Lectures On Stochastic Control And Nonlinear Filtering(Davis).pdf

Lectures On Stochastic Control And Nonlinear Filtering(Davis).pdf

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1、LecturesonStochasticControlandNonlinearFilteringByM.H.A.DavisTataInstituteofFundamentalResearchBombay1984LecturesonStochasticControlandNonlinearFilteringByM.H.A.DavisLecturesdeliveredattheIndianInstituteofScience,BangaloreundertheT.I.F.R.–I.I.Sc.Progra

2、mmeinApplicationsofMathematicsNotesbyK.M.RamachandranPublishedfortheTataInstituteofFundamentalResearchSpringer-VerlagBerlinHeidelbergNewYorkTokyo1984AuthorM.H.A.DavisDepartmentofElectricalEngineeringImperialCollegeofScienceandTechnologyLondonSW7UnitedK

3、ingdomcTataInstituteofFundamentalResearch,1984ISBN3-540-13343-7Springer-Verlag,Berlin.Heidelberg.NewYork.TokyoISBN0-387-13343-7Springer-Verlag,NewYork.Heidelberg.Berlin.TokyoNopartofthisbookmaybereproducedinanyformbyprint,microfilmoranyothermeanswith-ou

4、twrittenpermissionfromtheTataInstituteofFundamentalResearch,Colaba,Bombay400005PrintedbyM.N.JoshiatTheBookCentreLimited,SionEast,Bombay400022andpublishedbyH.Goetze,Springer-Verlag,Heidelberg,WestGermanyPrintedinIndiaPrefaceThesenotescomprisethecontents

5、oflecturesIgaveattheT.I.F.R.Cen-treinBangaloreinApril/May1983.Thereareactuallytwoseparateseriesoflectures,oncontrolledstochasticjumpprocessesandnonlin-earfilteringrespectively,andthecorrespondingtwopartsofthesenotesarealmostdisjoint.Theyareunitedhowever

6、,bythecommonphiloso-phy(ifthatisnottoograndaworkforit)oftreatingMarkovprocessesbymethodsofstochasticcalculus,andIhopethereaderwill,atleast,beconvincedoftheusefulnessofthisandofthe`extendedgenerator'conceptindoingcalculationswithMarkovprecesses.Thefirstp

7、artisaimedatdevelopingoptimalcontroltheoryforaclassofMarkovprocessescalledpiecewise-deterministic(PD)proce-sses.Thesewereonlyisolatedratherrecentlybutseengeneralenoughtoincludeasspecialcasespracticallyallthenon-diffusioncontinuoustimeprocessesofappliedp

8、robability.OptimalcontrolforPDprocessesoccupiesacuriouspositionjusthalfwaybetweendeterministicandSto-chasticoptimalcontroltheoryinsuchawaythatnostandardtheoryfromeithersideisadequatetodealwithit.Theonlyapplicabletheorythatexistsatallisv

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