Spatial distribution pattern analysis of groundwater nitrate nitrogen pollution in Shandong intensive farming regions of China using neural network method

Mathematical and Computer Modelling

Volumn 54, Issue 3-4, 2011, Pages 995-1004

  Huang, Jianxi ^a   Xu, Jingyu ^b   Liu, Xingquan ^b   Liu, Jia ^c   Wang, Limin ^c  

^a CHINA AGRICULTURAL UNIVERSITY   (China)

^b CENTRAL SOUTH UNIVERSITY   (China)

^c INSTITUTE OF PLANT PROTECTION   (China)

Author keywords

Back propagation neural network; Groundwater nitrate nitrogen pollution; Spatial variability

Indexed keywords

AGRICULTURAL ACTIVITIES; ANTHROPOGENIC FACTORS; ARTIFICIAL NEURAL NETWORK; AS-SOILS; BACK PROPAGATION NEURAL NETWORKS; FIELD CAMPAIGN; GROUNDWATER RUNOFF MODULUS; INPUT FEATURES; MULTI FACTORS; NEURAL NETWORK METHOD; NITRATE NITROGEN; NON-LINEAR RELATIONSHIPS; SHANDONG; SHANDONG PROVINCE; SOIL ORGANIC MATTER CONTENTS; SPATIAL DISTRIBUTION PATTERNS; SPATIAL VARIABILITY; TERRAIN FACTORS; TOTAL NITROGEN CONTENT;

BACKPROPAGATION; CONCENTRATION (PROCESS); ENVIRONMENTAL MANAGEMENT; GROUNDWATER; NEURAL NETWORKS; NITRATES; NITROGEN; NITROGEN FERTILIZERS; POLLUTION; SPATIAL DISTRIBUTION;

GROUNDWATER POLLUTION;

EID: 79956061202     PISSN: 08957177     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.mcm.2010.11.027     Document Type: Article

References (22)

1. Xue Yuqun, Zhang Youkuan Twofold significance of groundwater pollution prevention in China's water pollution control. Acta Scientiae Circumstantiae 2009, 29(3):474-481. (in Chinese).
2. Rivett Michael O., Buss Stephen R., Morgan Philip, Smith Jonathan W.N., Bemment Chrystina D. Nitrate attenuation in groundwater: a review of biogeochemical controlling processes. Water Research 2008, 42(16):4215-4232.
3. Gulis Gabriel, Czompolyova Monika, Cerhan James R. An ecologic study of nitrate in municipal drinking water and cancer incidence in trnava district, Slovakia. Environmental Research 2002, 88(3):182-187.
4. Kumazawa Kikuo Nitrogen fertilization and nitrate pollution in groundwater in Japan: present status and measures for sustainable agriculture. Nutrient Cycling in Agroecosystems 2002, 63(2/3):129-137.
5. Hu Kelin, Huang Yuangfang, Li Hong, Li Baoguo, Chen Deli, White Robert Edlin Spatial variability of shallow groundwater level, electrical conductivity and nitrate concentration, and risk assessment of nitrate contamination in North China Plain. Environment International 2005, 31(6):896-903.
6. Liu G.D., Wu W.L., Zhang J. Regional differentiation of non-point source pollution of agriculture-derived nitrate nitrogen in groundwater in northern China. Agriculture Ecosystems & Environment 2005, 107(2/3):211-220.
7. Cui Yuting Chemical Fertilizer and Ecological Environment Protection 2000, Chemical Industry Press, Beijing, (in Chinese).
8. Zebarth B.J., Hii B., Liebscher H. Agricultural land use practices and nitrate contamination in the Abbotsford Aquifer, British Columbia, Canada. Agriculture Ecosystems & Environment 1998, 69(2):99-112.
9. Majumder Ratan K., Hasnat Mohammad A., Hossain Shahadat An exploration of nitrate concentrations in groundwater aquifers of central-west region of Bangladesh. Journal of Hazardous Materials 2008, 159(2/3):536-543.
10. Zhao Xiuchun, Wang Chengjian, Meng Chunxia Analysis on groundwater nitrate pollution in Qingdao and its influencing factors. Journal of China Hydrology 2008, 28(5):94-96. (in Chinese).
11. Wang Zhengxiang, Gao Xianbiao, Li Mingyue, Pan Jie, Yu Caihong Investigation and spatial distribution on nitrate contamination in water of Tianjin. Journal of Agro-Environment Science 2009, 28(3):592-596. (in Chinese).
12. Hajhamad Lubna, Almasri Mohammad N. Assessment of nitrate contamination of groundwater using lumped-parameter models. Environmental Modeling & Software 2009, 24(9):1073-1087.
13. Chen Shufeng, Hu Kelin, Liu Zhonglan, Li Wei, Pan Zhiyong, Zhang Junlian Analysis of spatial variability of nitrate content in groundwater and its factors in Huaitai county in North China plain. Advances in Water Science 2008, 19(4):80-87. (in Chinese).
14. Sahoo G.B., Raya C., Wadeb H.F. Pesticide prediction in groundwater in North Carolina domestic wells using artificial neural network. Ecological Modelling 2005, 183(1):29-46.
15. Strebel O., Duynisveld W.H.M., Böttche J. Nitrate pollution of groundwater in Western Europe. Agriculture, Ecosystems & Environment 1989, 26(3/4):189-214.
16. Maithani S. A neural network based urban growth model of an Indian city. Indian Society of Remote Sensing 2009, 26:363-376.
17. Paola J.D., Schowengerdt R.A. A review and analysis of back propagation neural networks for classification of remotely sensed multi-spectral image. Remote Sensing 1995, 16(16):3033-3058.
18. Choi Jaewon, Oh Hyun-Joo, Won Joong-Sun, Lee Saro Validation of an artificial neural network model for landslide susceptibility mapping. Environmental Earth Sciences 2010, 60:473-483.
19. Leng Jiafeng Study on nitrate pollution in groundwater of Jinan city. Rural Eco-Environment 1998, 14(1):55-57. (in Chinese).
20. Gao Yangjun, Zhang Naiming The present status analysis of groundwater nitrate contamination in Dianchi lake valley. Yunnan Geographic Environment Research 2003, 15(4):39-42. (in Chinese).
21. Zhang Weili, Tian Zhexu, Zhang Ning, Li Xiaoqi Investigation of nitrate pollution in groundwater due to nitrogen fertilization in agriculture in north China. Plant Nutrition and fertilizer Sciences 1995, 1(2):80-87. (in Chinese).
22. Guo J.H., Liu X.J., Zhang Y., Shen J.L., Han W.X., Zhang W.F. Significant acidification in major Chinese croplands. Science 2010, 327(5968):1008-1010.