| GIS支持下基于遗传优化神经网络的溃坝生命损失评估 |
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| 引用本文： | 王志军,顾冲时,张治军.GIS支持下基于遗传优化神经网络的溃坝生命损失评估[J].武汉大学学报(信息科学版),2010(1). |
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| 作者姓名： | 王志军 顾冲时 张治军 |
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| 作者单位： | 河南理工大学安全科学与工程学院;河海大学水利水电工程学院; |
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| 基金项目： | 国家科技支撑计划资助项目(2006BAC14B03); 国家自然科学基金资助项目(50539010,50579010,50539030,50539110); 中国水电工程顾问集团公司科技资助项目(CHC-KJ-2007-02) |
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| 摘 要： | 针对溃坝生命损失评估涉及众多地理空间对象且影响因素多而复杂的特点,提出了GIS支持下基于遗传优化神经网络的溃坝生命损失评估方法。引入GIS与空间信息格网,提出了基于GIS空间信息格网模型的溃坝生命损失评估计算模型。分析了溃坝生命损失的影响因素,通过灰色关联度模型评判,建立了评估指标体系。开发了GIS支持下的溃坝生命损失快速评估系统,分析了系统的集成方案以及GIS空间信息格网模型的实现方法。应用表明,该评估方法精度较高,效果较好。
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| 关 键 词： | 生命损失 评估 遗传算法 神经网络 GIS |
Evaluation Method of Loss-of-life Caused by Dam Breach Based on GIS and Neural Networks Optimized by Genetic Algorithms |
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| WANG Zhijun, GU Chongshi ZHANG Zhijun.Evaluation Method of Loss-of-life Caused by Dam Breach Based on GIS and Neural Networks Optimized by Genetic Algorithms[J].Geomatics and Information Science of Wuhan University,2010(1). |
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| Authors: | WANG Zhijun GU Chongshi ZHANG Zhijun |
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| Institution: | WANG Zhijun1,2 GU Chongshi 2 ZHANG Zhijun 2(1 School of Safety Science , Engineering,Henan Polytechnic University,2001 Shiji Road,Jiaozuo 454003,China)(2 College of Water Conservancy , Hydropower Engineering,Hohai University,1 Xikang Road,Nanjing 210098,China) |
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| Abstract: | Considering many geographical spatial objects and influence factors in the process of loss-of-life evaluation caused by dam breach,an evaluation method of loss-of-life caused by dam breach based on GIS and neural networks optimized by genetic algorithms is proposed.The calculation model for estimating loss-of-life caused by dam breach is established based on GIS spatial information grid model.The influence factors of loss-of-life caused by dam breach were analyzed.The evaluation index system is established ... |
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| Keywords: | loss-of-life evaluation genetic algorithm neural network GIS |
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