Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/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 |
ISSN | 1878-0296 |
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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