Hands/On Simulation Modeling with Python
EnhanceyoursimulationmodelingskillsbycreatingandanalyzingdigitalprototypesofaphysicalmodelusingPythonprogrammingwiththiscomprehensiveguideKeyFeatures.Learntocreateadigitalprototypeofarealmodelusinghands-onexamples.Evaluatetheperformanceandoutputofyourprototypeusingsimulationmodelingtechniques.UnderstandvariousstatisticalandphysicalsimulationstoimprovesystemsusingPythonBookDescriptionSimulationmodelinghelpsyoutocreatedigitalprototypesofphysicalmodelstoanalyzehowtheyworkandpredicttheirperformanceintherealworld.Withthiscomprehensiveguide,you'llunderstandvariouscomputationalstatisticalsimulationsusingPython.Startingwiththefundamentalsofsimulationmodeling,you'llunderstandconceptssuchasrandomnessandexploredatageneratingprocesses,resamplingmethods,andbootstrappingtechniques.You'llthencoverkeyalgorithmssuchasMonteCarlosimulationsandMarkovdecisionprocesses,whichareusedtodevelopnumericalsimulationmodels,anddiscoverhowtheycanbeusedtosolvereal-worldproblems.Asyouadvance,you'lldevelopsimulationmodelstohelpyougetaccurateresultsandenhancedecision-makingprocesses.Usingoptimizationtechniques,you'lllearntomodifytheperformanceofamodeltoimproveresultsandmakeoptimaluseofresources.Thebookwillguideyouincreatingadigitalprototypeusingpracticalusecasesforfinancialengineering,prototypingprojectmanagementtoimproveplanning,andsimulatingphysicalphenomenausingneuralnetworks.Bytheendofthisbook,you'llhavelearnedhowtoconstructanddeploysimulationmodelsofyourowntoovercomereal-worldchallenges.Whatyouwilllearn.Gainanoverviewofthedifferenttypesofsimulationmodels.Gettogripswiththeconceptsofrandomnessanddatagenerationprocess.Understandhowtoworkwithdiscreteandcontinuousdistributions.WorkwithMonteCarlosimulationstocalculateadefiniteintegral.FindouthowtosimulaterandomwalksusingMarkovchains.Obtainrobustestimatesofconfidenceintervalsandstandarderrorsofpopulationparameters.Discoverhowtouseoptimizationmethodsinreal-lifeapplications.Runefficientsimulationstoanalyzereal-worldsystemsWhothisbookisforHands-OnSimulationModelingwithPythonisforsimulationdevelopersandengineers,modeldesigners,andanyonealreadyfamiliarwiththebasiccomputationalmethodsthatareusedtostudythebehaviorofsystems.ThisbookwillhelpyouexploreadvancedsimulationtechniquessuchasMonteCarlomethods,statisticalsimulations,andmuchmoreusingPython.WorkingknowledgeofPythonprogramminglanguageisrequired.
·8.2萬字
