信号处理与数据分析-大纲

信号处理与数据分析SignalsProcessingandDataAnalysisForMasterStudentsinNon-ElectronicInformationAreasInstructor:Dr.TianshuangQiuFacultyofElectronicInformationandElectricalEngineeringAutumnof20152020/4/27Signals&Systems2TheInstructorTianshuangQIU,Ph.D,Professor–EducationUndergraduate:TianjinUniversity(B.S.inElectricalEngineering,MajoredinElectronicInstrumentandMeasurementTechnology)Graduate:DalianUniversityofTechnology(M.S.inElectricalEngineering,MajoredinSignalandInformationProcessing)Doctorate:DalianUniversityandTechnology/SoutheasternUniversity(Ph.DinElectricalEngineering,MajoredinSignalandInformationProcessing)2020/4/27Signals&Systems3–ProfessionalExperiencesResearchEngineer,atDalianInstituteofChemicalPhysics,ChineseAcademyofSciencesAssociateProfessor,atDlainRailwayInstituteofTechnologyPostdoctoralFellow,atNorthernIllinoisUniversity,USAProfessor,atDalianUniversityofTechnology,since2000–ResearchAreasThetheoryandapplicationofdigitalsignalprocessingNon-stationaryandNon-GaussiansignalprocessingAdaptivesignalprocessingBiomedicalsignalprocessingTelecommunicationsignalprocessingBiomedicalEngineeringRadio-FrequencySignalProcessing2020/4/27Signals&Systems4–CoursesTaughtSignalandSystem(forundergraduatestudentsatEnglishIntensiveClass)BiomedicalInformationTechnology(formasterstudentsmajoredinBiomedicalEngineering)ProfessionalEnglish(forjuniorundergraduatestudentsatEnglishIntensiveClass)NetworkCommunications(formasterstudents)DevelopmentofModernCommunication(forPh.Dstudents)BiomedicalSignalAnalysisandProcessing(forundergraduatestudentsmajoredinBiomedicalEngineering)SignalProcessingandDataAnalysis(forMasterStudentsinNon-ElectronicInformationAreas)2020/4/27Signals&Systems5TheTeachingAssistantATAgroupheadedbyMr.WangPeng–WorkingonhisPh.DdegreeintheareaofSignalandInformationProcessing,supervisedbyme.–Verygoodinsignalprocessingandallthecourseslearnedbefore.–Dedicatedhimselfintheareaofwireless(radio-frequency)signalprocessing.2020/4/27Signals&Systems6SyllabusGoals–Thegoalsofthiscoursearetogivestudentsabasicconceptandprinciplesonsignalsprocessinganddataanalysis,includingthesignalsandsystems,theerroranalysisanddatapre-processing,thedigitalsignalprocessing,thestatisticalsignalprocessing,andthemodernsignalprocessing,tohavestudentsestablishasolidfoundationforthestudyinthefuture.2020/4/27Signals&Systems7Syllabus（Cont’d）CourseDescription–Basedontherequirementsofthemasterstudentsinvariousengineeringareas,thiscourseintroducesthebasicconceptsandprinciplesonthesignalprocessinganddataanalysis.–Thiscoursecontains5parts:Signalsandsystems;Erroranalysisanddatapre-processing;Digitalsignalprocessing;Statisticalsignalprocessing;Modernsignalprocessing2020/4/27Signals&Systems8Syllabus（Cont’d）PreparatoryCourses–Calculous–Physics–MathematicsforEngineering,includingLinearAlgebra,ProbabilityandMathematicalStatistics2020/4/27Signals&Systems9Syllabus（Cont’d）Readings–Notes:Yourowncoursenotesarethemostvaluablesourcesofinformation.–Textbook:邱天爽，郭莹，《信号处理与数据分析》，清华大学出版社，2015–References:A.V.OppenheimandA.S.Willsky,SignalsandSystems(2ndEdition),Prentice-Hall,EnglewoodCliffs,NJ,1997.秦树人，季忠，尹爱军，工程信号处理，北京：高等教育出版社，2008年程佩青，数字信号处理教程（第三版），北京：清华大学出版社，2007年2020/4/27Signals&Systems10Syllabus（Cont’d）–References:胡广书，数字信号处理，清华大学出版社，2003年邱天爽，张旭秀，李小兵，孙永梅，统计信号处理—非高斯信号处理与应用，电子工业出版社，2004年佟德纯，姚宝恒，工程信号处理与设备诊断，科学出版社，2008年邱天爽，唐洪，刘海龙，统计信号处理：医学信号分析与处理，科学出版社，2012年朱明武，李永新，卜雄洙，测试信号处理与分析，北京：北京航空航天大学出版社，2006年2020/4/27Signals&Systems11Syllabus（Cont’d）2020/4/27Signals&Systems12Syllabus（Cont’d）LectureTime–Section5—6onWednesday(Week3—14)–Section5—6onFriday(Week3—14)LectureLocation–研-302HomeworkSolutions–Findoutwhatisrightandwrongwithyourownsolutionsandwhy.Experiment–TaketimetoconductsimulationsonyourowncomputerswithMATLABbasedonthecontentsofthecourse.2020/4/27Signals&Systems13Syllabus（Cont’d）OfficeHours–Youareencouragedtodiscussproblemsassociatedwiththecoursewiththeinstructor,theteachingassistant(TA)andyourclassmates.Seekhelpassoonasyouhavequestionsand/ordifficultiesinunderstandingthetopics.OfficehoursareonMonday4:00PM--5:00PMeveryweek,andbyappointment,atRoomA1221inChuangXinYuan.AlthoughtheinstructorandTAwillbeavailabletohelpyououtsidetheirofficehours,pleasetrytomakeanappointmentaheadoftime.2020/4/27Signals&Systems14Syllabus（Cont’d）EvaluationCriteria–Homework,Quizzes(maybegiveninclass)andAttendance:20%–FinalExam:80%2020/4/27Signals&Systems15Syllabus（Cont’d）Others–Youareencouragedtodiscusshomeworkassignmentswithyourclassmates,butallworkdoneontheexamsmustbeyourown.–Thepenaltyforcheatingonanexamwillbeascoreofzeroontheexam,andafailinggradeinthecourse.–Missingthreeormorelectureswithoutavalidreasonacceptabletotheinstructormayresultinafailinggradeforthecourse.2020/4/27Signals&Systems16Syllabus（Cont’d）ImportantDatesandThings–Homeworkisdueonthedayspecifiedbeforetheclassbegins.–Latehomeworkwillbegladlyacceptedwith30%gradediscountforeachdaylate.–Quizzesmaybegivensometimeinclass.–FinalExaminationwillbearrangedattheendofthissemesterbytheGraduateSchool.2020/4/27Signals&