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Evaluation and Spatial-Temporal Difference Analysis of Urban Water Resource Utilization Efficiency Based on Two-Stage DEA Model | |
Xie, Qiwei1; Ma, Hewen2; Zheng, Xiaolong3,4; Wang, Xiao3,4; Wang, Fei-Yue3,4 | |
发表期刊 | IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS |
ISSN | 2329-924X |
2021-10-29 | |
页码 | 15 |
通讯作者 | Zheng, Xiaolong(xiaolong.zheng@ia.ac.cn) |
摘要 | In the present study, a two-stage data envelopment analysis (DEA) model and spatial econometric method were employed to evaluate and analyze the utilization efficiency of urban water resources and spatial-temporal differences in cities of China. The traditional DEA model was enhanced by adopting the Shannon entropy in the first stage. After selecting variables based on the previous step and the Bayes information criterion (BIC), redundant variables were removed. In the meanwhile, a comprehensive efficiency score (CES) was generated to rank the efficiency. Finally, spatial econometric analysis was applied to explore the spatial-temporal differences of urban water resource utilization efficiency. Results demonstrate that: 1) according to the calculations and analysis, communities should concentrate on increasing investment in equipment and technology that can help enhance water consumption efficiency, while overlooking some minor aspects, such as per capita gross domestic product (PCGDP); 2) most cities have poor water resource utilization efficiency (low CES). However, both input and output have much room for the improvement; 3) Lhasa, Beijing, Haikou, and Shanghai have high CES, indicating that the utilization efficiency of water resources is not entirely dependent on economic development; and 4) through performing the Lagrange multiplier (LM) test, the spatial error model (SEM) test is passed at the significant level of 5%. Moreover, the water resource utilization efficiency of a city may be enhanced with the economic development in neighboring cities. |
关键词 | Water resources Biological system modeling Urban areas Economics Econometrics Analytical models Water pollution Bayes information criterion (BIC) cities data envelopment analysis (DEA) Shannon entropy spatial econometric utilization efficiency of urban water resources |
DOI | 10.1109/TCSS.2021.3116043 |
关键词[WOS] | DATA ENVELOPMENT ANALYSIS ; TREATMENT PLANTS ; ENERGY EFFICIENCY ; SUPPLY SERVICES ; CHINA ; COST ; PERFORMANCE ; MANAGEMENT ; CITIES |
收录类别 | SCI |
语种 | 英语 |
资助项目 | Natural Science Foundation of Beijing Municipality[9202002] ; National Science Foundation of China[61673381] ; Open Research Fund in 2020 of the State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences ; Ministry of Science and Technology of China[2020AAA0108401] ; Ministry of Science and Technology of China[2019QY(Y)0101] |
项目资助者 | Natural Science Foundation of Beijing Municipality ; National Science Foundation of China ; Open Research Fund in 2020 of the State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences ; Ministry of Science and Technology of China |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Cybernetics ; Computer Science, Information Systems |
WOS记录号 | WOS:000732401100001 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
七大方向——子方向分类 | 社会计算 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/46828 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
通讯作者 | Zheng, Xiaolong |
作者单位 | 1.Beijing Univ Technol, Res Base Beijing Modern Mfg Dev, Beijing 100124, Peoples R China 2.Hubei Univ, Fac Math & Stat, Wuhan 430062, Peoples R China 3.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 4.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100190, Peoples R China |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Xie, Qiwei,Ma, Hewen,Zheng, Xiaolong,et al. Evaluation and Spatial-Temporal Difference Analysis of Urban Water Resource Utilization Efficiency Based on Two-Stage DEA Model[J]. IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,2021:15. |
APA | Xie, Qiwei,Ma, Hewen,Zheng, Xiaolong,Wang, Xiao,&Wang, Fei-Yue.(2021).Evaluation and Spatial-Temporal Difference Analysis of Urban Water Resource Utilization Efficiency Based on Two-Stage DEA Model.IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,15. |
MLA | Xie, Qiwei,et al."Evaluation and Spatial-Temporal Difference Analysis of Urban Water Resource Utilization Efficiency Based on Two-Stage DEA Model".IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS (2021):15. |
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