邻域变异的黑猩猩多峰优化算法

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中图分类号：TP301.6 文献标志码：A 文章编号：1001-3695（2025）06-025-1784-10

doi：10.19734/j. issn.1001-3695.2024.10.0419

Neighborhood variant chimp multipeak optimization algorithm and its application

Qi Mingjun1+，Wang Zhibao² （1.DeptofPubicaseEdutionHebilyechc，HebiHan4583hin;2.olofomputer&IfoationTecholo east Petroleum University，Daqing Heilongjiang l63318，China）

Abstract：Inorder to solvemultipeak optimization problem，it requires as many global optimal solutionsas possble and high precision，thealgorithmisrequired tocordinatethediversityandconvergenceof thepopulationandalsohavestrongglobal search capability.Therefore，this paper proposedneighborhoodvariant chimpmultipeak optimizationalgorithm.Itincluded threeinnovativepoints.Multivariant neighborhoodoriented guidance mechanismcould increasepopulationdiversitybyrandom variationandthebestpositionvariationcouldgradualllocatetheglobaloptimalsolutionwithindiferentsugroups，tusavidingindividualsfaling intolocaloptima.Globalforwardvectorperturbationmechanismutilizedthestorageofmorepotential evolutionarydirectionsforthecurrntindividualsduringtheevolutionprocess，andgeneratednewofspringindirections，nabledthepopulation to graduallyconverge towards the global optimalsolution，improved itssolution accuracy.Mechanismof parametersdynamicadjustmenteffectivelyreducedthesensitivityof thealgorithm toparameters.Finaly，typicaltestfunctins wereusedforvalidation.Simulationresult showsalgorithmperforms wellinvarious testfunctions，caneffctivelyhandlecomplex multipeakoptimizationproblems.

Key words：vector disturbance；variation factor；directional guidance；control parameter；prediction model

0 1 引言

多峰优化问题在各个领域中应用广泛，如在全国高铁车辆运输的调度问题中，要根据节假日不同乘客的出行情况、不同车站的发车能力等，对高铁进行合理的安排和调度，在不同时节下采用多种不同的发车机制，既能满足乘客需要又能节省运营成本。（剩余21873字）