Site suitability for solar and wind energy in developing countries using combination of GIS- AHP; a case study of Pakistan

Climate change and scarcity of energy sources have put developing countries in a situation that demands emergency future planning for matured renewable technologies in order to continue sustainable progress and provide clean and cheap energy to masses. This paper provides a comprehensive structure o...

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Published inRenewable energy Vol. 206; pp. 180 - 191
Main Authors Raza, Muhammad Ali, Yousif, Muhammad, Hassan, Muhammad, Numan, Muhammad, Abbas Kazmi, Syed Ali
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.04.2023
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Abstract Climate change and scarcity of energy sources have put developing countries in a situation that demands emergency future planning for matured renewable technologies in order to continue sustainable progress and provide clean and cheap energy to masses. This paper provides a comprehensive structure of site suitability for utility scale solar PV and wind energy projects considering criteria critical to each technology while only using criteria with absolute necessity for varying scenarios incorporating Multi Criteria Decision Analysis (MCDA) along with Geographic Information System (GIS). A novel approach is also considered for far-off areas potentially deprived of electricity access for small scale solar PV implementation. A total of eight sub-criteria were considered in site selection process regarding wind and solar energy, analyzed using Analytical Hierarchy Process (AHP) in order to rank criteria depending on their importance to selection process. Resulting methodology was applied to case study of Pakistan, a developing country with growing climate change emergency and ongoing power crisis. End results showed 25.28% area suitable for utility scale solar PV farms, 5.93% area suitable for utility scale wind farms and 40.02% suitable area for small scale solar PV farms.
AbstractList Climate change and scarcity of energy sources have put developing countries in a situation that demands emergency future planning for matured renewable technologies in order to continue sustainable progress and provide clean and cheap energy to masses. This paper provides a comprehensive structure of site suitability for utility scale solar PV and wind energy projects considering criteria critical to each technology while only using criteria with absolute necessity for varying scenarios incorporating Multi Criteria Decision Analysis (MCDA) along with Geographic Information System (GIS). A novel approach is also considered for far-off areas potentially deprived of electricity access for small scale solar PV implementation. A total of eight sub-criteria were considered in site selection process regarding wind and solar energy, analyzed using Analytical Hierarchy Process (AHP) in order to rank criteria depending on their importance to selection process. Resulting methodology was applied to case study of Pakistan, a developing country with growing climate change emergency and ongoing power crisis. End results showed 25.28% area suitable for utility scale solar PV farms, 5.93% area suitable for utility scale wind farms and 40.02% suitable area for small scale solar PV farms.
Author Hassan, Muhammad
Raza, Muhammad Ali
Yousif, Muhammad
Abbas Kazmi, Syed Ali
Numan, Muhammad
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  givenname: Syed Ali
  surname: Abbas Kazmi
  fullname: Abbas Kazmi, Syed Ali
  email: saakazmi@uspcase.nust.edu.pk
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Cites_doi 10.1016/j.solener.2017.05.075
10.1016/j.renene.2020.03.083
10.1016/j.energy.2017.03.140
10.3390/en9080643
10.1016/j.renene.2018.08.105
10.1016/0270-0255(87)90473-8
10.1016/j.seta.2016.09.006
10.1007/s12206-020-0736-9
10.1016/j.energy.2017.10.016
10.1080/14786451.2020.1833881
10.1016/j.rser.2021.111310
10.1080/23307706.2017.1346490
10.1016/j.jpowsour.2018.11.084
10.1016/j.apenergy.2017.10.024
10.1016/j.renene.2021.06.078
10.1016/j.renene.2019.03.100
10.1016/j.rser.2017.08.015
10.1016/j.renene.2013.12.038
10.1016/j.renene.2019.12.078
10.1016/j.renene.2018.09.035
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Keywords Multi criteria decision analysis (MCDA)
Wind farms
Optimal sites
Remote areas
Renewable energy
Solar PV
Language English
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References Pakistan - Renewable Energy.
Expanding Renewable Energy in Pakistan's Electricity Mix.
Explore the World's Protected Areas.
ArcMap Resources for ArcGIS Desktop | Download & Documentation.
Amjad, Shah (bib16) 2020; 155
Saaty (bib39) 1987; 9
RE Data Explorer.
(accessed January. 21, 2022).
Ali, Taweekun, Techato, Waewsak, Gyawali (bib13) 2019; 132
Colak, Memisoglu, Gercek (bib11) 2020; 149
Pakistan Cities Database | Simplemaps.Com.
