Effects of urbanization on direct runoff characteristics in urban functional zones | |
Li, Chunlin1; Liu, Miao1; Hu, Yuanman1; Shi, Tuo1,2; Qu, Xiuqi1,2; Walter, M. Todd3 | |
刊名 | SCIENCE OF THE TOTAL ENVIRONMENT |
2018-12-01 | |
卷号 | 643页码:301-311 |
关键词 | Direct runoff Urban functional zones Boosted regression trees Hydrology Urbanization |
ISSN号 | 0048-9697 |
DOI | 10.1016/j.scitotenv.2018.06.211 |
英文摘要 | As urbanization processes, the increasing direct runoff caused by land use change has become a major challenge for urban hydrological system. In this study, the impact of urbanization on direct runoff in the Shenyang urban area was investigated using a modified Soil Conservation Service Curve Number model combined with remote sensing. Urban functional zone (UFZ) was used as the basic unit for hydrological analysis. The hydrological changes in runoff were analyzed by calculating the runoff difference between the current condition and the pre-urbanization condition. Moran's I was used to estimate the spatial autocorrelation of the entire area. Then we assessed the relative influence and marginal effects of factors affecting direct runoff using boosted regression trees (BRT). Our results showed that direct runoff was significantly related to urbanization. Under current conditions, direct runoff increment depth affected by urbanization in the study area was 68.02 mm. For different UFZs, high-density residential, business and industrial zones tended to have large runoff volumes and high runoff coefficients. Through flooding hazard analysis, we found about 6.53% of the study area fell into a significant hazard category. The industrial zone had largest area of significant hazard land (40.97 km(2)) and the business zone had the largest significant hazard percentage (21.19%). Moran's I results illustrated that the high-high clusters in Shenyang were mainly concentrated in the urban center. BRT analysis indicated that runoff had the strongest correlation with rainfall (52.07%), followed by impervious ratio (27.28%), normalized difference vegetation index (14.31%), antecedent 5-day rainfall (3.02%), and UFZs (1.70%). The industrial zone, business zone and high-density residential zone tend to have greater influence on runoff. Our study could present method for recognizing hotspots of direct runoff in large city, and may provide potential implications for green infrastructure selection and urban planning. (C) 2018 Elsevier B.V. All rights reserved. |
资助项目 | China National RD Program[2017YFC0505705] ; National Natural Science Foundation of China[41501198] ; National Natural Science Foundation of China[41671184] |
WOS研究方向 | Environmental Sciences & Ecology |
语种 | 英语 |
出版者 | ELSEVIER SCIENCE BV |
WOS记录号 | WOS:000444625900029 |
内容类型 | 期刊论文 |
源URL | [http://210.72.129.5/handle/321005/123066] |
专题 | 中国科学院沈阳应用生态研究所 |
通讯作者 | Liu, Miao |
作者单位 | 1.Chinese Acad Sci, Inst Appl Ecol, CAS Key Lab Forest Ecol & Management, Shenyang 110016, Liaoning, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Cornell Univ, Dept Biol & Environm Engn, 62 Riley Robb Hall, Ithaca, NY 14853 USA |
推荐引用方式 GB/T 7714 | Li, Chunlin,Liu, Miao,Hu, Yuanman,et al. Effects of urbanization on direct runoff characteristics in urban functional zones[J]. SCIENCE OF THE TOTAL ENVIRONMENT,2018,643:301-311. |
APA | Li, Chunlin,Liu, Miao,Hu, Yuanman,Shi, Tuo,Qu, Xiuqi,&Walter, M. Todd.(2018).Effects of urbanization on direct runoff characteristics in urban functional zones.SCIENCE OF THE TOTAL ENVIRONMENT,643,301-311. |
MLA | Li, Chunlin,et al."Effects of urbanization on direct runoff characteristics in urban functional zones".SCIENCE OF THE TOTAL ENVIRONMENT 643(2018):301-311. |
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