2. Lecture 22 Frequency Response Hung-yi Lee

3. Filter Outline (Chapter 11) Amplitude Ratio Phase Shift Highpass Filter Frequency Response Bode Plot Draw frequency response Ch 11.4 Ch 11.1 Ch 11.2 Lowpass Filter Notch Filter Bandpss Filter

4. Review Network Function Output depends on input and complex frequency s.

5. Frequency Response Only focus on the change of frequency In this lecture, we only focus on s=jω. H(jω) is the frequency response. That is, only consider H(jω)

6. Frequency Response H(jω) is a complex number, so frequency response is usually represented by two curves Magnitude Ratio Phase Shift

7. Example 11.1 Network Function: Frequency Response:

8. Example 11.1 Based on Superposition:

9. Example 11.1 InputOutput

10. Example 11.2 Assume C=1/aR Find Network Function a=1/RC

11. Example 11.2 Set s=jω The amplitude ratio is constant.

12. Example 11.2 Magnitude Ratio Phase Shift Distance of jω to a Distance of jω to -a

13. Example 11.2 Phase shift network: Waveform distortion

14. Another Example for Phase Shift Network

16. Computing Frequency Response by Poles and Zeros

17. Frequency Response K: gain factor p 1, p 2, …: poles z 1, z 2, …: zeros

18. Frequency Response - Magnitude Ratio Distance of jω to z 1 Distance of jω to p 1 Distance of jω to p 2 Distance of jω to z 2

19. Frequency Response - Magnitude Ratio Gain factor is K Magnitude ratio at ω =| Gain factor| all distance to zeros all distance to poles X

20. Frequency Response - Phase Shift

21. Example 11.3

24. Homework 11.2, 11.4

25. Application: Hearing Reference: http://hyperphysics.phy-astr.gsu.edu/hbase/sound/hearcon.html

26. Range of Hearing Range of Audio: 300Hz – 3.4KHz Frequency Range of hearing: 20Hz - 20KHz dB

27. Equal Loudness Contour Red Curve: Equal loudness Blue Line: Same Energy 60 phon means as loud as the 60dB 1kHz sound. phon (unit): dB

28. Hearing v.s. Age Application: 柯南 68 集 ( 黑暗中消失的麒麟之角 )

29. Phase and Sound Pass a Phase shift network

30. Structure of Ear

31. Cochlea ( 耳蝸 ) to brain Each neuron only passes a specific frequency. Pass high frequency Pass low frequency Pass 20kHz Pass 20Hz

32. Cochlea ( 耳蝸 ) to brain Neuron for ω=300 Neuron for ω=100 Neuron for ω=20 ω=300, Amplitude=10 ω=20, Amplitude=10

33. Machine Hearing Each triangle is the amplitude ratio of a filter How? Ear of machine A set of filters (filter bank) Energy of the signal of the output of the filter Send to computer How to write a program for speech recognition? a. Observe data, and write down some rules b. Simulate human brain, and let the computer learn by itself. Feature

34. Speech Signal 文藝 ? 聞腋 ? Acoustic Model Language Model Text Machine Learning Deep Neural Network (Brain) Features Speech Recognition Signal Processing ㄨㄣˊ ㄧˋ … (Filter Bank)

35. Thank you!

36. Answer 11.2: 11.4:

37. Acknowledgement 感謝 陳俞兆 (b02) 上課時指出投影片的錯誤 感謝 陳均彥 (b02) 上課時指出投影片的錯誤 感謝 林楷恩 (b02) 指出投影片方程式的錯誤