Optimal sizing of PV/wind/diesel hybrid microgrid system using multi-objective self-adaptive differential evolution algorithm
Microgrid systems, such as solar photovoltaic (PV) power and wind energy, integrated with diesel generators are promising energy supplies and are economically feasible for current and future use in relation to increased demands for energy and depletion of conventional sources. It is thus important t...
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| Veröffentlicht in: | Renewable energy Jg. 121; S. 400 - 411 |
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| Hauptverfasser: | , , |
| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
Elsevier Ltd
01.06.2018
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| Schlagworte: | |
| ISSN: | 0960-1481, 1879-0682 |
| Online-Zugang: | Volltext |
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| Abstract | Microgrid systems, such as solar photovoltaic (PV) power and wind energy, integrated with diesel generators are promising energy supplies and are economically feasible for current and future use in relation to increased demands for energy and depletion of conventional sources. It is thus important to optimize the size of hybrid microgrid system (HMS) components, including storage, to determine system cost and reliability. In this paper, optimal sizing of a PV/wind/diesel HMS with battery storage is conducted using the Multi-Objective Self-Adaptive Differential Evolution (MOSaDE) algorithm for the city of Yanbu, Saudi Arabia. Using the multi-objective optimization approach, the objectives are treated simultaneously and independently, thereby leading to a reduction in computational time. One of the main criteria to consider when designing and optimizing the HMS is the energy management strategy, which is required to coordinate the different units comprising the HMS. The multi-objective optimization approach is then used to analyze the Loss of Power Supply Probability (LPSP), the Cost of Electricity (COE), and the Renewable Factor (RF) in relation to HMS cost and reliability and is tested using three case studies involving differing house numbers. Results verify its application in optimizing the HMS and in its practical implementation. In addition, optimization results using the proposed approach provided a set of design solutions for the HMS, which will assist researchers and practitioners in selecting the optimal HMS configuration. Moreover, it is important to select optimally sized HMS components to ensure that all load demands are met at the minimum energy cost and high reliability.
•Optimal sizing of PV/wind/diesel hybrid system with battery storage was analyzed.•The analysis was done using MOSaDE algorithm for the city of Yanbu, Saudi Arabia.•The energy management strategy is the main criteria to design and optimize the HMS.•The multi-objective optimization approach was used to analyze the cost and reliability.•HMS components are selected to meet the minimum energy cost and high reliability. |
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| AbstractList | Microgrid systems, such as solar photovoltaic (PV) power and wind energy, integrated with diesel generators are promising energy supplies and are economically feasible for current and future use in relation to increased demands for energy and depletion of conventional sources. It is thus important to optimize the size of hybrid microgrid system (HMS) components, including storage, to determine system cost and reliability. In this paper, optimal sizing of a PV/wind/diesel HMS with battery storage is conducted using the Multi-Objective Self-Adaptive Differential Evolution (MOSaDE) algorithm for the city of Yanbu, Saudi Arabia. Using the multi-objective optimization approach, the objectives are treated simultaneously and independently, thereby leading to a reduction in computational time. One of the main criteria to consider when designing and optimizing the HMS is the energy management strategy, which is required to coordinate the different units comprising the HMS. The multi-objective optimization approach is then used to analyze the Loss of Power Supply Probability (LPSP), the Cost of Electricity (COE), and the Renewable Factor (RF) in relation to HMS cost and reliability and is tested using three case studies involving differing house numbers. Results verify its application in optimizing the HMS and in its practical implementation. In addition, optimization results using the proposed approach provided a set of design solutions for the HMS, which will assist researchers and practitioners in selecting the optimal HMS configuration. Moreover, it is important to select optimally sized HMS components to ensure that all load demands are met at the minimum energy cost and high reliability. Microgrid systems, such as solar photovoltaic (PV) power and wind energy, integrated with diesel generators are promising energy supplies and are economically feasible for current and future use in relation to increased demands for energy and depletion of conventional sources. It is thus important to optimize the size of hybrid microgrid system (HMS) components, including storage, to determine system cost and reliability. In this paper, optimal sizing of a PV/wind/diesel HMS with battery storage is conducted using the Multi-Objective Self-Adaptive Differential Evolution (MOSaDE) algorithm for the city of Yanbu, Saudi Arabia. Using the multi-objective optimization approach, the objectives are treated simultaneously and independently, thereby leading to a reduction in computational time. One of the main criteria