预览加载中,请您耐心等待几秒...
1/6
2/6
3/6
4/6
5/6
6/6

在线预览结束,喜欢就下载吧,查找使用更方便

如果您无法下载资料,请参考说明:

1、部分资料下载需要金币,请确保您的账户上有足够的金币

2、已购买过的文档,再次下载不重复扣费

3、资料包下载后请先用软件解压,在使用对应软件打开

基于改进差分进化算法的约束动态矩阵控制 Title:ImprovedDifferentialEvolutionAlgorithmforConstrainedDynamicMatrixControl Abstract: Constraineddynamicmatrixcontrol(CDMC)isanessentialtechniqueinprocesscontrol,widelyusedinvariousindustries.However,theoptimizationofCDMCpresentschallengesduetoitsnatureofdealingwithdynamicandconstrainedsystems.Inthisstudy,weproposeanimproveddifferentialevolutionalgorithmforoptimizingCDMC,aimingtoenhancethecontrolperformancewhileconsideringsystemconstraints.Theproposedalgorithmincorporatesanovelconstrainthandlingtechniqueandadynamicsearchstrategy,whichresultsinimprovedconvergenceandrobustnesscomparedtotraditionaloptimizationmethods.ExperimentalresultsdemonstratetheeffectivenessandsuperiorityoftheproposedalgorithmintacklingtheCDMCproblem. 1.Introduction 1.1Background 1.2ProblemStatement 1.3Objective 2.LiteratureReview 2.1CDMCBasics 2.2ExistingOptimizationMethods 2.3LimitationsofExistingMethods 3.ImprovedDifferentialEvolutionAlgorithm 3.1OverviewofDEAlgorithm 3.2ConstraintHandlingTechniques 3.3DynamicSearchStrategy 3.4PseudocodeoftheProposedAlgorithm 4.ExperimentalSetup 4.1SimulationFramework 4.2PerformanceMetrics 4.3ExperimentalDesign 5.ResultsandAnalysis 5.1ComparisonwithExistingMethods 5.2ConvergenceAnalysis 5.3RobustnessAnalysis 5.4SensitivityAnalysis 6.Discussion 6.1AnalysisofExperimentalResults 6.2LimitationsandFutureDirections 7.Conclusion 7.1SummaryofFindings 7.2ContributionandSignificanceoftheProposedAlgorithm 7.3ImplicationsforIndustrialApplications 1.Introduction 1.1Background Constraineddynamicmatrixcontrol(CDMC)isawidely-usedcontroltechniqueinindustriessuchaschemical,petroleum,andmanufacturing.Itinvolvesoptimizingadynamicmatrixcontrolalgorithmwhileconsideringvariousconstraintsimposedbythesystem.TheoptimizationofCDMCiscrucialforachievingoptimalperformanceandensuringthestabilityandsafetyofthecontrolsystem. 1.2ProblemStatement TheoptimizationofCDMCischallengingduetothedynamicandconstrainednatureofthesystem.Traditionaloptimizationmethodsoftenfailtoeffect