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基于非接触式电容传感的人体运动意图识别.docx

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基于非接触式电容传感的人体运动意图识别 Title:HumanMovementIntentionRecognitionUsingNon-ContactCapacitiveSensing Abstract: Humanmovementintentionrecognitionplaysasignificantroleinvariousapplications,suchasrehabilitation,assistivetechnology,andvirtualrealitysystems.Traditionalmotionrecognitionmethodsoftenrequiretheuseofintrusivesensorsorwearabledevices,whichcanbeuncomfortableforusersandlimittheirfreedomofmovement.Inrecentyears,non-contactcapacitivesensinghasemergedasapromisingtechnologyforaccuratelydetectingandanalyzinghumanmovementswithouttheneedforphysicalcontact.Thispaperexploresthepotentialofnon-contactcapacitivesensingforhumanmovementintentionrecognitionanddiscussesthevariouschallengesandopportunitiesitpresents. 1.Introduction 1.1Background 1.2ProblemStatement 1.3Objectives 2.Non-contactCapacitiveSensingTechnology 2.1PrinciplesofCapacitiveSensing 2.2AdvantagesandLimitations 2.3ExistingApplications 3.HumanMovementIntentionRecognition 3.1ImportanceandApplications 3.2TraditionalApproaches 3.3ChallengesandLimitations 4.Non-contactCapacitiveSensingforHumanMovementIntentionRecognition 4.1SensorPlacementandConfiguration 4.2DataAcquisitionandPreprocessing 4.3FeatureExtraction 4.4ClassificationAlgorithms 4.5PerformanceEvaluation 5.ExperimentalSetupandDataCollection 5.1DescriptionofExperiment 5.2DataCollectionProcedure 5.3PreprocessingandFeatureExtraction 6.ResultsandDiscussion 6.1PerformanceEvaluationMetrics 6.2ComparisonwithTraditionalApproaches 6.3DiscussionofResults 7.ChallengesandFutureDirections 7.1InterferenceandNoise 7.2ClassificationAccuracyandReal-timeProcessing 7.3UserExperienceandFeedback 8.Conclusion 8.1SummaryofFindings 8.2Contributions 8.3FuturePerspectives References Thispaperaimstoprovideacomprehensiveanalysisoftheuseofnon-contactcapacitivesensingforhumanmovementintentionrecognition.Itstartsbyintroducingthebackgroundandtheproblemstatement,highlightingtheimportanceofthisresearcharea.Thetechnologybehindnon-contactcapacitivesensingisthenexplored,includingitsprinciples,advantage