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具有易扩展体系结构的英语语音提高软件的设计和实现的中期报告 Introduction Thismid-termreportpresentstheprogressofdesigningandimplementinganEnglishspeechimprovementsoftwarewithaneasilyscalablearchitecture.Theaimofthesoftwareistoprovidepersonalizedfeedbacktousersontheirpronunciationandintonation,andassisttheminimprovingtheirspokenEnglish.Thisreportprovidesanoverviewoftheprojectgoals,thearchitectureandtechnologiesused,andpresentsthecurrentprogressmade. Goals ThemaingoaloftheprojectistodesignanddevelopasoftwarethatcanprovideuserswithapersonalizedfeedbackontheirspeechandassisttheminimprovingtheirEnglishpronunciationandintonation.Thesoftwarewilluseadvancedspeechrecognitiontechniquestoanalyzetheuser’sspeechandprovidereal-timefeedbackontheirpronunciation.Additionally,thesoftwarewilloffervariousexercisesandtoolstohelpusersimprovetheirpronunciation,intonationandrhythminspokenEnglish. ArchitectureandTechnologies Thesoftwareiscomposedofthreemaincomponents:theuserinterface(UI),thespeechrecognitionengine,andthefeedbackengine.Theuserinterfaceisdesignedtobeuser-friendlyandintuitive,allowinguserstoaccesstheavailableexercises,toolsandsettings.Thespeechrecognitionengineisresponsibleforanalyzingtheuser'sspeechandrecognizingerrorsinpronunciation.Thefeedbackengineprovidespersonalizedfeedbacktousers,includingvisualandaudioindicatorsoftheirpronunciationaccuracy. ThesoftwareusestechnologiessuchasPython,FlaskandJavaScriptforthedevelopmentoftheuserinterfaceandthespeechrecognitionengine.Thefeedbackengineemploysmachinelearningalgorithms,suchasneuralnetworks,toprovideuserswithpersonalizedfeedbackontheirpronunciation. CurrentProgress Atthisstage,theteamhascompletedtheuserinterfacedesignandimplementedthebasicfunctionalityforthespeechrecognitionengine.ThesoftwareiscapableofrecognizingbasicEnglishphrasesandprovidingfeedbackontheaccuracyoftheuser’spronunciation.Theteamiscurrentlyfocusingonimprovingtheaccuracyofthespeechrecognitionengineandprovidingmoreadvancedfeedbacktousers. Conclusion Inconclusion,theprojectisprogressingwell,wit