to consider when designing and optimizing the HMS is the energy management strategy, which is required to coordinate the different units comprising the HMS. The multi-objective optimization approach is then used to analyze the Loss of Power Supply Probability (LPSP), the Cost of Electricity (COE), and the Renewable Factor (RF) in relation to HMS cost and reliability and is tested using three case studies involving differing house numbers. Results verify its application in optimizing the HMS and in its practical implementation. In addition, optimization results using the proposed approach provided a set of design solutions for the HMS, which will assist researchers and practitioners in selecting the optimal HMS configuration. Moreover, it is important to select optimally sized HMS components to ensure that all load demands are met at the minimum energy cost and high reliability. •Optimal sizing of PV/wind/diesel hybrid system with battery storage was analyzed.•The analysis was done using MOSaDE algorithm for the city of Yanbu, Saudi Arabia.•The energy management strategy is the main criteria to design and optimize the HMS.•The multi-objective optimization approach was used to analyze the cost and reliability.•HMS components are selected to meet the minimum energy cost and high reliability. |
| Author | Alghamdi, Abdulsalam S. Bouchekara, H.R.E.H. Ramli, Makbul A.M. |
| Author_xml | – sequence: 1 givenname: Makbul A.M. surname: Ramli fullname: Ramli, Makbul A.M. email: mramli@kau.edu.sa organization: Department of Electrical and Computer Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia – sequence: 2 givenname: H.R.E.H. surname: Bouchekara fullname: Bouchekara, H.R.E.H. email: bouchekara.houssem@gmail.com organization: Laboratory of Electrical Engineering of Constantine, LGEC, Department of Electrical Engineering, University of Freres Mentouri Constantine, 25000 Constantine, Algeria – sequence: 3 givenname: Abdulsalam S. surname: Alghamdi fullname: Alghamdi, Abdulsalam S. organization: Department of Electrical and Computer Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia |
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| Cites_doi | 10.1016/S0142-0615(03)00016-4 10.1109/TEC.2007.914200 10.1016/j.renene.2008.06.018 10.1016/S0038-092X(99)00016-X 10.1016/j.renene.2004.04.008 10.1016/j.solener.2011.06.032 10.1016/j.rser.2011.07.052 10.1016/j.enconman.2003.11.009 10.1109/TPEL.2006.890003 10.1016/j.renene.2004.11.013 10.1016/j.rser.2008.09.007 10.1016/j.enpol.2007.06.020 10.1016/j.solener.2011.10.016 10.1016/j.rser.2010.08.014 10.1016/j.rser.2005.11.008 10.1016/j.energy.2010.11.024 10.1016/j.rser.2006.07.011 10.1016/j.energy.2011.09.017 10.1109/MPAE.2007.376583 10.1016/j.renene.2008.08.012 10.1016/j.rser.2005.07.003 10.1016/j.enpol.2010.09.021 10.1016/j.rser.2014.07.113 10.1016/j.pnsc.2008.07.014 10.1016/j.renene.2006.04.013 10.1016/j.energy.2011.06.017 10.1260/0309524001495503 10.1016/j.rser.2012.04.036 10.1016/j.ijhydene.2010.01.060 10.1016/0038-092X(78)90153-6 10.1016/j.renene.2004.02.001 10.1016/j.apenergy.2009.06.006 10.1016/j.ijepes.2011.09.015 10.1016/j.energy.2008.12.008 10.1016/j.energy.2004.02.026 10.1016/j.ijhydene.2005.10.006 10.1016/j.renene.2014.05.006 10.1016/j.renene.2012.01.011 10.1016/j.renene.2006.03.014 10.1016/S0960-1481(97)00074-8 10.1016/S0960-1481(02)00066-6 10.1016/j.rser.2010.05.001 10.1016/j.solener.2007.08.005 10.1016/j.energy.2009.10.035 10.1016/j.rser.2011.11.011 10.1016/j.renene.2015.01.026 10.1002/er.4440030202 10.1016/j.energy.2008.01.016 10.1016/j.energy.2010.03.005 10.1109/TEC.2004.827719 10.1016/j.renene.2016.01.071 10.1016/j.renene.2010.06.007 |
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| References | Daud, Ismail (bib37) 2012; 44 Dufo-Lopez, Bernal-Agustín, Contreras (bib32) 2007; 32 Rehman (bib59) 2005; 30 Hepbasli, Alsuhaibani (bib11) 2011; 15 Agbossou, Kolhe, Hamelin, Bose (bib27) 2004; 19 Strunz, Kristina Brock (bib26) 2006; 31 Patel (bib45) 1999 Phuangpornpitak, Kumar (bib16) 2011; 36 Rehman, Al-Abbadi (bib40) 2007; 32 Kaabeche, Belhamel, Ibtiouen (bib19) 2011; 36 Wang, Singh (bib48) 2007 Ashari, Nayar (bib51) 1999; 66 Caisheng, Nehrir (bib28) 2008; 23 Luna-Rubio, Trejo-Perea, Vargas-V_azquez, Ríos-Moreno (bib34) 2012; 86 Schmid, Dincklage (bib56) 1988 Moghaddam, Seifi, Niknam (bib3) 2011; 36 Price, Storn, Lampinen (bib67) 2005 Huang, Qin, Suganthan (bib68) 2006 Ramli, Hiendro, Twaha (bib18) 2015; 78 Rajkumar, Ramachandaramurthy, Yong, Chia (bib64) 2011; 36 Pogaku, Prodanovic, Green (bib5) 2007; 22 Malik (bib15) 2011; 15 Jaramillo, Borja (bib41) 2004; 29 Diaf, Diaf, Belhamel, Haddadi, Louche (bib55) 2007; 35 Storn, Price (bib65) 1995 Ellabban, Abu-Rub, Blaabjerg (bib1) 2014; 39 . Dali, Belhadj, Roboam (bib24) 2010; 35 Himri, Arif, Stambouli, Himri, Draoui (bib14) 2009; 13 Bekele, Palm (bib23) 2010; 87 Mohammadi, Hosseinian, Gharehpetian (bib33) 2012; 35 Borhanazad, Mekhilef, Ganapathy, Modiri-Delshad, Mirtaheri (bib36) 2014; 71 Qing (bib66) 2009 Rehman, Ahmad (bib7) 2004; 29 Ramli, Hiendro, Al-Turki (bib60) 2016; 91 Al-Abbadi (bib8) 2005; 30 Bechrakis, Sparis (bib44) 2000; 24 Rehman, Sahin (bib10) 2012; 16 Bayod-Rújula (bib2) 2009; 34 Hatziargyriou, Asano, Iravani (bib4) 2007; 5 Schutte (bib35) 2005 Justus (bib39) 1978; 20 HOMER energy modeling software. National Renewable energy laboratory. Elliott, Holladay, Barchet, Foote, Sandusky (bib38) 2006 International Electrotechnical Committee IEC. 61400–61403 (bib47) 2009 Korpaas, Holen, Hildrum (bib49) 2003; 25 Luna-Rubio, Trejo-Perea, Vargas-Vazquez, Ríos-Moreno (bib61) 2012; 86 Huang, Qin, Suganthan, Tasgetiren (bib69) 