Electronics | Xiangdong Huang | 3 | 48 |
Course Name: Advanced Signal Processing | Course Code: S2293046 | |||||||||||||
Semester: 3 | Credit: 3 | |||||||||||||
Program: Electronics | ||||||||||||||
Course Module: Compulsory | ||||||||||||||
Responsible: Xiangdong Huang | E-mail: xdhuang@tju.edu.cn | |||||||||||||
Department:School of Electrical and Information Engineering, Tianjin University | ||||||||||||||
TimeAllocation(1 credit hour = 45 minutes)
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Course Description
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Prerequisite Digital Signal Processing; Signal and Systems. | ||||||||||||||
Course Objectives The aim of this course is to give the students a general viewpoint and research idea of advanced signal processing, which helps them solve problems of information extraction in various application fields, such as communication, biomedical engineering, mechanical diagnosis, optical engineering, etc. Mathematical modeling and statistical analysis are two basic approaches to advanced signal processing. This course will help students build up these two ideas in their minds, which contributes to the grasping of the essence of Wiener filtering, Kalman filtering, adaptive filtering, modern spectral analysis, state space based spectral analysis, de-convolution etc. After taking this course, students will be able to apply the theory and algorithm of advanced signal processing to solve the aforementioned engineering problems through programming MATLAB or C codes. In return, they should also do further research to develop theory and algorithm to widen the existing discipline of advanced signal processing. | ||||||||||||||
Course Syllabus
Least Square Error Estimation: Wiener-Kolmogorov Filter.
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Textbooks & References
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Grade Distribution Attendance: 40% Final Exam: 60% | ||||||||||||||
Capability Tasks CT1: To understand basic science, and to have analytical ability and the ability to integrate related knowledge. CT2: To apply relevant professional knowledge to the field of science and technology: understanding of the basic concepts and its connotation, application of different methods and concepts which have been learned, capability of judging the scope and limitations of such applications. CT3: To grasp methodologies and engineering tools: identifying, utilizing and solving problems. Even if the students are not familiar with the content, they can turn to computer tools for systematic analysis. CT4: To carry out experiments in research environment with the abilities to utilize tools, especially for data collection and processing. CT10: To have the capacity to work in international environment; the capability to master one or more foreign languages and be open to foreign cultures; be able to acclimatize themselves to the international language environment. | ||||||||||||||
Achievements
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Students: Electronics, Year 2 |