Arid
DOI10.1016/j.egyr.2021.05.071
Risk-based multi-criteria decision analysis of gas power plants placement in semi-arid regions
Mokarram, Marzieh; Shafie-khah, Miadreza; Aghaei, Jamshid
通讯作者Aghaei, J (corresponding author), Lappeenranta Lahti Univ Technol LUT, Sch Energy Syst, Lappeenranta, Finland.
来源期刊ENERGY REPORTS
ISSN2352-4847
出版年2021
卷号7页码:3362-3372
英文摘要The purpose of this research is to determine the optimum location to construct gas power plants (GPPs) in semi-arid regions. A combination of ordered weight averaging (OWA) and analytic hierarchy process (AHP) method named OWA-AHP is utilized to prepare land suitability maps with different risk scenarios when fuzzy method is to homogenize inputs. In the proposed method, AHP is to weigh each different parameter while OWA considers risk levels. In order to validate the accuracy of the proposed method, the receiver operating characteristics (ROC) curve is investigated. Besides, the self-organizing map (SOM) algorithm and Pearson correlation are used to determine the most important parameters for constructing GPP. According to obtained results, the areas located in the north and parts of the east and south of the selected case study (about 15%) at all risk levels are the optimum areas to be hosted for GPPs. Furthermore, ROC curve shows that the Area Under the Curve (AUC) values are high for both AHP and OWA-AHP methods (AUC Fuzzy-AHP = 94.0%, AUC OWA = 89.0%). The results of the SOM algorithm and Pearson correlation with high accuracy (R-Model1: 0.853 and R-Model2: 0.940) also depict that distance to the pipeline and road are the most important parameters to identify suitable locations for GPP. (C) 2021 The Authors. Published by Elsevier Ltd.
英文关键词Gas power plant (GPP) Ordered weighted averaging (OWA) Analytic hierarchy process (AHP) Fuzzy method Self-organizing map (SOM)
类型Article
语种英语
开放获取类型gold
收录类别SCI-E
WOS记录号WOS:000701681900001
WOS关键词GIS ; OWA ; OPERATOR ; AGGREGATION ; LOCATION
WOS类目Energy & Fuels
WOS研究方向Energy & Fuels
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/363082
作者单位[Mokarram, Marzieh] Shiraz Univ, Coll Agr & Nat Resources Darab, Dept Range & Watershed Management, Shiraz, Iran; [Shafie-khah, Miadreza] Univ Vaasa, Sch Technol & Innovat, Vaasa, Finland; [Aghaei, Jamshid] Lappeenranta Lahti Univ Technol LUT, Sch Energy Syst, Lappeenranta, Finland
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Mokarram, Marzieh,Shafie-khah, Miadreza,Aghaei, Jamshid. Risk-based multi-criteria decision analysis of gas power plants placement in semi-arid regions[J],2021,7:3362-3372.
APA Mokarram, Marzieh,Shafie-khah, Miadreza,&Aghaei, Jamshid.(2021).Risk-based multi-criteria decision analysis of gas power plants placement in semi-arid regions.ENERGY REPORTS,7,3362-3372.
MLA Mokarram, Marzieh,et al."Risk-based multi-criteria decision analysis of gas power plants placement in semi-arid regions".ENERGY REPORTS 7(2021):3362-3372.
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