内容简介
Thisunifiedsurveyofthetheoryofadaptivefiltering,prediction,andcontrolfocusesonlineardiscrete-timesystemsandexploresthenaturalextensionstononlinearsystems.Inkeepingwiththeimportanceofcomputerstopracticalapplications,theauthorsemphasizediscrete-timesystems.Theirapproachsummarizesthetheoreticalandpracticalaspectsofalargeclassofadaptivealgorithms.
Idealforadvancedundergraduateandgraduateclasses,thistreatmentconsistsoftwoparts.Thefirstsectionconcernsdeterministicsystems,coveringmodels,parameterestimation,andadaptivepredictionandcontrol.Thesecondpartexaminesstochasticsystems,exploringoptimalfilteringandprediction,parameterestimation,adaptivefilteringandprediction,andadaptivecontrol.Extensiveappendicesofferasummaryofrelevantbackgroundmaterial,makingthisvolumelargelyself-contained.Readerswillfindthatthesetheories,formulas,andapplicationsarerelatedtoavarietyoffields,includingbiotechnology,aerospaceengineering,computersciences,andelectricalengineering.