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1A1A0A2A3A4A5A6A7A9A8A10A11A12SXNYNENDNDNLMS及其改进算法研究A13A14A15A16A17A18A19A20A21A22A23A24A19A25A26A27A28A29A30A31A32A33A34A35A36A37A38A39A28A40A41A42A43A44A45A36A37A46A47A48A49A50A49A51A52A53A54A55A22A56A57A27A58A59A19A20A60A35A31A61A38A62A63A38A64A65A66A67A68A19A20A69A70A71A72A73A19A20A34A73A55A74A75A76A35A19A20A77A78LMSA19A20A79A40A80A81A19A20A81A82A83A84A85A64A86A87A83A88A89A90A91NA78A92A93A19A20A36A37A38A28A31A61A38A35A94A95A77A96A55MATLABA78A40A97A98A99A100A28A36A37A101A27A62A81A82A83A102A103A104A105A77A106A107A108A109A64A110A88A89A111NA112A35A113A42A114A70A115A116A64A117A107A111NA112A113A118A119A42A120A21A22A118A121A35A36A37A101A27A64A117A107A111NA112A113A42A122A123A64A120MLMSA19A20A124A125A62A126A127LMSA19A20A77A128A129A35A71A72A73A130A131A118A121A64A38A132A22A83A122A119A80A81A77A133A134A135A136LMSA19A20A137A71A72A73A137NLMSA19A20A137A110A88A89A137MATLABA102A103ABSTRACTBECAUSEOFLOWCOMPUTATIONALCOMPLEXITY,STABLEENVIRONMENTINTHECONVERGENCEOFGOOD,UNBIASEDANDITSMEANCONVERGESTOTHEWIENERSOLUTIONANDIMPLEMENTATIONALGORITHMSUSINGFINITEPRECISIONSTABILITYANDOTHERCHARACTERISTICS,LMSALGORITHMASADAPTIVEALGORITHMINTHEAPPLICATIONOFTHEMOSTAWIDERANGEOFALGORITHMSWEHAVEADETAILEDSTUDYONLMSALGOTITHMANDITSCOMPLEMENTARYALGOTITHM,DISSCUSEDTHESTEPSIZESINFLUENTFORTHEALGORITHMSCONVERGENCESPEEDANDSTABILITYANDUSINGMATLABSIMULATEDTHELEARNINGCURVE,CONVERGENCESPEEDOFLMSALGOTITHMTHERESULTOBSERVEDTHATTHEVALUEOFVARIABLESTEPSIZEA138NA139ISVERYIMPORTANT,IFITISABIGGERMAYHAVEAFASTCONVERGENCESPEED,BUTIFNOT,THENLMSALGOTITHMCANINSTEADTHELMSALGOTITHMINTHECHARACTERISTICSINADDITION,THEYHAVEAFASTADAPTIVECOURSEANDGREATLYPROGRESSINPERFORMANCEKEYWORDSLMSALGOTITHMSADAPTIVENLMSALGOTITHMSVARIABLESTEPMATLABSIMULATEA140A141A141A142A143A142A143A142A144A145A146A147A148A149A150A151A152A147A153A154A155A156A157A158A159A160A161A162A163A164A165A166A167A168A169A170A171A172A173A174A164A165A175A176A177A178A179A178A180A181A182A183A184A185A186A187A188A189A190A191A192A193A163A159A194A166A195A196A166A197A198A199A200A201A191A192A202A203A204A205A206A191A192A162A206A184A207A208A209A163A191A192A210A211A212A213A214A199A200A201A191A192A215A169A216A217A191A192A218A219A199A200A201A191A192A168A220A221A199A200A201A191A192A195A222A217A223A224A225A226A163A227A228A197A229A214A169A166A230A215A206A184A217A223A224A231A232A210A233A234A234A235A236A237A235A236A235A238A239A240A241A242A243A240A241A242A243A244A245A245A246A246A247A248A249A250A251A248A249A204A205A206A252A253A254A255A53A0A252A253A254A1A2A197A91A163A3A4A5A206A6A252A253A7A8A9A10A11A12A160A161A163A13A14A15A13A14A163A197A105A16A17A18A204A19A20A21A163A164A165A193A22A23A175A207A24A252A253A163A25A26A210A204A205A206A252A253A254A212A27A185A17A28A29A25A163A204A205A206A191A192A197A120A28A191A192A30A31A32A33A34A35A168A34A125A215A36A7A8A37A171A197A130A38A17A194A39A40A216A13A252A253A7A37A197A31A198A91A212A27A230A185A41A174A42A43A11A12A160A161A163A13A14A210A36A128A44A451A140A46A197A45A162A139A47A193A22A48A166A49A50A51A46A17A28A30A148A52A252A253A254A197A91A163A3A4A5A206A203A150A54A179A55A197A6A95A169A203A252A253A7A8A56A57A58A210A204A205A206A252A253A254A34A125A59A60A203A156A54A179A55A197A140A61A62A163A5A206A59A60A203A159A54A179A55A197A160A63A59A60A178A54A179A55A203A159A54A179A55A255A156A54A179A55A162A63A210A61A62A5A206A59A60A159A54A179A55A9A32A33A1A2A184A89A64A65A66A163A197A204A205A206A252A253A254A163A34A125A59A60A156A54A179A55A9A214A61A62A5A206A59A60A159A54A179A55A217A223A67A68A163A197A252A253A7A8A96A160A63A59A60A178A54A179A55A163A69A70A229A204A19A20A21A197A198A156A54A179A55A171A67A68A171A71A140A61A62A163A5A206A159A54A179A55A1732XNXHNA72IZ1IENDNWN1WNA73A74A75A76A77A78A79A80A81A82A73A83A84A84A85A85A86A87A88A90A92A93A94A97A98A99A100A101A102A103A104A106A107A108A93A109A110A111A112A113A114A115A116A117A118A119A121A122A123A124A126A127A129A131A132A133A134A135A136A137A138A141A112A119A121A142A143A122A126A129A131A133A134A119A123A144A145A141A146A147A127A131A149N0A151A152A153A154A155A157A158A161A163A164A151A165A166A167W0,A185A168A169A166LMSA170A172A151A174A170,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,A245A217A161NLMSA71A170A1721,3A59A181A182A183A184A186A215A196A186A1A2A195A67A222A71A187A189A190A191A192A193A194A196A197A187A189A198A199A195204A26A3A28A4A28A4A203A204A205A206A207A69A5A6A7A8A170A172A151A9A10A184A186A215A196A186A1A2A19521NXNENWNW5A187A189A190A191A192A193A194A196A197A187A189A198A199A195A676A71A201A30A203A204A205A203A204A206A207A14A11A12A14A11LMSA13A15A16A17A18A19A20A21A22A23A24A27A29A13A15A49A31A32A33A34A35A16A19A20A36A37A49A89A38A22A39A13A40A41A23A42A41A206A43A49A2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