Zoning technology for the management of ecological and clean small-watersheds via k-means clustering and entropy-weighted TOPSIS: A case study in Beijing

分区 北京 环境科学 托普西斯 环境资源管理 聚类分析 数字高程模型 地理信息系统 计算机科学 地理 遥感 土木工程 工程类 中国 运筹学 考古 机器学习
作者
Xiang Li,Xinmiao Meng,Xiaodong Ji,Jinyi Zhou,Chengxi Pan,Na Gao
出处
期刊:Journal of Cleaner Production [Elsevier BV]
卷期号:397: 136449-136449 被引量:41
标识
DOI:10.1016/j.jclepro.2023.136449
摘要

In the functional zoning and comprehensive management of ecological and clean small-watersheds (ECSWs), measures to increase the carrying capacity of the environment should be taken around water resources protection and ecological risk governance. An objective zoning technology for ECSWs was recommended in this paper to tackle problems such as soil erosion and water pollution efficiently. Taking eight typical ECSWs in Changping District of Beijing as a case study, the essential data, including the land use, digital elevation, administrative division, leaf area index and annual precipitation, can be initially accessed. Subsequently, two topographic features (i.e., elevation and slope) and seven ecosystem disservices (i.e., collapse risks, debris flow risks, nitrogen pollution, phosphorus pollution, sediment export, quick flow and surface runoff) were evaluated and quantified based on Integrated Valuation of Ecosystem Services and Tradeoffs (InVEST) and Geographic Information System (GIS). The quantitative attribute matrix was herein operated as a calculation object of k-means clustering and entropy-weighted TOPSIS for the classification and delineation. According to the analysis results, the category and hierarchical control zones of each ECSW were determined, deducing the preliminary management layout. Several practical measures that have been verified to be available were marked in the layout map based on the high-resolution remote sensing technology, contributing to guiding the high-efficiency construction of ECSWs in the future.

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