基于改进NSGA-II算法的应急多任务资源调度方法与系统设计

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中图分类号：TP18 文献标识码：A 文章编号：2096-4706（2025）19-0163-05

Abstract： Intellgent multi-task resource scheduling is an important guarantee for rapid response to emergency events. If resource scheduling is reasonable，itcan optimizeresourcealocationandreduceevent handling time.This paper proposes an emergency multi-task resource scheduling method basedon improved NSGA-Ialgorithm.Itdesigns amulti-objective optimization function，introduces expert experience to limitthesearch space，considers theresource competition game relationshipbetweeneventswihlosespatialdistribution，nddynamicallyorrectsthelocalcrossoverprobabilityofdivduals through event spacesimilarity.Itusesan improvedNSGA-I tosolvetheschedulingscheme，andcompares itsdiferences with manualyamotatedresourceschedulingschemes toverifytheefectivenessofthismethodbasedonsimulateddata.Meanwhile， the business processes and functional modules ofthe emergency multi-task resource scheduling system are systematically designed，providing anintellgentsupport platform forscientific decision-making by emergency management departments.

Keywords： multi-objective optimization; NSGA-I; spatial similarity; multi-task resource scheduling

0 引言

突发事件点多面广，依赖人员经验开展应急警务资源调度，工作量大，同时缺少资源匹配情况、调度成本等量化因素支撑，难以得出全局最佳调度方案；并且依靠人工经验生成调度方法耗时长，降低了任务资源调配的效率。（剩余5338字）