2007 Dalton, Lockington, Baldock (bib13) 2009; 34 Abdullah, Yung, Anyi, Othman, Hamid, Tarawe (bib25) 2010; 35 Skarstein, Uhlen (bib52) 1989; 13 Schmid, Schmid (bib57) 1991 Azoumah, Yamegueu, Ginies, Coulibaly, Girard (bib53) 2011; 39 Himri, Stambouli, Draoui, Himri (bib22) 2008; 33 Farrugia (bib42) 2003; 28 Li, Yue, Liu, Liu (bib20) 2009 May 25-27 International Electrotechnical Committee IEC. 61400–61401 (bib46) 2005 Alaidroos, He, Krarti (bib70) 2012 Rehman, El-amin, Ahmad, Shaahid, Al-Shehri, Bakhashwain (bib9) 2007; 11 Takle, Shaw (bib21) 1979; 3 Kaabeche, Belhamel, Ibtiouen (bib62) 2011; 85 Dalton, Lockington, Baldock (bib12) 2009; 34 Chen, Cong, Yang, Tan, Li, Ding (bib29) 2009; 19 Darras, Sailler, Thibault, Muselli, Poggi, Hoguet (bib58) 2010; 35 Deshmukh, Deshmukh (bib54) 2008; 12 Phuangpornpitak, Kumar (bib17) 2007; 11 Yang, Zhou, Lu, Fang (bib63) 2008; 82 Rehman (bib6) 2004; 45 Banuelos-Ruedas, Angeles-Camacho, Rios-Marcuello (bib43) 2010; 14 Erdinc, Uzunoglu (bib31) 2012; 16 El-Hefnawi (bib50) 1998; 13 Borhanazad (10.1016/j.renene.2018.01.058_bib36) 2014; 71 Banuelos-Ruedas (10.1016/j.renene.2018.01.058_bib43) 2010; 14 International Electrotechnical Committee IEC. 61400–61403 (10.1016/j.renene.2018.01.058_bib47) 2009 Diaf (10.1016/j.renene.2018.01.058_bib55) 2007; 35 Deshmukh (10.1016/j.renene.2018.01.058_bib54) 2008; 12 Ashari (10.1016/j.renene.2018.01.058_bib51) 1999; 66 Farrugia (10.1016/j.renene.2018.01.058_bib42) 2003; 28 Rehman (10.1016/j.renene.2018.01.058_bib7) 2004; 29 Ramli (10.1016/j.renene.2018.01.058_bib18) 2015; 78 Daud (10.1016/j.renene.2018.01.058_bib37) 2012; 44 Patel (10.1016/j.renene.2018.01.058_bib45) 1999 Ellabban (10.1016/j.renene.2018.01.058_bib1) 2014; 39 Skarstein (10.1016/j.renene.2018.01.058_bib52) 1989; 13 Qing (10.1016/j.renene.2018.01.058_bib66) 2009 Schutte (10.1016/j.renene.2018.01.058_bib35) 2005 Strunz (10.1016/j.renene.2018.01.058_bib26) 2006; 31 Himri (10.1016/j.renene.2018.01.058_bib22) 2008; 33 Jaramillo (10.1016/j.renene.2018.01.058_bib41) 2004; 29 Hatziargyriou (10.1016/j.renene.2018.01.058_bib4) 2007; 5 Dalton (10.1016/j.renene.2018.01.058_bib12) 2009; 34 Hepbasli (10.1016/j.renene.2018.01.058_bib11) 2011; 15 Takle (10.1016/j.renene.2018.01.058_bib21) 1979; 3 Dalton (10.1016/j.renene.2018.01.058_bib13) 2009; 34 Pogaku (10.1016/j.renene.2018.01.058_bib5) 2007; 22 Dufo-Lopez (10.1016/j.renene.2018.01.058_bib32) 2007; 32 Phuangpornpitak (10.1016/j.renene.2018.01.058_bib16) 2011; 36 Bechrakis (10.1016/j.renene.2018.01.058_bib44) 2000; 24 Rehman (10.1016/j.renene.2018.01.058_bib59) 2005; 30 Rehman (10.1016/j.renene.2018.01.058_bib6) 2004; 45 Mohammadi (10.1016/j.renene.2018.01.058_bib33) 2012; 35 Luna-Rubio (10.1016/j.renene.2018.01.058_bib61) 2012; 86 El-Hefnawi (10.1016/j.renene.2018.01.058_bib50) 1998; 13 Ramli (10.1016/j.renene.2018.01.058_bib60) 2016; 91 10.1016/j.renene.2018.01.058_bib30 Alaidroos (10.1016/j.renene.2018.01.058_bib70) 2012 Huang (10.1016/j.renene.2018.01.058_bib68) 2006 Phuangpornpitak (10.1016/j.renene.2018.01.058_bib17) 2007; 11 Kaabeche (10.1016/j.renene.2018.01.058_bib19) 2011; 36 Himri (10.1016/j.renene.2018.01.058_bib14) 2009; 13 Li (10.1016/j.renene.2018.01.058_bib20) 2009 Caisheng (10.1016/j.renene.2018.01.058_bib28) 2008; 23 Yang (10.1016/j.renene.2018.01.058_bib63) 2008; 82 Malik (10.1016/j.renene.2018.01.058_bib15) 2011; 15 Schmid (10.1016/j.renene.2018.01.058_bib56) 1988 Price (10.1016/j.renene.2018.01.058_bib67) 2005 Dali (10.1016/j.renene.2018.01.058_bib24) 2010; 35 Schmid (10.1016/j.renene.2018.01.058_bib57) 1991 Kaabeche (10.1016/j.renene.2018.01.058_bib62) 2011; 85 Chen (10.1016/j.renene.2018.01.058_bib29) 2009; 19 Wang (10.1016/j.renene.2018.01.058_bib48) 2007 Erdinc (10.1016/j.renene.2018.01.058_bib31) 2012; 16 Justus (10.1016/j.renene.2018.01.058_bib39) 1978; 20 Bayod-Rújula (10.1016/j.renene.2018.01.058_bib2) 2009; 34 International Electrotechnical Committee IEC. 61400–61401 (10.1016/j.renene.2018.01.058_bib46) 2005 Rehman (10.1016/j.renene.2018.01.058_bib40) 2007; 32 Luna-Rubio (10.1016/j.renene.2018.01.058_bib34) 2012; 86 Moghaddam (10.1016/j.renene.2018.01.058_bib3) 2011; 36 Rajkumar (10.1016/j.renene.2018.01.058_bib64) 2011; 36 Storn (10.1016/j.renene.2018.01.058_bib65) 1995 Bekele (10.1016/j.renene.2018.01.058_bib23) 2010; 87 Huang (10.1016/j.renene.2018.01.058_bib69) 2007 Azoumah (10.1016/j.renene.2018.01.058_bib53) 2011; 39 Al-Abbadi (10.1016/j.renene.2018.01.058_bib8) 2005; 30 Darras (10.1016/j.renene.2018.01.058_bib58) 2010; 35 Elliott (10.1016/j.renene.2018.01.058_bib38) 2006 Agbossou (10.1016/j.renene.2018.01.058_bib27) 2004; 19 Abdullah (10.1016/j.renene.2018.01.058_bib25) 2010; 35 Rehman (10.1016/j.renene.2018.01.058_bib10) 2012; 16 Rehman (10.1016/j.renene.2018.01.058_bib9) 2007; 11 Korpaas (10.1016/j.renene.2018.01.058_bib49) 2003; 25 |
