首页 | 本学科首页   官方微博 | 高级检索  
     检索      

考虑处置效果的苯系物泄露应急方案生成方法
引用本文:胡东滨,冯婧瑜,杨艺,易国栋.考虑处置效果的苯系物泄露应急方案生成方法[J].浙江大学学报(理学版),2022,49(4):457-466.
作者姓名:胡东滨  冯婧瑜  杨艺  易国栋
作者单位:中南大学 商学院,湖南 长沙 410083
湖南工商大学 大数据与互联网创新研究院,湖南 长沙 410205
基金项目:国家自然科学基金重大项目(72091513);教育部人文社科基金项目(20YJCZH210);湖南省教育厅科学研究优秀青年项目(19B311);湖南省自然科学基金青年项目(2020JJ5112)
摘    要:针对苯系物泄露次生突发环境事件的应急响应问题,研究了基于案例推理和处置效果的应急方案生成方法。首先,在计算案例相似度时,为避免历史案例不全产生的情景要素遗失,基于随机森林算法,结合专家知识构建了权重求解方法,采用案例检索方法得到相似案例集;然后,构建了应急处置效果评估指标体系,以全面评价相似案例对应的处置效果;进一步,考虑多专家评价可弥补决策者知识、经验等的不足,引入了自适应群共识调整算法,得到群体评价意见,通过集结相似度与处置效果,得到了方案的综合评价值并生成最优方案;最后,用算例说明了方法的可行性和有效性。

关 键 词:案例推理  随机森林  群共识  突发环境事件  
收稿时间:2021-06-29

Generation of emergency response plan for benzene explosion considering the disposal effect
Dongbin HU,Jingyu FENG,Yi YANG,Guodong YI.Generation of emergency response plan for benzene explosion considering the disposal effect[J].Journal of Zhejiang University(Sciences Edition),2022,49(4):457-466.
Authors:Dongbin HU  Jingyu FENG  Yi YANG  Guodong YI
Institution:Business School,Central South University,Changsha 410083,China
Institute of Big Data and Internet Innovation,Hunan University of Technology and Business,Changsha 410205,China
Abstract:In order to take prompt and effective response to environmental emergencies caused by benzene leakage, the method of generating emergency plan based on case-based reasoning and emergency response effect is studied. Firstly, based on the random forest algorithm and expert knowledge, a method of calculating weight is constructed to retrieve all the historical similar cases. The similar case set is then obtained. Secondly we develop a system to evaluate the emergency response effect of each similar case. Thirdly we introduce an adaptive group consensus adjustment algorithm to get the group evaluation opinions. The comprehensive evaluation value of each response plan is obtained by jointly accounting for the case similarity and disposal effect, based on which the optimal scheme can be generated. An example is used to illustrate the feasibility and effectiveness of the proposed method.
Keywords:case-based reasoning  random forest  group consensus  environmental emergencies  
点击此处可从《浙江大学学报(理学版)》浏览原始摘要信息
点击此处可从《浙江大学学报(理学版)》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号