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An Offgrid DOA Estimation Method for Passive Sonar Detection Based on Iterative Proximal Projection

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文档名:An Offgrid DOA Estimation Method for Passive Sonar Detection Based on Iterative Proximal Projection
Abstract:Traditionaldirectionofarrival(DOA)estimationmethodsbasedonsparsereconstructioncommonlyuseconvexorsmoothfunctionstoapproximatenon-convexandnon-smoothsparserepresentationproblems.Thisapproachoftenintroduceserrorsintothesparserepresentationmodel,necessitatingthedevelopmentofimprovedDOAestimationalgorithms.Moreover,conventionalDOAestimationmethodstypicallyassumethatthesignalcoincideswithapredeterminedgrid.However,inreality,thisassumptionoftendoesnotholdtrue.Thelikelihoodofasignalnotaligningpreciselywiththepredefinedgridishigh,resultinginpotentialgridmismatchissuesforthealgorithm.Toaddressthechallengesassociatedwithgridmismatchanderrorsinsparserepresentationmodels,thisarticleproposesanovelhigh-performanceoff-gridDOAestimationapproachbasedoniterativeproximalprojection(IPP).Intheproposedmethod,weemployanalternatingoptimizationstrategytojointlyestimatesparsesignalsandgridoffsetparameters.Aproximalfunctionoptimizationmodelisutilizedtoaddressnon-convexandnon-smoothsparserepresentationproblemsinDOAestimation.Subsequently,weleveragethesmoothlyclippedabsolutedeviationpenalty(SCAD)functiontocomputetheproximaloperatorforsolvingthemodel.SimulationandseatrialexperimentshavevalidatedthesuperiorityoftheproposedmethodintermsofhigherresolutionandmoreaccurateDOAestimationperformancewhencomparedtobothtraditionalsparsereconstructionmethodsandadvancedoff-gridtechniques.

作者:ZehuaDai  LiangZhang  XiaoHan  JingweiYinAuthor:ZehuaDai  LiangZhang  XiaoHan  JingweiYin
作者单位:NationalKeyLaboratoryofUnderwaterAcousticTechnology,HarbinEngineeringUniversity,Harbin150001,China;KeyLaboratoryforPolarAcousticsandApplicationofMinistryofEducation,HarbinEngineeringUniversity,Harbin150001,China;CollegeofUnderwaterAcousticEngineering,HarbinEngineeringUniversity,Harbin150001,China
刊名:哈尔滨工程大学学报(英文版) ISTIC
Journal:JournalofMarineScienceandApplication
年,卷(期):2024, 23(2)
分类号:
Keywords:DOAestimation  Sparsereconstruction  Off-gridmodel  Iterativeproximalprojection  Passivesonardetection  
机标分类号:TN958.92TP311G643.8
在线出版日期:2024年5月27日
基金项目:AnOff-gridDOAEstimationMethodforPassiveSonarDetectionBasedonIterativeProximalProjection[
期刊论文]  哈尔滨工程大学学报(英文版)--2024, 23(2)ZehuaDai  LiangZhang  XiaoHan  JingweiYinTraditionaldirectionofarrival(DOA)estimationmethodsbasedonsparsereconstructioncommonlyuseconvexorsmoothfunctionstoapproximatenon-convexandnon-smoothsparserepresentationproblems.Th...参考文献和引证文献
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