 1986
  ident: 10.1016/j.egyr.2022.05.160_b23
  article-title: A comparative study of extraction methods for solar cell model parameters
  publication-title: Solid State Electron.
  doi: 10.1016/0038-1101(86)90212-1
– volume: 84
  start-page: 1
  year: 2007
  ident: 10.1016/j.egyr.2022.05.160_b21
  article-title: Modelling and experimental verification of the operating current of mono-crystalline photovoltaic modules using four- and five-parameter models
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2006.04.007
– volume: 2021
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b125
  article-title: Enhanced success history adaptive de for parameter optimization of photovoltaic models
  publication-title: Complexity
  doi: 10.1155/2021/6660115
– start-page: 591
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b90
  article-title: Parameter estimation of photovoltaic module using bio-inspired firefly algorithm
– volume: 212
  start-page: 1578
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b29
  article-title: Teaching–learning–based artificial bee colony for solar photovoltaic parameter estimation
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2017.12.115
– volume: 16
  start-page: 171
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b102
  article-title: Parameter extraction of solar photovoltaic models using enhanced Levy flight based grasshopper optimization algorithm
  publication-title: J. Electr. Eng. Technol.
  doi: 10.1007/s42835-020-00589-1
– volume: 188
  start-page: 895
  year: 2007
  ident: 10.1016/j.egyr.2022.05.160_b37
  article-title: A new crossover operator for real coded genetic algorithms
  publication-title: Appl. Math. Comput.
– volume: 8
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b141
  article-title: Application of symbiotic organisms search algorithm for parameter extraction of solar cell models
  publication-title: Appl. Sci.
  doi: 10.3390/app8112155
– year: 2010
  ident: 10.1016/j.egyr.2022.05.160_b145
– volume: 90
  start-page: 453
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b2
  article-title: Identification of unknown parameters of solar cell models : A comprehensive overview of available approaches
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2018.03.011
– volume: 211
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b155
  article-title: Orthogonal Nelder–Mead moth flame method for parameters identification of photovoltaic modules
  publication-title: Energy Convers. Manage.
– volume: 71
  start-page: 115
  year: 2013
  ident: 10.1016/j.egyr.2022.05.160_b73
  article-title: Actual performance and characteristic of a grid connected photovoltaic power system in the tropics: A short term evaluation
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2013.03.030
– volume: 220
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b151
  article-title: Modeling of dust soiling effects on solar photovoltaic performance: A review
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2021.04.011
– volume: 244
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b28
  article-title: Parameters identification of photovoltaic cells and modules using diversification-enriched Harris hawks optimization with chaotic drifts
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2019.118778
– year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b81
  article-title: Classified perturbation mutation based particle swarm optimization algorithm for parameters extraction of photovoltaic models
  publication-title: Energy Convers. Manage.
– start-page: 1
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b111
  article-title: Coyote optimization algorithm: a new metaheuristic for global optimization problems
– volume: 4
  start-page: 1
  year: 1986
  ident: 10.1016/j.egyr.2022.05.160_b41
  article-title: Nonlinear minimization algorithm for determining the solar cell parameters with microcomputers
  publication-title: Int. J. Sol. Energy
  doi: 10.1080/01425918608909835
– volume: 84
  start-page: 1318
  year: 2010
  ident: 10.1016/j.egyr.2022.05.160_b132
  article-title: Insolation-oriented model of photovoltaic module using matlab/simulink
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2010.04.012
– volume: 119
  start-page: 83
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b40
  article-title: Comparison of different physical models for PV power output prediction
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2015.06.017
– volume: 29
  start-page: 1511
  year: 1982
  ident: 10.1016/j.egyr.2022.05.160_b5
  article-title: A new method for experimental determination of the series resistance of a solar cell
  publication-title: IEEE Trans. Electron Devices
  doi: 10.1109/T-ED.1982.20906
– volume: 30
  start-page: 1
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b104
  article-title: Parameter estimation of single diode PV module based on GWO algorithm
  publication-title: Renew. Energy Focus
  doi: 10.1016/j.ref.2019.04.003
– volume: 87
  start-page: 225
  year: 2005
  ident: 10.1016/j.egyr.2022.05.160_b55
  article-title: Extraction and analysis of solar cell parameters from the illuminated current–voltage curve
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/j.solmat.2004.07.019
– start-page: 72
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b114
  article-title: Modeling and parameter extraction methods of PV modules-Review
– volume: 12
  start-page: 14
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b14
  article-title: Non-iterative methods for the extraction of the single-diode model parameters of photovoltaic modules : a review and comparative assessment
  publication-title: Energies
  doi: 10.3390/en12030358
– volume: 234
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b85
  article-title: Boosting slime mould algorithm for parameter identification of photovoltaic models
  publication-title: Energy
  doi: 10.1016/j.energy.2021.121164
– volume: 17
  start-page: 241
  year: 1986
  ident: 10.1016/j.egyr.2022.05.160_b113
  article-title: A new method for the evaluation of solar cell parameters
  publication-title: Sol. Cells
  doi: 10.1016/0379-6787(86)90015-3
– volume: 134
  start-page: 1129
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b103
  article-title: An advanced onlooker-ranking-based adaptive differential evolution to extract the parameters of solar cell models
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2018.09.017
– volume: 33
  start-page: 367
  year: 1965
  ident: 10.1016/j.egyr.2022.05.160_b7
  article-title: Einstein’s proposal of the photon concept – a translation of the Annalen der Physik paper of 1905
  publication-title: Amer. J. Phys.