Bontemps, Defourny, Van Bogaert, Kalogirou, Perez (bib41) 2011; 136
Over Half of the People in Least Developed Countries Lack Access to Electricity | UNCTAD.
Hazaymeh, Zeitoun, Al-Rawabdeh, Al-Sababhah (bib25) 2018; 9
Asakereh, Soleymani, Sheikhdavoodi (bib32) 2017; 155
Global Solar Atlas.
(accessed December 12, 2021).
(accessed January. 16, 2022).
A. Koc, S. Turk, and G. Şahin, “Multi-criteria of Wind-Solar Site Selection Problem Using a GIS-AHP-Based Approach with an Application in Igdir Province/Turkey,” doi: 10.1007/s11356-019-06260-1/Published.
Developing Countries Are Responsible for 63 Percent of Current Carbon Emissions | Center For Global Development.
ESA Data User Element.
Sánchez-Lozano, Henggeler Antunes, García-Cascales, Dias (bib22) 2014; 66
Rafique, Rehman, Alhems (bib29) 2020; 34
Rios, Duarte (bib18) 2021; 149
Ali, Butt, sabir, Mumtaz, Salman (bib19) 2018; 5
Asadi, Pourhossein (bib21) 2021; 40
(bib5) 2020
Merrouni, Mezrhab, Mezrhab (bib7) 2016; 18
Doorga, Rughooputh, Boojhawon (bib31) 2019; 133
(accessed May 26, 2022).
Noorollahi, Fadai, Shirazi, Ghodsipour (bib23) 2016; 9
(accessed May 6, 2022).
Ritchie, Roser (bib4) 2020
(accessed January. 15, 2022).
Global Wind Atlas.
Giamalaki, Tsoutsos (bib15) 2019; 141
Ajanaku, Strager, Collins (bib14) 2021
How Long before We Run Out of Fossil Fuels? - Our World in Data.
Pakistan Continues to Suffer Energy Crisis.
Doljak, Stanojević (bib20) 2017; 127
Solar Resource Maps and GIS Data for 200+ Countries | Solargis.
Al Garni, Awasthi (bib17) 2017; 206
Yousif, Ai, Wattoo, Jiang, Hao, Gao (bib6) Feb. 2019; 412
Baseer, Rehman, Meyer, Alam (bib8) 2017; 141
Cevallos-Sierra, Ramos-Martin (bib12) 2018; 81
(accessed January. 19, 2022).
Günen (bib10) 2021; 178
Ministry of Finance | Government of Pakistan |.
Prieto-Amparán, Pinedo-Alvarez, Morales-Nieto, Valles-Aragón, Álvarez-Holguín, Villarreal-Guerrero (bib24) 2021; 10
Merrouni (10.1016/j.renene.2023.02.010_bib7) 2016; 18
Sánchez-Lozano (10.1016/j.renene.2023.02.010_bib22) 2014; 66
Bontemps (10.1016/j.renene.2023.02.010_bib41) 2011; 136
Doljak (10.1016/j.renene.2023.02.010_bib20) 2017; 127
Ali (10.1016/j.renene.2023.02.010_bib13) 2019; 132
10.1016/j.renene.2023.02.010_bib40
Günen (10.1016/j.renene.2023.02.010_bib10) 2021; 178
10.1016/j.renene.2023.02.010_bib42
Baseer (10.1016/j.renene.2023.02.010_bib8) 2017; 141
10.1016/j.renene.2023.02.010_bib33
Asakereh (10.1016/j.renene.2023.02.010_bib32) 2017; 155
10.1016/j.renene.2023.02.010_bib34
10.1016/j.renene.2023.02.010_bib9
Al Garni (10.1016/j.renene.2023.02.010_bib17) 2017; 206
10.1016/j.renene.2023.02.010_bib35
Cevallos-Sierra (10.1016/j.renene.2023.02.010_bib12) 2018; 81
10.1016/j.renene.2023.02.010_bib36
10.1016/j.renene.2023.02.010_bib37
10.1016/j.renene.2023.02.010_bib38
Saaty (10.1016/j.renene.2023.02.010_bib39) 1987; 9
Asadi (10.1016/j.renene.2023.02.010_bib21) 2021; 40
Doorga (10.1016/j.renene.2023.02.010_bib31) 2019; 133
10.1016/j.renene.2023.02.010_bib3
10.1016/j.renene.2023.02.010_bib2
10.1016/j.renene.2023.02.010_bib1
Noorollahi (10.1016/j.renene.2023.02.010_bib23) 2016; 9
