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一种基于蒙特卡洛和多准则决策方法应用的地理信息系统,用于太阳能制氢场地适宜性分析:喀麦隆案例

A GIS-based on application of Monte Carlo and multi-criteria decision-making approach for site suitability analysis of solar-hydrogen production: Case of Cameroon.

作者信息

Flora Fotsing Metegam Isabelle

机构信息

Environmental Energy Technologies Laboratory (EETL), Department of Physics, University of Yaounde I, P.O Box 812 Yaounde, Cameroon.

Department of Energetic, Environment and Thermal Engineering, UR-ISIE, University Institute of Technology Fotso Victor, University of Dschang, P.O Box 134, Bandjoun, Cameroon.

出版信息

Heliyon. 2024 Dec 27;11(1):e41541. doi: 10.1016/j.heliyon.2024.e41541. eCollection 2025 Jan 15.

DOI:10.1016/j.heliyon.2024.e41541
PMID:39845005
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11751527/
Abstract

This article analyzes and compares three methodologies for identifying suitable regions for solar hydrogen production using photovoltaic panels: AHP (Analytic Hierarchy Process), FAHP (Fuzzy Analytic Hierarchy Process), and MC-FAHP (Monte Carlo FAHP), integrated with GIS (Geographic Information Systems). The study employs ten criteria across technical (Global Horizontal Irradiance, temperature, slope, elevation, orientation), economic (distance from transportation and electrical networks), and social (population density, proximity to residential areas) factors. Environmental and exclusion criteria define restrictive zones. The analysis reveals that while all three methods agree on areas of low suitability, they diverge in their classification of "Suitable," "Highly Suitable," and "Most Suitable" regions. FAHP identifies 229.573 km as "Highly Suitable," compared to AHP's 222.048 km and MC-FAHP's 230.299 km for "Suitable" areas. Despite these differences, the energy potential is consistent across methods, totaling around 79,000 TWh/year, with MC-FAHP estimating the highest hydrogen production potential at 1.51 billion tons/year. The study concludes that fuzzy-based methods (FAHP and MC-FAHP) better handle uncertainties than traditional AHP. The MC-FAHP method, in particular, performs well in managing stochastic variability and yielding more reliable results. The findings are validated through a case study in Guider and Maroua, highlighting the importance of socio-economic and environmental criteria in decision-making. A sensitivity analysis reveals that economic and social criteria significantly influence land suitability, underscoring the importance of criteria selection in decision-making.

摘要

本文分析并比较了三种利用光伏板确定太阳能制氢适宜区域的方法

层次分析法(AHP)、模糊层次分析法(FAHP)和蒙特卡洛模糊层次分析法(MC - FAHP),并结合了地理信息系统(GIS)。该研究采用了涵盖技术(全球水平辐照度、温度、坡度、海拔、方位)、经济(与交通和电网的距离)和社会(人口密度、与居民区的距离)因素的十个标准。环境和排除标准定义了限制区域。分析表明,虽然这三种方法在低适宜性区域上达成一致,但在“适宜”、“高度适宜”和“最适宜”区域的分类上存在差异。FAHP确定229.573平方千米为“高度适宜”区域,而AHP确定的“适宜”区域为222.048平方千米,MC - FAHP确定的“适宜”区域为230.299平方千米。尽管存在这些差异,但各方法的能源潜力是一致的,总计约79000太瓦时/年,其中MC - FAHP估计的最高制氢潜力为15.1亿吨/年。研究得出结论,基于模糊的方法(FAHP和MC - FAHP)比传统的AHP能更好地处理不确定性。特别是MC - FAHP方法在管理随机变异性和产生更可靠结果方面表现良好。通过在吉代尔和马鲁阿的案例研究验证了这些发现,突出了社会经济和环境标准在决策中的重要性。敏感性分析表明,经济和社会标准对土地适宜性有显著影响,强调了决策中标准选择的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/7ad029bd24d1/gr11.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/61cf8da37952/gr9.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/7ad029bd24d1/gr11.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/b65072f6e16c/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/bb2f5a68a2d1/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/aae00c9c510c/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/60f7810bda13/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/6e580f02a46f/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/4175571c37a0/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/8f769cb75fa6/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/6f27b1d2007e/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/61cf8da37952/gr9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/1c231d5d8fa5/gr10.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1b35/11751527/7ad029bd24d1/gr11.jpg

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