| References_xml | – volume: 5 start-page: 78 year: 2007 end-page: 94 ident: bib4 article-title: Microgrids publication-title: Power Energy Mag. – start-page: 1 year: 2012 end-page: 8 ident: bib70 article-title: Feasibility of renewable energy based distributed generations in Yanbu, Saudi Arabia publication-title: Proceeding World Renewable Energy Forum – volume: 19 start-page: 633 year: 2004 end-page: 640 ident: bib27 article-title: Performance of a stand-alone renewable energy system based on energy storage as hydrogen publication-title: IEEE Trans. Energy Convers. – year: 2005 ident: bib46 article-title: Wind Turbines Part 1: Design Requirements – volume: 22 start-page: 613 year: 2007 end-page: 625 ident: bib5 article-title: Modeling, analysis and testing of autonomous operation of an inverter-based microgrid publication-title: IEEE Trans. Power Electron. – volume: 87 start-page: 487 year: 2010 end-page: 495 ident: bib23 article-title: Feasibility study for a standalone solar-wind-based hybrid energy system for application in Ethiopia publication-title: Appl. Energy – volume: 15 start-page: 5021 year: 2011 end-page: 5050 ident: bib11 article-title: A key review on present status and future directions of solar energy studies and applications in Saudi Arabia publication-title: Renew. Sustain. Energy Rev. – volume: 86 start-page: 1077 year: 2012 end-page: 1088 ident: bib34 article-title: Optimal sizing of renewable hybrids energy systems: a review of methodologies publication-title: Sol. Energy – start-page: 3601 year: 2007 end-page: 3608 ident: bib69 article-title: Multi-objective optimization based on self-adaptive differential evolution algorithm publication-title: Proceeding 2007 IEEE Congress on Evolutionary Computation – volume: 35 start-page: 3322 year: 2010 end-page: 3332 ident: bib58 article-title: Sizing of photovoltaic system coupled with hydrogen/oxygen storage based on the oriented model publication-title: Int. J. Hydrogen Energy – volume: 34 start-page: 955 year: 2009 end-page: 964 ident: bib13 article-title: Feasibility analysis of renewable energy supply options for a grid-connected large hotel publication-title: Renew. Energy – volume: 33 start-page: 1128 year: 2008 end-page: 1136 ident: bib22 article-title: Techno-economical study of hybrid power system for a remote village in Algeria publication-title: Energy – volume: 45 start-page: 2019 year: 2004 end-page: 2032 ident: bib6 article-title: Wind energy resources assessment for Yanbo, Saudi Arabia publication-title: Energy Convers. Manag. – start-page: 50 year: 1999 end-page: 54 ident: bib45 article-title: Wind and Solar Power Systems – volume: 35 start-page: 2587 year: 2010 end-page: 2595 ident: bib24 article-title: Hybrid solar-wind system with battery storage operating in grid-connected and standalone mode: control and energy management – experimental investigation publication-title: Energy – volume: 29 start-page: 1105 year: 2004 end-page: 1115 ident: bib7 article-title: Assessment of wind energy potential for coastal locations of the Kingdom of Saudi Arabia publication-title: Energy – volume: 36 start-page: 1214 year: 2011 end-page: 1222 ident: bib19 article-title: Sizing optimization of grid independent hybrid photovoltaic/wind power generation system publication-title: Energy – volume: 13 start-page: 1584 year: 2009 end-page: 1591 ident: bib14 article-title: Review and use of the Algerian renewable energy for sustainable development publication-title: Renew. Sustain. Energy Rev. – volume: 36 start-page: 6490 year: 2011 end-page: 6507 ident: bib3 article-title: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source publication-title: Energy – volume: 32 start-page: 738 year: 2007 end-page: 749 ident: bib40 article-title: Wind shear coefficients and energy yield for Dhahran, Saudi Arabia publication-title: Renew. Energy – volume: 16 start-page: 4470 year: 2012 end-page: 4478 ident: bib10 article-title: Wind power utilization for water pumping using small wind turbines in Saudi Arabia: a techno-economical review publication-title: Renew. Sustain. Energy Rev. – volume: 44 start-page: 215 year: 2012 end-page: 224 ident: bib37 article-title: Design of isolated hybrid systems minimizing costs and pollutant emissions publication-title: Renew. Energy – year: 2009 ident: bib66 article-title: Differential Evolution Fundamentals and Applications in Electrical Engineering – year: 2005 ident: bib35 article-title: The Particle Swarm Optimization Algorithm – Structural Optimization Overview – start-page: 250 year: 2007 end-page: 257 ident: bib48 article-title: PSO-based multi-criteria optimum design of a gridconnected hybrid power system with multiple renewable sources of energy publication-title: Proceeding Swarm Intelligence Symposium – volume: 35 start-page: 639 year: 2010 end-page: 646 ident: bib25 article-title: Review and comparison study of hybrid diesel/solar/hydro/fuel cell energy schemes for a rural ICT Telecenter publication-title: Energy – volume: 14 start-page: 2383 year: 2010 end-page: 2391 ident: bib43 article-title: Analysis and validation of the methodology used in the extrapolation of wind speed data at different heights publication-title: Renew. Sustain. Energy Rev. – volume: 34 start-page: 377 year: 2009 end-page: 383 ident: bib2 article-title: Future development of the electricity systems with distributed generation publication-title: Energy – reference: HOMER energy modeling software. National Renewable energy laboratory. – volume: 30 start-page: 447 year: 2005 end-page: 463 ident: bib59 article-title: Prospects of wind farm development in Saudi Arabia publication-title: Renew. Energy – volume: 32 start-page: 1102 year: 2007 end-page: 1126 ident: bib32 article-title: Optimization of control strategies for stand-alone renewable energy systems with hydrogen storage publication-title: Renew. Energy – volume: 39 start-page: 748 year: 2014 end-page: 764 ident: bib1 article-title: Renewable energy resources: current status, future prospects and their enabling technology publication-title: Renew. Sustain. Energy Rev. – volume: 91 start-page: 374 year: 2016 end-page: 385 ident: bib60 article-title: Techno-economic energy analysis of wind/solar hybrid system: case study for western coastal area of Saudi Arabia publication-title: Renew. Energy – volume: 28 start-page: 647 year: 2003 end-page: 653 ident: bib42 article-title: The wind shear exponent in a