混合型生产过程建模与调度方法分析

混合型生产过程建模与调度方法分析

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时间:2019-01-31

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1、^■IModelingandOptimizationAlgorithmforHybridProductionSchedulingABSTRACTShopschedulingisaneffectivewayfortheenterprisestogetmoreprofitandmanagemoreefficiently,whichhasalwaysbeenafocusanddifficultprobleminthefieldofcomputerintegratedmanufacturingsystemsandmanagementscience.Hyb

2、ridproductionprocesshasmanycharacteristicsbetweencontinuousproductionanddiscreteproduction.Itisamulti-objectiveoptimizationproblem,too.Withthedevelopmentofthemarketeconomy,itisbecomingthemainstreamoforganizationalmodeofproductionincreasingly.Theparticleswarmoptimizationalgori

3、thm1Sverysimple,easyandhasafewparameterstoadjust,SOitisveryidealforsettlingmulti。objectiveoptimizationproblems.Thisdissertationexploresmodelingandsolvingmethodsofhybridproductionschedulingproblem.Inthedissertation,thecharacteristicsofhybridproductionprocessweredescribed.Onthe

4、basicofanalysingtheconstraintsoftheproductionschedulingproblemandconsideringmultipleobjectivefunctionsofthescheduling,themodelofhybridproduetionschedulingproblemwasestablished.Multi—objectiveoptimizationproblemwasin仃.oduced.Afterdescribingtheconcepts,avarietyofalgorithmswassu

5、mmarized.Ontllebausicofnleadvantagesanddisadvantagesofthesealgorithms,thetrendswereprospected.ImprovedPSO(ParticleSwarmOptimization)formulti.objectiveoptimizationproblemwasdeveloped.TheexternalpopulationwasretainedSOthatthewh01eparticleswarmavoidedlocaloptimum;andtheglobalopt

6、imumwasupdatedbasedontheprobabilityofindividuals’crowdingdistanceandthelocaloptimumwasupdatedbasedondominancerelationshipbetweeneachparticlelocationanditsoldoptimum,whilethepopulationdiversitywaspreservedwithadaptivedynamicinertiaweightandtheadaptiveadjustmentofinternalpopula

7、tionsize.Thefasterconvergence,extensivedistributionandlesscomputationtimewerevalidatedwiththetestfunctions.Finally,itwasusedformulti-objectivecopperrollproductionschedulingonthebasicofdetailedparticleencoding,decodingandscheduling.Andtheresultofapplicationshowedthatthealgorit

8、hmwaseffective.Keywords:hybridproductionscheduling;Multi-objectiveop

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