A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China

Based on an improved risk assessment index system, this paper constructs an eco-environmental disaster risk assessment model during coalbed methane industrialization development in China by using intuitionistic fuzzy sets to describe the uncertain risk information, and the transformed interval value...

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Main Authors: Ye Xue, Xiaoxiao Li, Wen Sun, Baozhang Chen
Format: Article
Language:English
Published: Society for Risk Analysis - China 2018-03-01
Series:Journal of Risk Analysis and Crisis Response (JRACR)
Subjects:
Online Access:https://www.atlantis-press.com/article/25895174.pdf
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author Ye Xue
Xiaoxiao Li
Wen Sun
Baozhang Chen
author_facet Ye Xue
Xiaoxiao Li
Wen Sun
Baozhang Chen
author_sort Ye Xue
collection DOAJ
description Based on an improved risk assessment index system, this paper constructs an eco-environmental disaster risk assessment model during coalbed methane industrialization development in China by using intuitionistic fuzzy sets to describe the uncertain risk information, and the transformed interval value of Mamdani intuitionistic fuzzy neural networks model. Then, the validity of the model is verified by simulation tests. Furthermore, the assessment results are compared with those obtained by fuzzy neural networks model. Results show that suggested model has multidimensional nonlinearity and global approximation characteristics. By the procedure of “fuzzification - fuzzy-rules - defuzzifier”, the output conversion from uncertainty quantitative indicators to accurate risk assessment values can be effectively realized. Compared with the fuzzy neural networks model, the suggested model has better accuracy and stability. The risk assessment value calculated by the suggested model fairly matches the expected one. The study supplies a decision support for routine supervision and risk precaution and management on one hand, and enriches the theoretical research of the eco-environmental risk assessment of coalbed methane industrialization development on the other hand.
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spelling doaj.art-a12b701b4b8a43cf86cd2ea6ce05b6022022-12-22T01:20:58ZengSociety for Risk Analysis - ChinaJournal of Risk Analysis and Crisis Response (JRACR)2210-85052018-03-018110.2991/jrarc.2018.8.1.1A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in ChinaYe XueXiaoxiao LiWen SunBaozhang ChenBased on an improved risk assessment index system, this paper constructs an eco-environmental disaster risk assessment model during coalbed methane industrialization development in China by using intuitionistic fuzzy sets to describe the uncertain risk information, and the transformed interval value of Mamdani intuitionistic fuzzy neural networks model. Then, the validity of the model is verified by simulation tests. Furthermore, the assessment results are compared with those obtained by fuzzy neural networks model. Results show that suggested model has multidimensional nonlinearity and global approximation characteristics. By the procedure of “fuzzification - fuzzy-rules - defuzzifier”, the output conversion from uncertainty quantitative indicators to accurate risk assessment values can be effectively realized. Compared with the fuzzy neural networks model, the suggested model has better accuracy and stability. The risk assessment value calculated by the suggested model fairly matches the expected one. The study supplies a decision support for routine supervision and risk precaution and management on one hand, and enriches the theoretical research of the eco-environmental risk assessment of coalbed methane industrialization development on the other hand.https://www.atlantis-press.com/article/25895174.pdfCoalbed methane; eco-environment; risk assessment; intuitionistic fuzzy set; fuzzy neural system
spellingShingle Ye Xue
Xiaoxiao Li
Wen Sun
Baozhang Chen
A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China
Journal of Risk Analysis and Crisis Response (JRACR)
Coalbed methane; eco-environment; risk assessment; intuitionistic fuzzy set; fuzzy neural system
title A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China
title_full A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China
title_fullStr A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China
title_full_unstemmed A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China
title_short A Fuzzy Method for Assessing Eco-Environmental Disaster Risk Caused by Coalbed Methane in China
title_sort fuzzy method for assessing eco environmental disaster risk caused by coalbed methane in china
topic Coalbed methane; eco-environment; risk assessment; intuitionistic fuzzy set; fuzzy neural system
url https://www.atlantis-press.com/article/25895174.pdf
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