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DOI | 10.2166/wcc.2017.040 |
Finding land cover change impacts on low flow regimes | |
Chandramouli C.V.; Buddaraju S.; Kaoukis N. | |
发表日期 | 2018 |
ISSN | 20402244 |
起始页码 | 196 |
结束页码 | 206 |
卷号 | 9期号:1 |
英文摘要 | Climate changes, as well as land cover changes, affect the flow regimes in streams. Understanding the contributions of climate variables and land cover changes on low flows will help planners and decision makers to improve water resources management. An approach which uses data driven artificial neural networks (ANNs) is proposed in this study. Land cover, rainfall, snow and temperature were used as inputs to the ANN model. In this approach, an index called relative strength effect was used to assess the contribution of each input used in ANN. The proposed approach was experimented in three contrasting watersheds in northwest Indiana, USA. The study indicates that the changes in low flow regime for a less urbanized watershed were explained by land cover changes up to 30% while the remaining 70% variations were explained by meteorological inputs. In the watershed with a more developed area, the low flow variations were influenced up to 80% by meteorological inputs. © IWA Publishing 2018. |
英文关键词 | Artificial neural network; Land cover; Low flow; Watershed management |
语种 | 英语 |
scopus关键词 | Atmospheric movements; Decision making; Neural networks; Soil conservation; Water conservation; Water management; Water resources; Watersheds; Climate variables; Land cover; Land-cover change; Low flow; Meteorological input; Relative strength; Water resources management; Watershed management; Climate change; artificial neural network; climate change; hydrological regime; hydrological response; land cover; low flow; rainfall; snow; temperature effect; watershed; Indiana; United States |
来源期刊 | Journal of Water and Climate Change
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/148072 |
作者单位 | Department of Mechanical and Civil Engineering, Purdue University Northwest, Hammond, IN, United States |
推荐引用方式 GB/T 7714 | Chandramouli C.V.,Buddaraju S.,Kaoukis N.. Finding land cover change impacts on low flow regimes[J],2018,9(1). |
APA | Chandramouli C.V.,Buddaraju S.,&Kaoukis N..(2018).Finding land cover change impacts on low flow regimes.Journal of Water and Climate Change,9(1). |
MLA | Chandramouli C.V.,et al."Finding land cover change impacts on low flow regimes".Journal of Water and Climate Change 9.1(2018). |
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