标题:RETRACTED ARTICLE: A fire rescue plan generation algorithm based on BP neural network
作者:Cuicui, Zhang ;Shujuan, Ji ;Yongquan, Liang ;Xueting, Lv
通讯作者:Cuicui, Z.
作者机构:[Cuicui, Zhang ;Shujuan, Ji ;Yongquan, Liang ;Xueting, Lv ] College of Information Science and Engineering, Shandong University of Science and Technol 更多
会议名称:2011 7th International Conference on Natural Computation, ICNC 2011
会议日期:July 26, 2011 - July 28, 2011
来源:Proceedings - 2011 7th International Conference on Natural Computation, ICNC 2011
出版年:2011
卷:2
页码:716-719
DOI:10.1109/ICNC.2011.6022218
摘要:The outputs of the BP neural network when used to generate fire rescue plan represent the amounts of various rescue resources which are generally called fire rescue plan. This paper assumes that the total losses the expected(i.e. the best) rescue plan causes is zero, and that the losses a rescue resource causes are mainly fire losses due to its shortage, resource waste losses due to its surplus or zero. The total losses of a rescue plan are the sum of the losses of all rescue resources. Because it is difficult to get the expected rescue plan, the purpose of the fire rescue plan generation algorithm based on BP neural network is to make the total losses of the obtained rescue plans as little as possible. This paper first analyzes the characteristics of the traditional BP neural network and concludes that it can't guarantee the total losses of a rescue plan as little as possible. Therefore, this paper puts forward an improved BP neural network to generate rescue plan. Experimental results show that the improvement can realize the purpose of decreasing the total losses to the lowest point. © 2011 IEEE.
收录类别:EI
资源类型:会议论文
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