Amjad (10.1016/j.renene.2023.02.010_bib16) 2020; 155
Hazaymeh (10.1016/j.renene.2023.02.010_bib25) 2018; 9
Yousif (10.1016/j.renene.2023.02.010_bib6) 2019; 412
Colak (10.1016/j.renene.2023.02.010_bib11) 2020; 149
Prieto-Amparán (10.1016/j.renene.2023.02.010_bib24) 2021; 10
Rios (10.1016/j.renene.2023.02.010_bib18) 2021; 149
10.1016/j.renene.2023.02.010_bib30
Ali (10.1016/j.renene.2023.02.010_bib19) 2018; 5
Ritchie (10.1016/j.renene.2023.02.010_bib4) 2020
(10.1016/j.renene.2023.02.010_bib5) 2020
10.1016/j.renene.2023.02.010_bib26
Giamalaki (10.1016/j.renene.2023.02.010_bib15) 2019; 141
10.1016/j.renene.2023.02.010_bib27
10.1016/j.renene.2023.02.010_bib28
Rafique (10.1016/j.renene.2023.02.010_bib29) 2020; 34
Ajanaku (10.1016/j.renene.2023.02.010_bib14) 2021
References_xml – volume: 141
  start-page: 1166
  year: 2017
  end-page: 1176
  ident: bib8
  article-title: GIS-based site suitability analysis for wind farm development in Saudi Arabia
  publication-title: Energy
  contributor:
    fullname: Alam
– volume: 18
  start-page: 6
  year: 2016
  end-page: 15
  ident: bib7
  article-title: PV sites suitability analysis in the Eastern region of Morocco
  publication-title: Sustain. Energy Technol. Assessments
  contributor:
    fullname: Mezrhab
– volume: 9
  start-page: 47
  year: 2018
  end-page: 56
  ident: bib25
  article-title: A regional scale photovoltaic site selection based on geospatial techniques
  publication-title: Jordan J. Earth Environ. Sci.
  contributor:
    fullname: Al-Sababhah
– volume: 34
  start-page: 3437
  year: 2020
  end-page: 3443
  ident: bib29
  article-title: Assessment of solar energy potential and its deployment for cleaner production in Pakistan
  publication-title: J. Mech. Sci. Technol.
  contributor:
    fullname: Alhems
– volume: 136
  start-page: 53
  year: 2011
  ident: bib41
  article-title: GLOBCOVER 2009 products description and validation report
  publication-title: ESA Bull.
  contributor:
    fullname: Perez
– volume: 40
  start-page: 616
  year: 2021
  end-page: 637
  ident: bib21
  article-title: Neural network-based modelling of wind/solar farm siting: a case study of East-Azerbaijan
  publication-title: Int. J. Sustain. Energy
  contributor:
    fullname: Pourhossein
– volume: 412
  start-page: 710
  year: Feb. 2019
  end-page: 716
  ident: bib6
  article-title: Least cost combinations of solar power, wind power, and energy storage system for powering large-scale grid
  publication-title: J. Power Sources
  contributor:
    fullname: Gao
– volume: 206
  start-page: 1225
  year: 2017
  end-page: 1240
  ident: bib17
  article-title: Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia
  publication-title: Appl. Energy
  contributor:
    fullname: Awasthi
– volume: 149
  year: 2021
  ident: bib18
  article-title: Selection of ideal sites for the development of large-scale solar photovoltaic projects through Analytical Hierarchical Process – geographic information systems (AHP-GIS) in Peru
  publication-title: Renew. Sustain. Energy Rev.
