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基于离散混合蛙跳算法的地震应急物资调度 被引量:1

Emergency Material Scheduling Based on Discrete Shuffled Frog Leaping Algorithm
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摘要 建立震后应急物资调度数学模型。该模型根据各灾区的受灾情况评估其救援紧急程度,并设计一种需求拆分供应的运输机制,提高车辆的利用效率。为求解该模型,提出一种多源信息学习的离散混合蛙跳算法。所提算法引入多种信息源以扩展算法的搜索方向,降低种群的同化速度。同时,让子组最差个体学习种群中的有效信息,提高算法的收敛精度。实验结果表明,所提算法能够搜索到精度更优的调度方案,对问题规模具有良好的可扩展性。 A mathematical model of emergency material scheduling after earthquakes is built.The model evaluates the emergency degree of each disaster area based on the disaster situation and designs a method to split the demand of the disaster area,improving the efficiency of vehicle utilization.To solve the model,this paper proposes a discrete shuffled frog leaping algorithm with multi-resource learning.The multiple information sources introduced by the proposed algorithm can expand the search direction and reduce the assimilation speed of the population in the algorithm.Second,the worst individual in each subgroup can learn the effective information in the population to improve the convergence accuracy of the algorithm.Experimental results show that the proposed algorithm can obtain a higher-quality scheduling scheme and has good scalability for the scale of emergency material scheduling.
作者 申晓宁 葛忠佩 姚铖滨 宋丽妍 王玉芳 Shen Xiaoning;Ge Zhongpei;Yao Chengbin;Song Liyan;Wang Yufang(School of Automation,Nanjing University of Information Science&Technology,Nanjing 210044,China;Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology,Nanjing 210044,China;Jiangsu Key Laboratory of Big Data Analysis Technology,Nanjing 210044,China;Guangdong Key Laboratory of Brain-like Intelligent Computing(Southern University of Science and Technology),Shenzhen 518055,China)
出处 《系统仿真学报》 CAS CSCD 北大核心 2024年第1期97-109,共13页 Journal of System Simulation
基金 国家自然科学基金(61502239,51705260) 江苏省自然科学基金(BK20150924)。
关键词 应急物资调度 混合蛙跳算法 灾区紧急程度 需求拆分供应 车辆路径问题 emergency material scheduling shuffled frog leaping algorithm emergency degree split delivery vehicle routing problem
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