Mediterranean island climate publication-title: Renew. Energy – volume: 86 start-page: 1077 year: 2012 end-page: 1088 ident: bib61 article-title: Optimal sizing of renewable hybrids energy systems: a review of methodologies publication-title: Sol. Energy – volume: 11 start-page: 1530 year: 2007 end-page: 1543 ident: bib17 article-title: PV hybrid systems for rural electrification in Thailand publication-title: Renew. Sustain. Energy Rev. – volume: 31 start-page: 1129 year: 2006 end-page: 1141 ident: bib26 article-title: Stochastic energy source access management: infrastructure-integrative modular plant for sustainable hydrogen-electric cogeneration publication-title: Int. J. Hydrogen Energy – volume: 11 start-page: 937 year: 2007 end-page: 950 ident: bib9 article-title: Wind power resource assessment for Rafha, Saudi Arabia publication-title: Renew. Sustain. Energy Rev. – start-page: 241 year: 1988 end-page: 243 ident: bib56 article-title: Power conditioning and control publication-title: Proceeding Euroforum New Energies Congress – volume: 34 start-page: 1134 year: 2009 end-page: 1144 ident: bib12 article-title: Case study feasibility analysis of renewable energy supply options for small to medium-sized tourist accommodations publication-title: Renew. Energy – volume: 23 start-page: 957 year: 2008 end-page: 967 ident: bib28 article-title: Power management of a stand-alone wind/photovoltaic/fuel cell energy system publication-title: IEEE Trans. Energy Convers. – volume: 13 start-page: 33 year: 1998 end-page: 40 ident: bib50 article-title: Photovoltaic diesel-generator hybrid power system sizing publication-title: Renew. Energy – volume: 3 start-page: 103 year: 1979 end-page: 112 ident: bib21 article-title: Complimentary nature of wind and solar energy at a continental mid-latitude station publication-title: Int. J. Energy Res. – volume: 12 start-page: 235 year: 2008 end-page: 249 ident: bib54 article-title: Modeling of hybrid renewable energy systems publication-title: Renew. Sustain. Energy Rev. – volume: 85 start-page: 2407 year: 2011 end-page: 2420 ident: bib62 article-title: Techno-economic valuation and optimization of integrated photovoltaic/wind energy conversion system publication-title: Sol. Energy – volume: 30 start-page: 1489 year: 2005 end-page: 1499 ident: bib8 article-title: Wind energy resource assessment for five locations in Saudi Arabia publication-title: Renew. Energy – volume: 39 start-page: 131 year: 2011 end-page: 141 ident: bib53 article-title: Sustainable electricity generation for rural and peri-urban populations of sub-Saharan Africa: the “flexy-energy” concept publication-title: Energy Pol. – year: 2009 May 25-27 ident: bib20 article-title: Wind-solar complementary power inverter based on intelligent control publication-title: 4th IEEE Conference on Industrial Electronics and Applications – volume: 82 start-page: 354 year: 2008 end-page: 367 ident: bib63 article-title: Optimal sizing method for stand-alone hybrid solar/wind system with LPSP technology by using genetic algorithm publication-title: Sol. Energy – volume: 19 start-page: 291 year: 2009 end-page: 312 ident: bib29 article-title: Progress in electrical energy storage system: a critical review publication-title: Prog. Nat. Sci. – volume: 24 start-page: 127 year: 2000 end-page: 136 ident: bib44 article-title: Simulation of the wind speed at different heights using artificial neural networks publication-title: Wind Eng. – volume: 66 start-page: 1 year: 1999 end-page: 9 ident: bib51 article-title: An optimum dispatch strategy using set points for a photovoltaic (PV)/diesel/battery hybrid power system publication-title: Sol. Energy – start-page: 17 year: 2006 end-page: 24 ident: bib68 article-title: Self-adaptative differential evolution algorithm for constrained real-parameter optimization publication-title: Proceeding 2006 IEEE Congress on Evolutionary Computation (CEC’2006) – volume: 20 start-page: 379 year: 1978 end-page: 386 ident: bib39 article-title: Wind energy statistics for large arrays of wind turbines (New England and Central U.S. Regions) publication-title: Sol. Energy – year: 2009 ident: bib47 article-title: Wind Turbines Part 3: Design Requirements for Offshore Wind Turbines – volume: 35 start-page: 83 year: 2012 end-page: 92 ident: bib33 article-title: GA-based optimal sizing of microgrid and DG units under pool and hybrid electricity markets publication-title: Int. J. Electr. Power Energy Syst. – volume: 36 start-page: 125 year: 2011 end-page: 131 ident: bib16 article-title: User acceptance of diesel/PV hybrid system in an island community publication-title: Renew. Energy – start-page: 1 year: 1995 end-page: 12 ident: bib65 article-title: Differential Evolution – a Simple and Efficient Adaptive Scheme for Global Optimization over Continuous Spaces – volume: 15 start-page: 427 year: 2011 end-page: 437 ident: bib15 article-title: Assessment of the potential of renewable for Brunei Darussalam publication-title: Renew. Sustain. Energy Rev. – volume: 16 start-page: 1412 year: 2012 end-page: 1425 ident: bib31 article-title: Optimum design of hybrid renewable energy systems: overview of different approaches publication-title: Renew. Sustain. Energy Rev. – reference: . – start-page: 44 year: 2006 ident: bib38 article-title: Wind Energy Resource Atlas of the United States – volume: 36 start-page: 5148 year: 2011 end-page: 5153 ident: bib64 article-title: Techno-economical optimization of hybrid pv/wind/battery system using Neuro-Fuzzy publication-title: Energy – volume: 35 start-page: 5708 year: 2007 end-page: 5718 ident: bib55 article-title: A methodology