  contributor:
    fullname: Duarte
– volume: 133
  start-page: 1201
  year: 2019
  end-page: 1219
  ident: bib31
  article-title: Multi-criteria GIS-based modelling technique for identifying potential solar farm sites: a case study in Mauritius
  publication-title: Renew. Energy
  contributor:
    fullname: Boojhawon
– volume: 178
  start-page: 212
  year: 2021
  end-page: 225
  ident: bib10
  article-title: A comprehensive framework based on GIS-AHP for the installation of solar PV farms in Kahramanmaraş, Turkey
  publication-title: Renew. Energy
  contributor:
    fullname: Günen
– volume: 149
  start-page: 565
  year: 2020
  end-page: 576
  ident: bib11
  article-title: Optimal site selection for solar photovoltaic (PV) power plants using GIS and AHP: a case study of Malatya Province, Turkey
  publication-title: Renew. Energy
  contributor:
    fullname: Gercek
– volume: 132
  start-page: 1360
  year: 2019
  end-page: 1372, Mar
  ident: bib13
  article-title: GIS based site suitability assessment for wind and solar farms in Songkhla, Thailand
  publication-title: Renew. Energy
  contributor:
    fullname: Gyawali
– volume: 10
  start-page: 217
  year: 2021
  ident: bib24
  article-title: A regional GIS-assisted multi-criteria evaluation of site-suitability for the development of solar farms
  publication-title: L
  contributor:
    fullname: Villarreal-Guerrero
– volume: 9
  start-page: 161
  year: 1987
  end-page: 176
  ident: bib39
  article-title: The analytic hierarchy process—what it is and how it is used
  publication-title: Math. Model.
  contributor:
    fullname: Saaty
– year: 2021
  ident: bib14
  article-title: GIS-based multi-criteria decision analysis of utility-scale wind farm site suitability in West Virginia
  publication-title: Geojournal
  contributor:
    fullname: Collins
– volume: 9
  year: 2016
  ident: bib23
  article-title: Land suitability analysis for solar farms exploitation using GIS and fuzzy analytic hierarchy process (FAHP) - a case study of Iran
  publication-title: Energies
  contributor:
    fullname: Ghodsipour
– volume: 155
  start-page: 761
  year: 2020
  end-page: 769
  ident: bib16
  article-title: Identification and assessment of sites for solar farms development using GIS and density based clustering technique- A case of Pakistan
  publication-title: Renew. Energy
  contributor:
    fullname: Shah
– volume: 127
  start-page: 291
  year: 2017
  end-page: 300
  ident: bib20
  article-title: Evaluation of natural conditions for site selection of ground-mounted photovoltaic power plants in Serbia
  publication-title: Energy
  contributor:
    fullname: Stanojević
– volume: 155
  start-page: 342
  year: 2017
  end-page: 353
  ident: bib32
  article-title: A GIS-based Fuzzy-AHP method for the evaluation of solar farms locations: case study in Khuzestan province, Iran
  publication-title: Sol. Energy
  contributor:
    fullname: Sheikhdavoodi
– volume: 141
  start-page: 64
  year: 2019
  end-page: 75
  ident: bib15
  article-title: Sustainable siting of solar power installations in Mediterranean using a GIS/AHP approach
  publication-title: Renew. Energy
  contributor:
    fullname: Tsoutsos
– volume: 66
  start-page: 478
  year: 2014
  end-page: 494
  ident: bib22
  article-title: GIS-based photovoltaic solar farms site selection using ELECTRE-TRI: evaluating the case for Torre Pacheco, Murcia, Southeast of Spain
  publication-title: Renew. Energy
  contributor:
    fullname: Dias
– year: 2020
  ident: bib4
  article-title: Energy,”
  contributor:
    fullname: Roser
– volume: 81
  start-page: 1154
  year: 2018
  end-page: 1165
  ident: bib12
  article-title: Spatial assessment of the potential of renewable energy: the case of Ecuador
  publication-title: Renew. Sustain. Energy Rev.
  contributor:
    fullname: Ramos-Martin
– volume: 5
  start-page: 117
  year: 2018
  end-page: 128
  ident: bib19
  article-title: Selection of suitable site in Pakistan for wind power plant installation using analytic hierarchy process (AHP)
  publication-title: Journal of Control and Decision
  contributor:
    fullname: Salman
– year: 2020
  ident: bib5
  publication-title: Global Trends in Renewable Energy Investment 2020
– ident: 10.1016/j.renene.2023.02.010_bib30
– ident: 10.1016/j.renene.2023.02.010_bib28
– volume: 155
  start-page: 342
  year: 2017
  ident: 10.1016/j.renene.2023.02.010_bib32
  article-title: A GIS-based Fuzzy-AHP method for the evaluation of solar farms locations: case study in Khuzestan province, Iran
  publication-title: Sol. Energy
  doi: 10.1016/j.solener.2017.05.075
  contributor:
    fullname: Asakereh
– volume: 136
  start-page: 53
  year: 2011
  ident: 10.1016/j.renene.2023.02.010_bib41
  article-title: GLOBCOVER 2009 products description and validation report
  publication-title: ESA Bull.
