信号处理与数据分析_大纲

1、Instructor: Dr. Tianshuang QiuFaculty of Electronic Information and Electrical EngineeringAutumn of 20152021-12-20Signals & Systems2lTianshuang QIU, Ph.D, ProfessorEducationlUndergraduate: Tianjin University (B.S. in Electrical Engineering, Majored in Electronic Instrument and Measurement Techno

2、logy)lGraduate: Dalian University of Technology (M.S. in Electrical Engineering, Majored in Signal and Information Processing)lDoctorate: Dalian University and Technology/Southeastern University (Ph.D in Electrical Engineering, Majored in Signal and Information Processing)2021-12-20Signals & Sys

3、tems3Professional ExperienceslResearch Engineer, at Dalian Institute of Chemical Physics, Chinese Academy of ScienceslAssociate Professor, at Dlain Railway Institute of TechnologylPostdoctoral Fellow, at Northern Illinois University, USAlProfessor, at Dalian University of Technology, since 2000Resea

4、rch AreaslThe theory and application of digital signal processinglNon-stationary and Non-Gaussian signal processinglAdaptive signal processinglBiomedical signal processinglTelecommunication signal processing lBiomedical EngineeringlRadio-Frequency Signal Processing2021-12-20Signals & Systems4Cou

5、rses TaughtlSignal and System (for undergraduate students at English Intensive Class)lBiomedical Information Technology (for master students majored in Biomedical Engineering)lProfessional English (for junior undergraduate students at English Intensive Class)lNetwork Communications (for master stude

6、nts)lDevelopment of Modern Communication (for Ph.D students)lBiomedical Signal Analysis and Processing (for undergraduate students majored in Biomedical Engineering)lSignal Processing and Data Analysis (for Master Students in Non-Electronic Information Areas)2021-12-20Signals & Systems5lA TA gro

7、up headed by Mr. Wang PengWorking on his Ph.D degree in the area of Signal and Information Processing, supervised by me.Very good in signal processing and all the courses learned before.Dedicated himself in the area of wireless (radio-frequency) signal processing.2021-12-20Signals & Systems6lGoa

8、lsThe goals of this course are to give students a basic concept and principles on signals processing and data analysis, including the signals and systems, the error analysis and data pre-processing, the digital signal processing, the statistical signal processing, and the modern signal processing, t

9、o have students establish a solid foundation for the study in the future.2021-12-20Signals & Systems7lCourse DescriptionBased on the requirements of the master students in various engineering areas, this course introduces the basic concepts and principles on the signal processing and data analys

10、is. This course contains 5 parts: Signals and systems; Error analysis and data pre-processing; Digital signal processing; Statistical signal processing; Modern signal processing2021-12-20Signals & Systems8lPreparatory CoursesCalculousPhysicsMathematics for Engineering, including lLinear Algebra,

11、 lProbability and Mathematical Statistics2021-12-20Signals & Systems9lReadingsNotes: Your own course notes are the most valuable sources of information.Textbook: 邱天爽，郭莹，邱天爽，郭莹，信号处理与数据分析信号处理与数据分析，清华大学出，清华大学出版社，版社，2015References:lA. V. Oppenheim and A. S. Willsky, Signals and Systems (2nd Edition)

12、, Prentice-Hall, Englewood Cliffs, NJ, 1997. l秦树人，季忠，尹爱军，秦树人，季忠，尹爱军，工程信号处理工程信号处理，北京：高等教育出版，北京：高等教育出版社，社，2008年年l程佩青，程佩青，数字信号处理教程数字信号处理教程（第三版），北京：清华大学出版（第三版），北京：清华大学出版社，社，2007年年 2021-12-20Signals & Systems10References:l胡广书，数字信号处理，清华大学出版社，胡广书，数字信号处理，清华大学出版社，2003年年l邱天爽，张旭秀，李小兵，孙永梅，统计信号处理邱天爽，张旭秀，李小兵，

13、孙永梅，统计信号处理非高斯信非高斯信号处理与应用，电子工业出版社，号处理与应用，电子工业出版社，2004年年l佟德纯，姚宝恒，工程信号处理与设备诊断，科学出版社，佟德纯，姚宝恒，工程信号处理与设备诊断，科学出版社，2008年年l邱天爽，唐洪，刘海龙，统计信号处理：医学信号分析与处理，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，科学出版社，2012年年l朱明武，李永新，卜雄洙，朱明武，李永新，卜雄洙，测试信号处理与分析测试信号处理与分析，北京：北京，北京：北京航空航天大学出版社，航空航天大学出版社，2006年年 2021-12-20Signals & System

14、s112021-12-20Signals & Systems12lLecture Time Section 56 on Wednesday (Week 314) Section 56 on Friday (Week 314)lLecture Location研研-302lHomework SolutionsFind out what is right and wrong with your own solutions and why. lExperiment Take time to conduct simulations on your own computers with MATL

15、AB based on the contents of the course.2021-12-20Signals & Systems13lOffice HoursYou are encouraged to discuss problems associated with the course with the instructor, the teaching assistant (TA) and your classmates. Seek help as soon as you have questions and/or difficulties in understanding th

16、e topics. Office hours are on Monday 4:00PM-5:00PM every week, and by appointment, at Room A1221 in Chuang Xin Yuan. Although the instructor and TA will be available to help you outside their office hours, please try to make an appointment ahead of time. 2021-12-20Signals & Systems14lEvaluation

17、Criteria Homework, Quizzes (maybe given in class) and Attendance : 20%Final Exam: 80% 2021-12-20Signals & Systems15lOthers You are encouraged to discuss homework assignments with your classmates, but all work done on the exams must be your own. The penalty for cheating on an exam will be a score

18、 of zero on the exam, and a failing grade in the course. Missing three or more lectures without a valid reason acceptable to the instructor may result in a failing grade for the course. 2021-12-20Signals & Systems16lImportant Dates and ThingsHomework is due on the day specified before the class begins.Late homework will be gladly accepted with 30% grade discount for each day late.Quizzes may be given sometime in class.Final Examination will be arranged at the end of this semester by the Graduate School. 2