for optimal sizing of autonomous hybrid PV/wind system publication-title: Energy Pol. – volume: 71 start-page: 295 year: 2014 end-page: 306 ident: bib36 article-title: Optimization of micro-grid system using MOPSO publication-title: Renew. Energy – volume: 13 start-page: 72 year: 1989 end-page: 87 ident: bib52 article-title: Design considerations with respect to long-term diesel saving in wind/diesel plants publication-title: Wind Eng. – volume: 78 start-page: 398 year: 2015 end-page: 405 ident: bib18 article-title: Economic analysis of PV/diesel hybrid system with flywheel energy storage publication-title: Renew. Energy – year: 2005 ident: bib67 article-title: Differential Evolution a Practical Approach to Global Optimization – volume: 29 start-page: 1613 year: 2004 end-page: 1630 ident: bib41 article-title: Wind speed analysis in La Ventosa, Mexico: a bimodal probability distribution case publication-title: Renew. Energy – start-page: 122 year: 1991 end-page: 132 ident: bib57 article-title: Inverter for photovoltaic system publication-title: Proceeding 5th Contractor’s Meeting of the European Community Photovoltaic Demonstration Projects – volume: 25 start-page: 599 year: 2003 end-page: 606 ident: bib49 article-title: Operation and sizing of energy storage for wind power plants in a market system publication-title: Int. J. Electr. Power Energy Syst. – volume: 25 start-page: 599 issue: 8 year: 2003 ident: 10.1016/j.renene.2018.01.058_bib49 article-title: Operation and sizing of energy storage for wind power plants in a market system publication-title: Int. J. Electr. Power Energy Syst. doi: 10.1016/S0142-0615(03)00016-4 – volume: 23 start-page: 957 issue: 3 year: 2008 ident: 10.1016/j.renene.2018.01.058_bib28 article-title: Power management of a stand-alone wind/photovoltaic/fuel cell energy system publication-title: IEEE Trans. Energy Convers. doi: 10.1109/TEC.2007.914200 – start-page: 1 year: 1995 ident: 10.1016/j.renene.2018.01.058_bib65 – start-page: 50 year: 1999 ident: 10.1016/j.renene.2018.01.058_bib45 – volume: 34 start-page: 1134 issue: 4 year: 2009 ident: 10.1016/j.renene.2018.01.058_bib12 article-title: Case study feasibility analysis of renewable energy supply options for small to medium-sized tourist accommodations publication-title: Renew. Energy doi: 10.1016/j.renene.2008.06.018 – volume: 66 start-page: 1 issue: 1 year: 1999 ident: 10.1016/j.renene.2018.01.058_bib51 article-title: An optimum dispatch strategy using set points for a photovoltaic (PV)/diesel/battery hybrid power system publication-title: Sol. Energy doi: 10.1016/S0038-092X(99)00016-X – volume: 30 start-page: 447 year: 2005 ident: 10.1016/j.renene.2018.01.058_bib59 article-title: Prospects of wind farm development in Saudi Arabia publication-title: Renew. Energy doi: 10.1016/j.renene.2004.04.008 – volume: 85 start-page: 2407 issue: 10 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib62 article-title: Techno-economic valuation and optimization of integrated photovoltaic/wind energy conversion system publication-title: Sol. Energy doi: 10.1016/j.solener.2011.06.032 – volume: 15 start-page: 5021 issue: 9 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib11 article-title: A key review on present status and future directions of solar energy studies and applications in Saudi Arabia publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2011.07.052 – volume: 45 start-page: 2019 year: 2004 ident: 10.1016/j.renene.2018.01.058_bib6 article-title: Wind energy resources assessment for Yanbo, Saudi Arabia publication-title: Energy Convers. Manag. doi: 10.1016/j.enconman.2003.11.009 – volume: 22 start-page: 613 issue: 2 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib5 article-title: Modeling, analysis and testing of autonomous operation of an inverter-based microgrid publication-title: IEEE Trans. Power Electron. doi: 10.1109/TPEL.2006.890003 – volume: 30 start-page: 1489 year: 2005 ident: 10.1016/j.renene.2018.01.058_bib8 article-title: Wind energy resource assessment for five locations in Saudi Arabia publication-title: Renew. Energy doi: 10.1016/j.renene.2004.11.013 – start-page: 17 year: 2006 ident: 10.1016/j.renene.2018.01.058_bib68 article-title: Self-adaptative differential evolution algorithm for constrained real-parameter optimization – volume: 13 start-page: 1584 issue: 6–7 year: 2009 ident: 10.1016/j.renene.2018.01.058_bib14 article-title: Review and use of the Algerian renewable energy for sustainable development publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2008.09.007 – volume: 35 start-page: 5708 issue: 11 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib55 article-title: A methodology for optimal sizing of autonomous hybrid PV/wind system publication-title: Energy Pol. doi: 10.1016/j.enpol.2007.06.020 – ident: 10.1016/j.renene.2018.01.058_bib30 – start-page: 44 year: 2006 ident: 10.1016/j.renene.2018.01.058_bib38 – year: 2009 ident: 10.1016/j.renene.2018.01.058_bib66 – volume: 86 start-page: 1077 issue: 4 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib61 article-title: Optimal sizing of renewable hybrids energy systems: a review of methodologies publication-title: Sol. Energy doi: 10.1016/j.solener.2011.10.016 – start-page: 1 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib70 article-title: Feasibility of renewable energy based distributed generations in Yanbu, Saudi Arabia – volume: 15 start-page: 427 issue: 1 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib15 article-title: Assessment of the potential of renewable for Brunei Darussalam publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2010.08.014 – volume: 11 start-page: 1530 issue: 7 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib17 article-title: PV hybrid systems for rural electrification in Thailand publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2005.11.008 – year: 2009 ident: 10.1016/j.renene.2018.01.058_bib47 – volume: 36 start-page: 1214 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib19 article-title: Sizing optimization of grid independent hybrid photovoltaic/wind power generation system publication-title: Energy doi: 10.1016/j.energy.2010.11.024 – volume: 12 start-page: 235 issue: 1 year: 2008 ident: 10.1016/j.renene.2018.01.058_bib54 article-title: Modeling of hybrid renewable energy systems publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2006.07.011 – volume: 36 start-page: 6490 issue: 11 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib3 article-title: Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source publication-title: Energy doi: 10.1016/j.energy.2011.09.017 – volume: 5 start-page: 78 issue: 4 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib4 article-title: Microgrids publication-title: Power Energy Mag. doi: 10.1109/MPAE.2007.376583 – volume: 34 start-page: 955 issue: 4 year: 2009 ident: 10.1016/j.renene.2018.01.058_bib13 article-title: Feasibility analysis of renewable energy supply options for a grid-connected large hotel publication-title: Renew. Energy doi: 10.1016/j.renene.2008.08.012 – volume: 11 start-page: 937 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib9 article-title: Wind power resource assessment for Rafha, Saudi Arabia publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2005.07.003 – volume: 39 start-page: 131 issue: 1 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib53 article-title: Sustainable electricity generation for rural and peri-urban populations of sub-Saharan Africa: the “flexy-energy” concept publication-title: Energy Pol. doi: 10.1016/j.enpol.2010.09.021 – volume: 39 start-page: 748 year: 2014 ident: 10.1016/j.renene.2018.01.058_bib1 article-title: Renewable energy resources: current status, future prospects and their enabling technology publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2014.07.113 – volume: 19 start-page: 291 year: 2009 ident: 10.1016/j.renene.2018.01.058_bib29 article-title: Progress in electrical energy storage system: a critical review publication-title: Prog. Nat. Sci. doi: 10.1016/j.pnsc.2008.07.014 – volume: 32 start-page: 1102 issue: 7 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib32 article-title: Optimization of control strategies for stand-alone renewable energy systems with hydrogen storage publication-title: Renew. Energy doi: 10.1016/j.renene.2006.04.013 – volume: 36 start-page: 5148 issue: 8 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib64 article-title: Techno-economical optimization of hybrid pv/wind/battery system using Neuro-Fuzzy publication-title: Energy doi: 10.1016/j.energy.2011.06.017 – volume: 86 start-page: 1077 issue: 4 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib34 article-title: Optimal sizing of renewable hybrids energy systems: a review of methodologies publication-title: Sol. Energy doi: 10.1016/j.solener.2011.10.016 – volume: 24 start-page: 127 issue: 2 year: 2000 ident: 10.1016/j.renene.2018.01.058_bib44 article-title: Simulation of the wind speed at different heights using artificial neural networks publication-title: Wind Eng. doi: 10.1260/0309524001495503 – volume: 16 start-page: 4470 issue: 7 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib10 article-title: Wind power utilization for water pumping using small wind turbines in Saudi Arabia: a techno-economical review publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2012.04.036 – year: 2009 ident: 10.1016/j.renene.2018.01.058_bib20 article-title: Wind-solar complementary power inverter based on intelligent control – volume: 13 start-page: 72 issue: 2 year: 1989 ident: 10.1016/j.renene.2018.01.058_bib52 article-title: Design considerations with respect to long-term diesel saving in wind/diesel plants publication-title: Wind Eng. – start-page: 122 year: 1991 ident: 10.1016/j.renene.2018.01.058_bib57 article-title: Inverter for photovoltaic system – volume: 35 start-page: 3322 issue: 8 year: 2010 ident: 10.1016/j.renene.2018.01.058_bib58 article-title: Sizing of photovoltaic system coupled with hydrogen/oxygen storage based on the oriented model publication-title: Int. J. Hydrogen Energy doi: 10.1016/j.ijhydene.2010.01.060 – volume: 20 start-page: 379 issue: 5 year: 1978 ident: 10.1016/j.renene.2018.01.058_bib39 article-title: Wind energy statistics for large arrays of wind turbines (New England and Central U.S. Regions) publication-title: Sol. Energy doi: 10.1016/0038-092X(78)90153-6 – year: 2005 ident: 10.1016/j.renene.2018.01.058_bib46 – start-page: 3601 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib69 article-title: Multi-objective optimization based on self-adaptive differential evolution algorithm – year: 2005 ident: 10.1016/j.renene.2018.01.058_bib35 – volume: 29 start-page: 1613 issue: 10 year: 2004 ident: 10.1016/j.renene.2018.01.058_bib41 article-title: Wind speed analysis in La Ventosa, Mexico: a bimodal probability distribution case publication-title: Renew. Energy doi: 10.1016/j.renene.2004.02.001 – volume: 87 start-page: 487 issue: 2 year: 2010 ident: 10.1016/j.renene.2018.01.058_bib23 article-title: Feasibility study for a standalone solar-wind-based hybrid energy system for application in Ethiopia publication-title: Appl. Energy doi: 10.1016/j.apenergy.2009.06.006 – year: 