Neural network-based modelling of wind/solar farm siting: a case study of East-Azerbaijan

被引:15
作者
Asadi, Meysam [1 ]
Pourhossein, Kazem [1 ]
机构
[1] Islamic Azad Univ, Tabriz Branch, Dept Elect Engn, Tabriz, Iran
关键词
Wind; solar farm; site selection; multi-layer perceptron (MLP); analytic hierarchy process (AHP); geographical information system (GIS); MULTICRITERIA DECISION-MAKING; ANALYTIC HIERARCHY PROCESS; RENEWABLE ENERGY-SOURCES; GEOGRAPHICAL INFORMATION-SYSTEMS; SITE SELECTION; POWER-PLANT; WIND FARM; OFFSHORE WIND; GIS; AHP;
D O I
10.1080/14786451.2020.1833881
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The location of wind/solar power plants is a critical part of design process. Multi-criteria decision making (MCDM), the well-known procedure of site selection, suffers from the local-scoring property. This paper proposes a combined approach of MCDM and artificial neural networks (ANN) to alleviate this deficiency. Here, the weighting of site selection criteria has been performed using the analytic hierarchy process (AHP), and then a multi-layer perceptron (MLP) is used for implementing the global scoring capability. By using this procedure, adding any new alternative site location cannot affect the scores of the others. In other words, the proposed procedure is global-scale and robust. Scores derived by this procedure for two candidate sites can be interpreted as real differences in these sites.
引用
收藏
页码:616 / 637
页数:22
相关论文
共 73 条
[1]   Multicriteria decision analysis based on analytic hierarchy process in GIS environment for siting nuclear power plant in Egypt [J].
Abudeif, A. M. ;
Moneim, A. A. Abdel ;
Farrag, A. F. .
ANNALS OF NUCLEAR ENERGY, 2015, 75 :682-692
[2]  
Ahangari Hassas M., 2017, J. Oper. Autom. Power Eng., V5, P131
[3]   A novel reconfiguration procedure to extract maximum power from partially-shaded photovoltaic arrays [J].
Akrami, Mohammadreza ;
Pourhossein, Kazem .
SOLAR ENERGY, 2018, 173 :110-119
[4]   Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia [J].
Al Garni, Hassan Z. ;
Awasthi, Anjali .
APPLIED ENERGY, 2017, 206 :1225-1240
[5]   Application of geographical information systems to rural electrification with renewable energy sources [J].
Amador, J ;
Domíniguez, J .
RENEWABLE ENERGY, 2005, 30 (12) :1897-1912
[6]   An ANP-based approach for the selection of photovoltaic solar power plant investment projects [J].
Aragones-Beltran, P. ;
Chaparro-Gonzalez, F. ;
Pastor-Ferrando, J. P. ;
Rodriguez-Pozo, F. .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2010, 14 (01) :249-264
[7]  
Aruldoss M., 2013, American Journal of Information Systems, V1, P31, DOI DOI 10.12691/AJIS-1-1-5
[8]  
Asadi M., 2019, 2019 INT AEG C EL EL
[9]  
Asadi M., 2019, 2019 IR C REN EN DIS
[10]   A GIS-based Fuzzy-AHP method for the evaluation of solar farms locations: Case study in Khuzestan province, Iran [J].
Asakereh, Abbas ;
Soleymani, Mohsen ;
Sheikhdavoodi, Mohammad Javad .
SOLAR ENERGY, 2017, 155 :342-353