Textbook:
1. 于德介, 程军圣, 扬宇, 機械故障診斷的Hilbert-Huang變換方法, 科學出版社, 2006.
2. Alan V. Oppenheim and Ronald W. Schafer, Discrete-Time Signal Processing, Prentice Hall.
Reference:
1. Michael Greenburg, “Advanced Engineering Mathematics”, 2/e Pearson Education, 1998.
2. J. I. Taylor, The Vibration Analysis Handbook: A Practical Guide for Solving Rotating Machinery Problems (2nd ed), United Kingdom: Vibration Consultants, 2003.
3. T. A. Harris, Rolling Bearing Analysis, 4E, John Wiley & Sons Inc. NY, 2001.
4. N. E. Huang, Z. Shen, S. R. Long, M. L. C. Wu, H. H. Shih, Q. N. Zheng, N. C. Yen, C. C. Tung, and H. H. Liu, “The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis,” Proceedings of the Royal Society of London Series a-Mathematical Physical and Engineering Sciences, vol. 454, pp. 903-995, 1998.
Topics:
(1) Fourier analysis:
Fourier series;
Fourier integral;
Fourier transform
Fast Fourier transform (FFT) spectrum;
Sort-time Fourier analysis
(2) Hilbert-Huang transform time-frequency analysis:
Empirical mode decomposition;
Instantaneous frequency;
Time-frequency distribution;
Marginal spectrum;
(3) Feature extraction of mechanical systems
(4) Feature statistics and classification
(5) Machine fault diagnosis based on vibration analysis
*(6) Wavelet analysis
Grading policy:
Homework 40%
+ Take-home Final Exam 25%
+ Final project report 25%
+ Others (quiz, attendance, etc.) 10%
100%
Software Skill: Matlab
Communication board: eCampus; Email;
Attendance is not required but suggested.
Team work for homework is permitted and suggested.
No cheating and plagiarism ABSOLUTELY at exams!