Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3390/w10060786 |
Evaluation of Water Resource Security Based on an MIV-BP Model in a Karst Area | |
Liu, Liying1,2; Guan, Dongjie3,4; Yang, Qingwei1 | |
通讯作者 | Guan, Dongjie |
来源期刊 | WATER
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ISSN | 2073-4441 |
出版年 | 2018 |
卷号 | 10期号:6 |
英文摘要 | Evaluation of water resource security deserves particular attention in water resource planning and management. A typical karst area in Guizhou Province, China, was used as the research area in this paper. First, based on data from Guizhou Province for the past 10 years, the mean impact value-back propagation (MIV-BP) model was used to analyze the factors influencing water resource security in the karst area. Second, 18 indices involving five aspects, water environment subsystem, social subsystem, economic subsystem, ecological subsystem, and human subsystem, were selected to establish an evaluation index of water resource security. Finally, a BP artificial neural network model was constructed to evaluate the water resource security of Guizhou Province from 2005 to 2014. The results show that water resource security in Guizhou, which was at a moderate warning level from 2005 to 2009 and a critical safety level from 2010 to 2014, has generally improved. Groundwater supply ratio, industrial water utilization rate, water use efficiency, per capita grain production, and water yield modulus were the obstacles to water resource security. Driving factors were comprehensive utilization rate of industrial solid waste, qualifying rate of industrial wastewater, above moderate rocky desertification area ratio, water requirement per unit gross domestic product (GDP), and degree of development and utilization of groundwater. Our results provide useful suggestions on the management of water resource security in Guizhou Province and a valuable reference for water resource research. |
英文关键词 | BP neural network karst MIV water resource security |
类型 | Article |
语种 | 英语 |
国家 | Peoples R China |
收录类别 | SCI-E |
WOS记录号 | WOS:000436515100117 |
WOS关键词 | CARRYING-CAPACITY ; SOUTHERN FRANCE ; NEURAL-NETWORKS ; CLIMATE-CHANGE ; CHINA ; RIVER ; CITY |
WOS类目 | Water Resources |
WOS研究方向 | Water Resources |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/213599 |
作者单位 | 1.Chongqing Jiaotong Univ, Coll River & Ocean Engn, Chongqing 400074, Peoples R China; 2.Chongqing Technol & Business Univ, Coll Math & Stat, Chongqing 400067, Peoples R China; 3.Chongqing Jiaotong Univ, Coll Architecture & Urban Planning, Chongqing 400074, Peoples R China; 4.Chongqing Univ, Key Lab Mt Town Construct & New Technol, Minist Educ, Chongqing 400045, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, Liying,Guan, Dongjie,Yang, Qingwei. Evaluation of Water Resource Security Based on an MIV-BP Model in a Karst Area[J],2018,10(6). |
APA | Liu, Liying,Guan, Dongjie,&Yang, Qingwei.(2018).Evaluation of Water Resource Security Based on an MIV-BP Model in a Karst Area.WATER,10(6). |
MLA | Liu, Liying,et al."Evaluation of Water Resource Security Based on an MIV-BP Model in a Karst Area".WATER 10.6(2018). |
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