基本信息
文件名称:基于机器学习的柔性压阻键盘身份识别系统研究.pdf
文件大小:4.89 MB
总页数:68 页
更新时间:2025-06-22
总字数:约7.94万字
文档摘要

Abstract

Withthedevelopmentofdigitalsocietyandthedramaticincreaseinpeoplesdemandfor

networkinformation,datasecurityhasbecomeatoppriorityforindividuals,enterprisesand

evencountries.Traditionalsecuritymeasures,suchaspasswordsandtokens,althoughcan

provideacertaindegreeofprotectionforusers,buttherearestilllimitations:unauthorized

personsonlyneedtostealtheidentityofthedeviceholdertogaincontrolofthedevice,thus

facingtheriskofdataleakage.Atthesametime,thetraditionalkeyboardcannotbefoldedat

willduetoitslargesizeandrigidstructure,makingitdifficulttoadapttodifferentwork

scenariosandunabletomeetthepursuitofportabilityandflexibilityinmodernlife.Inorderto

effectivelysolvetheseproblems,thisthesisproposesaflexiblepiezoresistivekeyboard

identificationsystem,whichmainlyfocusesonthedesignandpreparationofflexible

piezoresistivekeyboard,hardwareadjustmentanddataacquisition,datasetproductionand

identificationalgorithmoptimizationtocarryoutresearchwork.Themainworkisasfollows:

(1)Byanalyzingandstudyingtheworkingprincipleandsensingmechanismofthesensor,

aflexiblepiezoresistivesensorwithhighsensitivity,highreliabilityandagileresponseis

designed,andtheperformancetestofthesensoriscompletedbyusingKeithley2611Bdigital

sourcemeterandtensileandcompressiontestingmachine.Dataanalysisshowedthatit

exhibitedasensitivityof86.1N-1intherangeof0N-0.9Nand16.0N-1intherangeof0.9

N-2.5Npressure.Inordertostudytheuserskeystrokebehaviormoredeeply,a26-letter

flexiblepiezoresistivekeyboardwassuccessfullypre