Arid
DOI10.1016/j.proenv.2012.01.025
The application of the Bp neutral network in the estimation of non-point source pollution
Liu, S. Q.; Lu, X. F.; Liu, R. M.; Zeng, W. H.; He, M. C.
通讯作者Liu, S. Q.
会议名称18th Biennial ISEM Conference on Ecological Modelling for Global Change and Coupled Human and Natural Systems
会议日期SEP 20-23, 2011
会议地点Beijing, PEOPLES R CHINA
英文摘要

In view of the relatively large basin area in China and the application limitations of small-scale, non-point source (NPS) pollution models, we developed an estimation platform for NPS based on a back propagation (Bp) network with the combination of Visual Basic 6.0 (Microsoft Corporation) and Supermap Objects 2.1 (Supermap Corporation). In addition, the total nitrogen (TN) load and its spatial characteristics in the Songliao Basin were estimated and analyzed with our estimation platform. Analysis of the estimation platform demonstrated that it is well suited to nonlinear mapping and spatial analysis. The estimation of NPS in the Songliao Basin revealed that the TN load generally decreased in the basin from 1980 to 2000. In addition, the TN load in the Songliao Basin was characterized by being significantly influenced by loads in neighboring zones. Concerning administrative areas, the TN load in Jilin Province was the highest in 1985 and 1995, while it was highest in the Inner Mongolia autonomous region in 2000. Concerning water systems, the Second Songhuajiang Basin had the highest nitrogen load in 1985 and 1995, while the Daliao Basin had the highest nitrogen load per unit area. Similarly, the Eerguna River Basin had the highest nitrogen load and nitrogen load per unit area in 2000. Finally, the applicability of the NPS platform in small-and mediumsized basins of semi-arid regions in the northwestern, such as the Weihe River Basin, was studied. (C) 2011 Published by Elsevier B. V. Selection and/or peer-review under responsibility of School of Environment, Beijing Normal University.


英文关键词Non-point source pollution Bp neutral network Songliao Basin area
来源出版物18TH BIENNIAL ISEM CONFERENCE ON ECOLOGICAL MODELLING FOR GLOBAL CHANGE AND COUPLED HUMAN AND NATURAL SYSTEM
ISSN1878-0296
出版年2012
卷号13
页码263-273
EISBN*****************
出版者ELSEVIER SCIENCE BV
类型Proceedings Paper
语种英语
国家Peoples R China
收录类别CPCI-S
WOS记录号WOS:000312386000025
WOS类目Ecology ; Environmental Sciences
WOS研究方向Environmental Sciences & Ecology
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/300505
作者单位Beijing Normal Univ, Sch Environm, State Key Joint Lab Environm Simulat & Pollut Con, Beijing 100875, Peoples R China
推荐引用方式
GB/T 7714
Liu, S. Q.,Lu, X. F.,Liu, R. M.,et al. The application of the Bp neutral network in the estimation of non-point source pollution[C]:ELSEVIER SCIENCE BV,2012:263-273.
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