Serial Number
13085
Course Number
CommE5066
Course Identifier
942 U0800
No Class
- 3 Credits
Elective
GRADUATE INSTITUTE OF ELECTRICAL ENGINEERING / GRADUATE INSTITUTE OF COMMUNICATION ENGINEERING
GRADUATE INSTITUTE OF ELECTRICAL ENGINEERING
GRADUATE INSTITUTE OF COMMUNICATION ENGINEERING
Elective- YEN-MING HUANG
- View Courses Offered by Instructor
COLLEGE OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE GRADUATE INSTITUTE OF COMMUNICATION ENGINEERING
yenminghuang@ntu.edu.tw
Website
https://sites.google.com/view/yenming/
- Sat 7, 8, 9
博理114
Type 2
50 Student Quota
NTU 50
No Specialization Program
- Chinese
- Core Capabilities and Curriculum Planning
- Notes
NTU Enrollment Status
Enrolled0/50Other Depts0/0Remaining0Registered0- Course Description1. 注意本學期「第一次上課」為「9月5日星期一晚上19:20-22:00 (第BCD 節)在博理館114室」,9月10日星期六因應中秋連假停課,9月17日起恢復每週星期六下午14:20-17:20(第789節)上課。 2. 本學期所有課程將會「實體聚集並支援線上會議室同步參與」,連結為 https://ntucc.webex.com/meet/yenminghuang 3. 歡迎所有對相控陣列雷達系統之實務設計和開發有興趣的同學,自在地加入我們的課程社團一起討論和分享,連結為 https://www.facebook.com/groups/ntuphasedarrayradar/ 4. 課程投影片將公告並隨時更新於 https://sites.google.com/view/yenming/teaching 5. 由於本課程的時段和形式較為特殊,若有任何問題,請隨時與授課教師聯絡 yenminghuang@ntu.edu.tw ------------------------------------------------------------------------- Signal Processing for Phased Array Radar is a graduate-level course designed for students interested in modern radar systems widely used in vehicle networks, military applications, satellites, etc. A phased array, namely an electronically scanned array of antennas, can effectively produce beam patterns in different directions for signal transmission and reception without mechanical rotation of array antennas. A radar, i.e., radio detection and ranging, can be used for detection, tracking, and imaging of an object or physical phenomenon, in terms of range, velocity, angle, and radar cross section. Combining a phased array with a radar has been considered one of the most promising technologies in recent years for various new applications. With huge amounts of data continually obtained, Artificial Intelligence (AI) enables more accurate target prediction, better resource scheduling on multi-target tracking, modeling surrounding environment, etc. To own in-depth knowledge of digital signal processing algorithms realized in phased array radar, in this course, we will study the following themes. 1. Introduction to Radar Applications and Systems 2. Fundamentals of Radar Signal Processing 3. Radar Range Equation and Signal Model 4. Threshold Detection of Fluctuating Targets 5. Matched Filtering and Pulse Waveforms 6. Doppler Processing and Clutter Mitigation 7. Array Processing and Beamforming 8. Estimation of Target Parameters
- Course ObjectiveThe goal of this course is to introduce essential digital signal and data processing techniques for phased array radar systems. By taking this course, the students can - understand the basic principles of radar, - comprehend the commonly used signal and data processing algorithms at radar receivers, and - explore advanced research topics in future radar transceivers. In addition, by studying some selected topics and executing a term project in one semester, like a workshop, the students can - be familiar with radar technology and its AI-based data usage, - share their own opinions through oral presentations in classes, and - actualize the interested algorithms by teamwork.
- Course RequirementPrerequisite: - Linear Algebra - Signal and System - Principle of Communications Preferable: - Digital Signal Processing - Digital Communications - Detection and Estimation - Adaptive Signal Processing Skill: - MATLAB (other programming languages are also okay) - Markdown and LaTeX Study on Selected Topics, Papers, or Book Chapters: - Figuring out the system model and revealing the key proposed concepts - Algorithm implementation and reconstruction of the simulation results
- Expected weekly study hours after class1
- Office Hour
Appointment and Online.
- Designated ReadingDesignated Reading: - Lecture slides, - supplementary notes, and - assigned technical documents, papers, theses, and book chapters.
- ReferencesTextbook: - M. A. Richards, Fundamentals of Radar Signal Processing, 2nd edition, McGraw-Hill Education, 2014. - M. A. Richards, J. A. Scheer, and W. A. Holm, Principles of Modern Radar: Basic Principles, SciTech Publishing, 2010. - W. L. Melvin and J. A. Scheer, Principles of Modern Radar: Advanced Techniques, SciTech Publishing, 2013. - T. W. Jeffrey, Phased-Array Radar Design: Application of Radar Fundamentals, SciTech Publishing, 2009. - H. L. Van Trees, Optimum Array Processing: Part IV of Detection, Estimation, and Modulation Theory, John Wiley & Sons, Inc., 2002.
- Grading
30% Participation
Please see Lecture 0: Course Information and Overview for details in the website https://sites.google.com/view/yenming/teaching
30% Presentation of Selected Topics
Please see Lecture 0: Course Information and Overview for details in the website https://sites.google.com/view/yenming/teaching
40% Term Project
Please see Lecture 0: Course Information and Overview for details in the website https://sites.google.com/view/yenming/teaching
- Adjustment methods for students
Adjustment Method Description Teaching methods Assisted by video
Provide students with flexible ways of attending courses
- Course Schedule
20220905Week 1 20220905 Lecture 0: Course Information and Overview [slides] (last updated: 2022) [slides] (last updated: 2022) [slides] (last updated: 2022) [slides] (last updated: 2022) [slides] (last updated: 2022) [slides] (last updated: 2022) [slides] (last updated: 2022) 20220917Week 2 20220917 Lecture 1: Introduction to Radar Applications and Systems 20220924Week 3 20220924 Lecture 1: Introduction to Radar Applications and Systems 20221001Week 4 20221001 Lecture 2: Fundamentals of Radar Signal Processing 20221008Week 5 20221008 Lecture 2: Fundamentals of Radar Signal Processing 20221015Week 6 20221015 Lecture 3: Radar Range Equation and Signal Model 20221022Week 7 20221022 Lecture 4: Threshold Detection of Fluctuating Targets 20221029Week 8 20221029 Lecture 4: Threshold Detection of Fluctuating Targets 20221105Week 9 20221105 Lecture 5: Matched Filtering and Pulse Waveforms 20221112Week 10 20221112 Lecture 5: Matched Filtering and Pulse Waveforms 20221119Week 11 20221119 Lecture 6: Doppler Processing and Clutter Mitigation 20221126Week 12 20221126 Lecture 6: Doppler Processing and Clutter Mitigation 20221203Week 13 20221203 Lecture 7: Array Processing and Beamforming 20221210Week 14 20221210 Lecture 7: Array Processing and Beamforming 20221217Week 15 20221217 Lecture 8: Estimation of Target Parameters 20221224Week 16 20221224 Term Project Presentation