Spatial pattern and driving forces of regional water use efficiency: From spatial spillover and heterogeneity perspective

IF 2.6 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Journal of The American Water Resources Association Pub Date : 2023-09-18 DOI:10.1111/1752-1688.13169
Yanhu He, Binfen Liu, Zhenjie Gong
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Abstract

Water use efficiency (WUE) is critical for conserving water resources and protecting the environment, yet the lack of quantitative analysis of its spatial spillover effects and the spatial heterogeneity of its influencing factors hinders improving and achieving the spatial equilibrium regulation of regional WUE. In the current study, a way is proposed to explore the spatial pattern and driving forces of regional WUE from spatial spillover and heterogeneity perspective, in which the Improved Super-slack-based Model is firstly applied to estimate the WUE, and then, the spatial Markov chain and the geographically and temporally weighted regression model were, respectively, used to explore the spatial spillover effects of WUE and reveal the spatial heterogeneity of the driving forces behind the WUE. Guangdong Province, a region with rapidly developing economy and significant uneven development in China, was chosen as a case study. Results show that there is a radial pattern of high WUE in the Pearl River Delta and there are significant spatial spillover effects among cities, the city with higher WUE exerted positive effects on its neighboring city's WUE. The key driving factors of WUE include per capita GDP, per capita water consumption, proportion of secondary and tertiary industry water use, foreign direct investment, and R&D input, with spatial heterogeneity in their influences. Policies such as enhancing public awareness of water saving, increasing the reuse of wastewater in industrial parks, and promoting the inter-municipal socioeconomic and technological exchanges are recommended to achieve a more coordinated and balanced regional WUE. The results of this study have scientific and practical implications for coordinating regional water resources exploitation and sustainable development.

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区域用水效率的空间模式和驱动力:从空间溢出和异质性角度看问题
水资源利用效率(WUE)对节约水资源和保护环境至关重要,但由于缺乏对其空间溢出效应及其影响因素空间异质性的定量分析,阻碍了区域水资源利用效率空间均衡调控的改善和实现。本研究提出了一种从空间溢出和异质性角度探讨区域 WUE 空间格局和驱动力的方法,即首先应用改进的基于超松弛模型估算 WUE,然后分别利用空间马尔可夫链和时空加权回归模型探讨 WUE 的空间溢出效应,并揭示 WUE 背后驱动力的空间异质性。研究选取了中国经济快速发展、发展极不平衡的广东省作为案例。研究结果表明,珠江三角洲地区的 WUE 呈辐射状分布,城市间存在显著的空间溢出效应,WUE 较高的城市对周边城市的 WUE 产生了积极影响。WUE的主要驱动因素包括人均GDP、人均用水量、二三产业用水比重、外商直接投资、研发投入等,其影响因素存在空间异质性。建议采取提高公众节水意识、增加工业园区废水回用、促进城市间社会经济和技术交流等政策,以实现更加协调和均衡的区域 WUE。研究结果对协调区域水资源开发和可持续发展具有科学和现实意义。
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来源期刊
Journal of The American Water Resources Association
Journal of The American Water Resources Association 环境科学-地球科学综合
CiteScore
4.10
自引率
12.50%
发文量
100
审稿时长
3 months
期刊介绍: JAWRA seeks to be the preeminent scholarly publication on multidisciplinary water resources issues. JAWRA papers present ideas derived from multiple disciplines woven together to give insight into a critical water issue, or are based primarily upon a single discipline with important applications to other disciplines. Papers often cover the topics of recent AWRA conferences such as riparian ecology, geographic information systems, adaptive management, and water policy. JAWRA authors present work within their disciplinary fields to a broader audience. Our Associate Editors and reviewers reflect this diversity to ensure a knowledgeable and fair review of a broad range of topics. We particularly encourage submissions of papers which impart a ''take home message'' our readers can use.
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