2005 ident: 10.1016/j.renene.2018.01.058_bib67 – volume: 35 start-page: 83 issue: 1 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib33 article-title: GA-based optimal sizing of microgrid and DG units under pool and hybrid electricity markets publication-title: Int. J. Electr. Power Energy Syst. doi: 10.1016/j.ijepes.2011.09.015 – volume: 34 start-page: 377 issue: 3 year: 2009 ident: 10.1016/j.renene.2018.01.058_bib2 article-title: Future development of the electricity systems with distributed generation publication-title: Energy doi: 10.1016/j.energy.2008.12.008 – volume: 29 start-page: 1105 year: 2004 ident: 10.1016/j.renene.2018.01.058_bib7 article-title: Assessment of wind energy potential for coastal locations of the Kingdom of Saudi Arabia publication-title: Energy doi: 10.1016/j.energy.2004.02.026 – volume: 31 start-page: 1129 issue: 9 year: 2006 ident: 10.1016/j.renene.2018.01.058_bib26 article-title: Stochastic energy source access management: infrastructure-integrative modular plant for sustainable hydrogen-electric cogeneration publication-title: Int. J. Hydrogen Energy doi: 10.1016/j.ijhydene.2005.10.006 – volume: 71 start-page: 295 year: 2014 ident: 10.1016/j.renene.2018.01.058_bib36 article-title: Optimization of micro-grid system using MOPSO publication-title: Renew. Energy doi: 10.1016/j.renene.2014.05.006 – volume: 44 start-page: 215 issue: 0 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib37 article-title: Design of isolated hybrid systems minimizing costs and pollutant emissions publication-title: Renew. Energy doi: 10.1016/j.renene.2012.01.011 – volume: 32 start-page: 738 issue: 5 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib40 article-title: Wind shear coefficients and energy yield for Dhahran, Saudi Arabia publication-title: Renew. Energy doi: 10.1016/j.renene.2006.03.014 – volume: 13 start-page: 33 issue: 1 year: 1998 ident: 10.1016/j.renene.2018.01.058_bib50 article-title: Photovoltaic diesel-generator hybrid power system sizing publication-title: Renew. Energy doi: 10.1016/S0960-1481(97)00074-8 – volume: 28 start-page: 647 issue: 4 year: 2003 ident: 10.1016/j.renene.2018.01.058_bib42 article-title: The wind shear exponent in a Mediterranean island climate publication-title: Renew. Energy doi: 10.1016/S0960-1481(02)00066-6 – volume: 14 start-page: 2383 issue: 8 year: 2010 ident: 10.1016/j.renene.2018.01.058_bib43 article-title: Analysis and validation of the methodology used in the extrapolation of wind speed data at different heights publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2010.05.001 – volume: 82 start-page: 354 issue: 4 year: 2008 ident: 10.1016/j.renene.2018.01.058_bib63 article-title: Optimal sizing method for stand-alone hybrid solar/wind system with LPSP technology by using genetic algorithm publication-title: Sol. Energy doi: 10.1016/j.solener.2007.08.005 – volume: 35 start-page: 639 issue: 2 year: 2010 ident: 10.1016/j.renene.2018.01.058_bib25 article-title: Review and comparison study of hybrid diesel/solar/hydro/fuel cell energy schemes for a rural ICT Telecenter publication-title: Energy doi: 10.1016/j.energy.2009.10.035 – volume: 16 start-page: 1412 issue: 3 year: 2012 ident: 10.1016/j.renene.2018.01.058_bib31 article-title: Optimum design of hybrid renewable energy systems: overview of different approaches publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2011.11.011 – volume: 78 start-page: 398 year: 2015 ident: 10.1016/j.renene.2018.01.058_bib18 article-title: Economic analysis of PV/diesel hybrid system with flywheel energy storage publication-title: Renew. Energy doi: 10.1016/j.renene.2015.01.026 – volume: 3 start-page: 103 issue: 2 year: 1979 ident: 10.1016/j.renene.2018.01.058_bib21 article-title: Complimentary nature of wind and solar energy at a continental mid-latitude station publication-title: Int. J. Energy Res. doi: 10.1002/er.4440030202 – volume: 33 start-page: 1128 issue: 7 year: 2008 ident: 10.1016/j.renene.2018.01.058_bib22 article-title: Techno-economical study of hybrid power system for a remote village in Algeria publication-title: Energy doi: 10.1016/j.energy.2008.01.016 – volume: 35 start-page: 2587 issue: 6 year: 2010 ident: 10.1016/j.renene.2018.01.058_bib24 article-title: Hybrid solar-wind system with battery storage operating in grid-connected and standalone mode: control and energy management – experimental investigation publication-title: Energy doi: 10.1016/j.energy.2010.03.005 – volume: 19 start-page: 633 issue: 3 year: 2004 ident: 10.1016/j.renene.2018.01.058_bib27 article-title: Performance of a stand-alone renewable energy system based on energy storage as hydrogen publication-title: IEEE Trans. Energy Convers. doi: 10.1109/TEC.2004.827719 – start-page: 250 year: 2007 ident: 10.1016/j.renene.2018.01.058_bib48 article-title: PSO-based multi-criteria optimum design of a gridconnected hybrid power system with multiple renewable sources of energy – volume: 91 start-page: 374 year: 2016 ident: 10.1016/j.renene.2018.01.058_bib60 article-title: Techno-economic energy analysis of wind/solar hybrid system: case study for western coastal area of Saudi Arabia publication-title: Renew. Energy doi: 10.1016/j.renene.2016.01.071 – start-page: 241 year: 1988 ident: 10.1016/j.renene.2018.01.058_bib56 article-title: Power conditioning and control – volume: 36 start-page: 125 issue: 1 year: 2011 ident: 10.1016/j.renene.2018.01.058_bib16 article-title: User acceptance of diesel/PV hybrid system in an island community publication-title: Renew. Energy doi: 10.1016/j.renene.2010.06.007 |
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