| 滇池水污染物浓度预测的人工神经网络模型 |
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| 引用本文： | 郭庆春,郝源,杜北方,张向阳,李静. 滇池水污染物浓度预测的人工神经网络模型[J]. 四川环境, 2013, 0(6): 137-141 |
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| 作者姓名： | 郭庆春 郝源 杜北方 张向阳 李静 |
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| 作者单位： | [1]陕西广播电视大学,西安710119 [2]中国科学院地球环境研究所黄土与第四纪国家重点实验室,西安710075 [3]中国科学院大学,北京100049 |
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| 基金项目： | 国家重点基础研究发展规划项目（2010CB833406）;国家自然科学基金项目（40975020,41075067）. |
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| 摘 要： | 本文针对滇池日益严重的水污染现状，根据云南昆明西苑隧道断面2004年-2010年的监测资料，建立了基于BP神经网络的主要污染指标预测模型，并对其进行训练检验，研究结果表明：独立样本中pH、溶解氧、氨氮、高锰酸盐浓度的预测值与监测值的线性相关系数分别为0．952、0．967、0．945、0．936。结果证明该模型预测精度满足要求，通过准确地预测湖泊水污染物可以为治理湖泊营养化和综合利用水资源、规划管理、决策提供重要的科学依据。
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| 关 键 词： | 人工神经网络 水污染物 预测 滇池 |
Artificial Neural Network Model for the Prediction of Water Pollutant Concentration in Tien Lake |
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| GUO Qing-chun,＇,＇,HAO YuanI,DU Bei-fang,ZHANG Xlang-yang＇,LI Jing. Artificial Neural Network Model for the Prediction of Water Pollutant Concentration in Tien Lake[J]. Sichuan Environment, 2013, 0(6): 137-141 |
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| Authors: | GUO Qing-chun ＇ ＇ HAO YuanI DU Bei-fang ZHANG Xlang-yang＇ LI Jing |
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| Affiliation: | l (1. Shaanxi Radio ＆ TV University, Xi＇an 710119, China; 2. State Key Laboratory of Loess ＆ Quaternary Geology, Institute of Earth Environment, Chinese Academy of Sciences, Xi＇an 710075, China ; 3. University of Chinese Academy of Sciences, Belting 100049, China) |
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| Abstract: | Tien Lake is facing increasingly serious water pollution problem. According to the monitoring data of the Xiyuan part of Kunming city in 2004 - 2010, this study established a prediction model of the main water pollution indexes based on BP neural network and inspected the model. The research results showed that the correlation coefficient of pH, Dissolved Oxygen, ammonia nitrogen, permanganate concentration between predicted and measured values were 0. 952, 0. 967, 0. 945, 0. 936 respectively. The results indicated that the precision of the model prediction met the requirement and by predicting water pollutant values accurately could provide significant scientific basis for controlling lake eutrophication, making full use of the water resources, programming, managing and deciding. |
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| Keywords: | Artificial neural network water pollutant prediction Tien Lake |
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