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	Assessment of Runoff via Precipitation using Neural Networks: Watershed Modelling for Developing Environment in Arid Region
	Samantaray, Sandeep; Sahoo, Abinash; Ghose, Dillip Kumar
通讯作者	Ghose, DK
来源期刊	PERTANIKA JOURNAL OF SCIENCE AND TECHNOLOGY
ISSN	0128-7680
出版年	2019
卷号	27 期号:4 页码:2245-2263
英文摘要	This work describes the application of three different neural network, (i) Back propagation neural network (BPNN), (ii) Layer Recurrent Neural Network (LRNN) and (iii) Radial Basis Fewer Network (RBFN) model, to predict runoff. Here, two scenarios were considered for developing the models. Scenario 1 exclusive of evapotranspiration and Scenario 2 with evapotranspiration are considered for experiencing the impact on runoff. Performance indicators entailed Scenario 2 performed best as compared to Scenario 1. Two watersheds Loisingha, and Saintala were considered for study. In Loisingha watershed, LRNN performed best with architecture 4-3-1 following tangential sigmoid transfer function. At Saintala, both LRNN and BPNN performed in parallel with small deviation of prediction and LRNN performed best among three networks with model architecture 4-2-1 using Log-sig transfer function for predicting runoff.
英文关键词	Evapotranspiration neural network precipitation runoff temperature watershed
类型	Article
语种	英语
收录类别	ESCI
WOS记录号	WOS:000491864900046
WOS类目	Multidisciplinary Sciences
WOS研究方向	Science & Technology - Other Topics
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/333873
作者单位	[Samantaray, Sandeep; Sahoo, Abinash; Ghose, Dillip Kumar] Natl Inst Technol Silchar, Dept Civil Engn, Silchar 788010, Assam, India
推荐引用方式 GB/T 7714	Samantaray, Sandeep,Sahoo, Abinash,Ghose, Dillip Kumar. Assessment of Runoff via Precipitation using Neural Networks: Watershed Modelling for Developing Environment in Arid Region[J],2019,27(4):2245-2263.
APA	Samantaray, Sandeep,Sahoo, Abinash,&Ghose, Dillip Kumar.(2019).Assessment of Runoff via Precipitation using Neural Networks: Watershed Modelling for Developing Environment in Arid Region.PERTANIKA JOURNAL OF SCIENCE AND TECHNOLOGY,27(4),2245-2263.
MLA	Samantaray, Sandeep,et al."Assessment of Runoff via Precipitation using Neural Networks: Watershed Modelling for Developing Environment in Arid Region".PERTANIKA JOURNAL OF SCIENCE AND TECHNOLOGY 27.4(2019):2245-2263.