  doi: 10.1119/1.1971542
– volume: 159
  start-page: 78
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b118
  article-title: Enhanced leader particle swarm optimisation (ELPSO): An efficient algorithm for parameter estimation of photovoltaic (PV) cells and modules
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2017.10.063
– volume: 89
  start-page: 608
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b9
  article-title: Determination of photovoltaic modules parameters at different operating conditions using a novel bird mating optimizer approach
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2014.10.025
– volume: 131
  start-page: 38
  year: 2017
  ident: 10.1016/j.egyr.2022.05.160_b13
  article-title: A genetic algorithm for identifying the single diode model parameters of a photovoltaic panel
  publication-title: Math. Comput. Simulation
  doi: 10.1016/j.matcom.2015.10.008
– volume: 3
  start-page: 163
  year: 2007
  ident: 10.1016/j.egyr.2022.05.160_b34
  article-title: Computational intelligence based on the behavior of cats
  publication-title: Int. J. Innov. Comput. Inf. Control
– volume: 10
  start-page: 3124
  year: 2008
  ident: 10.1016/j.egyr.2022.05.160_b35
  article-title: Results on series and shunt resistances in a c-si PV cell. Comparison using existing methods and a new one
  publication-title: J. Optoelectron. Adv. Mater.
– volume: 2
  start-page: 365
  year: 2012
  ident: 10.1016/j.egyr.2022.05.160_b76
  article-title: Blending roulette wheel selection & rank selection in genetic algorithms
  publication-title: Int. J. Mach. Learn. Comput.
  doi: 10.7763/IJMLC.2012.V2.146
– volume: 141
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b80
  article-title: A comprehensive survey on meta-heuristic algorithms for parameter extraction of photovoltaic models
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2021.110828
– start-page: 210
  year: 2009
  ident: 10.1016/j.egyr.2022.05.160_b147
  article-title: Cuckoo search via levy flights
– volume: 50
  start-page: 1234
  year: 2006
  ident: 10.1016/j.egyr.2022.05.160_b25
  article-title: Simple parameter extraction method for illuminated solar cells
  publication-title: Solid State Electron.
  doi: 10.1016/j.sse.2006.05.020
– volume: 203
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b88
  article-title: A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2019.112243
– volume: 69
  start-page: 46
  year: 2014
  ident: 10.1016/j.egyr.2022.05.160_b101
  article-title: Grey wolf optimizer
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2013.12.007
– volume: 99
  start-page: 170
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b31
  article-title: Parameters identification of solar cell models using generalized oppositional teaching learning based optimization
  publication-title: Energy
  doi: 10.1016/j.energy.2016.01.052
– volume: 10
  start-page: 125
  year: 1997
  ident: 10.1016/j.egyr.2022.05.160_b49
  article-title: Algorithm for extraction of solar cell parameters from I-V curve using double exponential model
  publication-title: Renew. Energy
  doi: 10.1016/0960-1481(96)00049-3
– volume: 111
  start-page: 300
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b79
  article-title: Slime mould algorithm: A new method for stochastic optimization
  publication-title: Future Gener. Comput. Syst.