  contributor:
    fullname: Bontemps
– volume: 10
  start-page: 217
  year: 2021
  ident: 10.1016/j.renene.2023.02.010_bib24
  article-title: A regional GIS-assisted multi-criteria evaluation of site-suitability for the development of solar farms
  publication-title: L
  contributor:
    fullname: Prieto-Amparán
– ident: 10.1016/j.renene.2023.02.010_bib1
– ident: 10.1016/j.renene.2023.02.010_bib26
– ident: 10.1016/j.renene.2023.02.010_bib3
– volume: 155
  start-page: 761
  year: 2020
  ident: 10.1016/j.renene.2023.02.010_bib16
  article-title: Identification and assessment of sites for solar farms development using GIS and density based clustering technique- A case of Pakistan
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2020.03.083
  contributor:
    fullname: Amjad
– ident: 10.1016/j.renene.2023.02.010_bib40
– volume: 127
  start-page: 291
  year: 2017
  ident: 10.1016/j.renene.2023.02.010_bib20
  article-title: Evaluation of natural conditions for site selection of ground-mounted photovoltaic power plants in Serbia
  publication-title: Energy
  doi: 10.1016/j.energy.2017.03.140
  contributor:
    fullname: Doljak
– ident: 10.1016/j.renene.2023.02.010_bib42
– ident: 10.1016/j.renene.2023.02.010_bib38
– ident: 10.1016/j.renene.2023.02.010_bib36
– volume: 9
  issue: 8
  year: 2016
  ident: 10.1016/j.renene.2023.02.010_bib23
  article-title: Land suitability analysis for solar farms exploitation using GIS and fuzzy analytic hierarchy process (FAHP) - a case study of Iran
  publication-title: Energies
  doi: 10.3390/en9080643
  contributor:
    fullname: Noorollahi
– ident: 10.1016/j.renene.2023.02.010_bib34
– volume: 133
  start-page: 1201
  year: 2019
  ident: 10.1016/j.renene.2023.02.010_bib31
  article-title: Multi-criteria GIS-based modelling technique for identifying potential solar farm sites: a case study in Mauritius
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2018.08.105
  contributor:
    fullname: Doorga
– volume: 9
  start-page: 161
  issue: 3–5
  year: 1987
  ident: 10.1016/j.renene.2023.02.010_bib39
  article-title: The analytic hierarchy process—what it is and how it is used
  publication-title: Math. Model.
  doi: 10.1016/0270-0255(87)90473-8
  contributor:
    fullname: Saaty
– year: 2021
  ident: 10.1016/j.renene.2023.02.010_bib14
  article-title: GIS-based multi-criteria decision analysis of utility-scale wind farm site suitability in West Virginia
  publication-title: Geojournal
  contributor:
    fullname: Ajanaku
– volume: 18
  start-page: 6
  year: 2016
  ident: 10.1016/j.renene.2023.02.010_bib7
  article-title: PV sites suitability analysis in the Eastern region of Morocco
  publication-title: Sustain. Energy Technol. Assessments
  doi: 10.1016/j.seta.2016.09.006
  contributor:
    fullname: Merrouni
– volume: 34
  start-page: 3437
  issue: 8
  year: 2020
  ident: 10.1016/j.renene.2023.02.010_bib29
  article-title: Assessment of solar energy potential and its deployment for cleaner production in Pakistan
  publication-title: J. Mech. Sci. Technol.
