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计算机系统应用英文版:2012,21(4):55-58
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基于C4.5算法的洪涝灾害应急响应级别分析
(1.中国科学院 合肥智能机械研究所, 合肥 230031;2.中国科学技术大学 自动化系, 合肥 230039)
Flood Disaster Emergency Response Level Analysis Based on C4.5 Algorithm
(1.Institute of Intelligent Machine, Chinese Academy of Sciences, Hefei 230031, China;2.Department of Automation, University of Science and Technology of China, Hefei 230026, China)
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Received:July 29, 2011    Revised:September 05, 2011
中文摘要: 自然灾害突发时,有效准确地启动应急响应级别是科学合理地实施应急救援的前提条件。目前,我国的应急响应分级标准是依据民政部制定的三个应急响应指标而确立的。它规定了用于划分响应级别的各指标的取值范围,但未给出如何根据实地灾情进行弹性调整的量化尺度,即酌减比率。针对上述问题本文提出利用历史案例数据库,在C4.5算法的基础上训练出应急响应级别分类器,得出具有实际灾情信息的分级准则。为传统的应急响应级别提供一个合理的酌减比率。通过对洪涝灾害进行实验表明该方法能够提供非常有参考价值的酌减比率。
中文关键词: C4.5算法  洪涝灾害  应急响应  酌减比率
Abstract:Launch the emergency response level effectively is a prerequisite for implementing emergency rescue scientifically and reasonablely when natural disasters occur. At present, emergency response grading standard is based on three emergency response indicators, which launches by Ministry of Civil Affairs. It provides the range of each response level’s indicators, however, this scheme lacks quantization scale for elastic adjustment, according to specific disaster. For the above problem, emergency response level classifier was trained in this paper base on C4.5 algorithm and historical cases. It also obtain a reasonable reduction ratio for the traditional emergency response level. Through experimental results of flood disaster show that this method provides valuable reference to reduction ratio.
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基金项目:国家科技支撑计划(2008BAK49B05)
引用文本:
徐国,乌云,王儒敬,张洁.基于C4.5算法的洪涝灾害应急响应级别分析.计算机系统应用,2012,21(4):55-58
XU Guo,WU Yun,WANG Ru-Jing,ZHANG Jie.Flood Disaster Emergency Response Level Analysis Based on C4.5 Algorithm.COMPUTER SYSTEMS APPLICATIONS,2012,21(4):55-58