introduction to quadratic time-frequency distributions€¦ · • st ft is a linear time-frequency...

42
Introduction to Quadratic Time-Frequency Distributions

Upload: others

Post on 18-Apr-2020

2 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Introduction to Quadratic Time-FrequencyDistributions

Page 2: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

INTRODUCTION TO QUADRATIC TIME-FREQUENCY DISTRIBUTIONS

Page 3: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 4: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 5: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 6: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 7: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 8: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Wigner Distribution

Page 9: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Properties of Wigner Distribution

Page 10: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 11: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 12: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Instantaneous Frequency

Page 13: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Examples

Page 14: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Estimación de la Autocorrelación

Page 15: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Wigner Distribution of the Sum of Two Signals: Cross-Terms

Page 16: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Examples of Cross-terms

Page 17: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Observations about Cross-Terms

Page 18: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 19: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

What can we do about the interference terms?

Page 20: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 21: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Inversion of Wigner Distribution

Page 22: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Discrete Time Implementation

Page 23: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 24: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

General Class of Cohen’s Class of Distributions

Page 25: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Ambiguity Function

Page 26: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 27: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 28: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Alternative Representation for Cohen’s class

Page 29: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Basic Properties Related to the Kernel

Page 30: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 31: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Instantaneous Frequency

Page 32: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Reduced Interference Kernel Design

Page 33: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 34: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Reduced Interference Kernel Design

Page 35: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Some Common Kernels

Page 36: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Zhao-Atlas-Marks

Page 37: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with

Some Other Distributions

Page 38: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 39: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 40: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 41: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with
Page 42: Introduction to Quadratic Time-Frequency Distributions€¦ · • ST FT is a linear time-frequency distribution since it 's computed by taking the inner product of the signal with