  doi: 10.1007/s12206-020-0736-9
  contributor:
    fullname: Rafique
– volume: 141
  start-page: 1166
  year: 2017
  ident: 10.1016/j.renene.2023.02.010_bib8
  article-title: GIS-based site suitability analysis for wind farm development in Saudi Arabia
  publication-title: Energy
  doi: 10.1016/j.energy.2017.10.016
  contributor:
    fullname: Baseer
– ident: 10.1016/j.renene.2023.02.010_bib27
– volume: 40
  start-page: 616
  issue: 7
  year: 2021
  ident: 10.1016/j.renene.2023.02.010_bib21
  article-title: Neural network-based modelling of wind/solar farm siting: a case study of East-Azerbaijan
  publication-title: Int. J. Sustain. Energy
  doi: 10.1080/14786451.2020.1833881
  contributor:
    fullname: Asadi
– volume: 149
  year: 2021
  ident: 10.1016/j.renene.2023.02.010_bib18
  article-title: Selection of ideal sites for the development of large-scale solar photovoltaic projects through Analytical Hierarchical Process – geographic information systems (AHP-GIS) in Peru
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2021.111310
  contributor:
    fullname: Rios
– volume: 5
  start-page: 117
  year: 2018
  ident: 10.1016/j.renene.2023.02.010_bib19
  article-title: Selection of suitable site in Pakistan for wind power plant installation using analytic hierarchy process (AHP)
  publication-title: Journal of Control and Decision
  doi: 10.1080/23307706.2017.1346490
  contributor:
    fullname: Ali
– volume: 412
  start-page: 710
  year: 2019
  ident: 10.1016/j.renene.2023.02.010_bib6
  article-title: Least cost combinations of solar power, wind power, and energy storage system for powering large-scale grid
  publication-title: J. Power Sources
  doi: 10.1016/j.jpowsour.2018.11.084
  contributor:
    fullname: Yousif
– year: 2020
  ident: 10.1016/j.renene.2023.02.010_bib4
  contributor:
    fullname: Ritchie
– ident: 10.1016/j.renene.2023.02.010_bib2
– volume: 206
  start-page: 1225
  year: 2017
  ident: 10.1016/j.renene.2023.02.010_bib17
  article-title: Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2017.10.024
  contributor:
    fullname: Al Garni
– volume: 9
  start-page: 47
  issue: 1
  year: 2018
  ident: 10.1016/j.renene.2023.02.010_bib25
  article-title: A regional scale photovoltaic site selection based on geospatial techniques
  publication-title: Jordan J. Earth Environ. Sci.
  contributor:
    fullname: Hazaymeh
– ident: 10.1016/j.renene.2023.02.010_bib9
– volume: 178
  start-page: 212
  year: 2021
  ident: 10.1016/j.renene.2023.02.010_bib10
  article-title: A comprehensive framework based on GIS-AHP for the installation of solar PV farms in Kahramanmaraş, Turkey
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2021.06.078
  contributor:
    fullname: Günen
– volume: 141
  start-page: 64
  year: 2019
  ident: 10.1016/j.renene.2023.02.010_bib15
  article-title: Sustainable siting of solar power installations in Mediterranean using a GIS/AHP approach
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2019.03.100
  contributor:
    fullname: Giamalaki
– volume: 81
  start-page: 1154
  year: 2018
  ident: 10.1016/j.renene.2023.02.010_bib12
  article-title: Spatial assessment of the potential of renewable energy: the case of Ecuador
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2017.08.015
  contributor:
    fullname: Cevallos-Sierra
– volume: 66
  start-page: 478
  year: 2014
  ident: 10.1016/j.renene.2023.02.010_bib22
  article-title: GIS-based photovoltaic solar farms site selection using ELECTRE-TRI: evaluating the case for Torre Pacheco, Murcia, Southeast of Spain
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2013.12.038
  contributor:
    fullname: Sánchez-Lozano
– ident: 10.1016/j.renene.2023.02.010_bib37
– ident: 10.1016/j.renene.2023.02.010_bib35
– year: 2020
  ident: 10.1016/j.renene.2023.02.010_bib5
– ident: 10.1016/j.renene.2023.02.010_bib33
– volume: 149
  start-page: 565
  year: 2020
  ident: 10.1016/j.renene.2023.02.010_bib11
  article-title: Optimal site selection for solar photovoltaic (PV) power plants using GIS and AHP: a case study of Malatya Province, Turkey
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2019.12.078
  contributor:
    fullname: Colak
– volume: 132
  start-page: 1360
  year: 2019
  ident: 10.1016/j.renene.2023.02.010_bib13
  article-title: GIS based site suitability assessment for wind and solar farms in Songkhla, Thailand
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2018.09.035
  contributor:
    fullname: Ali
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Snippet Climate change and scarcity of energy sources have put developing countries in a situation that demands emergency future planning for matured renewable...
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SubjectTerms Multi criteria decision analysis (MCDA)
Optimal sites
Remote areas
Renewable energy
Solar PV
Wind farms
Title Site suitability for solar and wind energy in developing countries using combination of GIS- AHP; a case study of Pakistan
URI https://dx.doi.org/10.1016/j.renene.2023.02.010
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