  doi: 10.1016/j.future.2020.03.055
– volume: 34
  start-page: 286
  year: 1987
  ident: 10.1016/j.egyr.2022.05.160_b22
  article-title: Analytical methods for the extraction of solar-cell single-and double-diode model parameters from I-V characteristics
  publication-title: IEEE Trans. Electron Devices
  doi: 10.1109/T-ED.1987.22920
– volume: 8
  start-page: 1
  year: 2018
  ident: 10.1016/j.egyr.2022.05.160_b91
  article-title: Metaheuristic algorithm for photovoltaic parameters: Comparative study and prediction with a firefly algorithm
  publication-title: Appl. Sci.
  doi: 10.3390/app8030339
– volume: 14
  year: 2021
  ident: 10.1016/j.egyr.2022.05.160_b150
  article-title: Parameter extraction of photovoltaic cells and modules using grey wolf optimizer with dimension learning-based hunting search strategy
  publication-title: Energies
  doi: 10.3390/en14185735
– volume: 67
  start-page: 389
  year: 2001
  ident: 10.1016/j.egyr.2022.05.160_b61
  article-title: Estimation of equivalent circuit parameters of PV module and its application to optimal operation of PV system
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/S0927-0248(00)00307-X
– volume: 87
  start-page: 457
  year: 2005
  ident: 10.1016/j.egyr.2022.05.160_b131
  article-title: Determination of solar cell parameters from its current–voltage and spectral characteristics
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/j.solmat.2004.07.033
– volume: 9
  start-page: 1
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b57
  article-title: A comparative study of several metaheuristic algorithms to optimize monetary incentive in ridesharing systems
  publication-title: Int. J. Geo-Inf.
– volume: 223
  year: 2020
  ident: 10.1016/j.egyr.2022.05.160_b84
  article-title: Horizontal and vertical crossover of harris hawk optimizer with nelder–mead simplex for parameter estimation of photovoltaic models
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2020.113211
– volume: 3
  start-page: 55
  year: 2015
  ident: 10.1016/j.egyr.2022.05.160_b130
  article-title: A review: extraction of solar cell modelling parameters
  publication-title: Int. J. Innov. Res. Electr. Electron. Instrum. Control Eng.
– year: 2001
  ident: 10.1016/j.egyr.2022.05.160_b20
  article-title: Rapid and accurate determination of series resistance and fill factor losses in industrial silicon and solar cells
– start-page: 911
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b68
  article-title: Novel cuckoo search algorithm with quasi-oppositional population initialization strategy for solar cell parameters identification
– volume: 64
  start-page: 33
  year: 2001
  ident: 10.1016/j.egyr.2022.05.160_b43
  article-title: A method to determine the solar cell series resistance from a single I-V. Characteristic curve considering its shunt resistance - New approach
  publication-title: Vacuum
  doi: 10.1016/S0042-207X(01)00370-0
– volume: 108
  start-page: 520
  year: 2016
  ident: 10.1016/j.egyr.2022.05.160_b52
  article-title: Parameter identification and sensitivity analysis of solar cell models with cat swarm optimization algorithm
  publication-title: Energy Convers. Manage.
  doi: 10.1016/j.enconman.2015.11.041
– volume: 194
  start-page: 656
  year: 2019
  ident: 10.1016/j.egyr.2022.05.160_b33
  article-title: Coyote optimization algorithm for the parameter extraction of photovoltaic cells
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2019.10.093
– volume: 91
  start-page: 137
  year: 2007
  ident: 10.1016/j.egyr.2022.05.160_b115
  article-title: A new method of determination of series and shunt resistances of silicon solar cells
  publication-title: Sol. Energy Mater. Sol. Cells
  doi: 10.1016/j.solmat.2006.07.008
– volume: 85
  start-page: 713
  year: 2011
  ident: 10.1016/j.egyr.2022.05.160_b120
  article-title: Explicit model of photovoltaic panels to determine voltages and currents at the maximum power point
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2010.12.022
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Snippet In today’s world of sustainability and environmentally friendly trends, renewable energy technologies like solar cells play a vital role, making producing the...
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SubjectTerms Equivalent circuit model
I–V characteristics
Metaheuristics
Parameter identification
Photovoltaic performance
Stochastic optimization
Title A comprehensive and critical review of bio-inspired metaheuristic frameworks for extracting parameters of solar cell single and double diode models
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