Module 7:Data Representation
  Lecture 35: Wavelets
 

                                            

 

 

Wavelets
  • Fourier transform analyzes frequency resolutions, but not time
  • Wavelets analyze a function in both time and frequency domains
 
  • Good time resolution and poor frequency resolution at high frequencies
 
  • Good frequency resolution and poor time resolution at low frequencies
  • Wavelets are useful for short duration signals of high frequency and long duration signals of short frequency
  • Wavelets are generated from a mother wavelet function
  • Zero mean (oscillatory, i.e., wave nature):
  • Unit length:
  • Basis functions are generated by scaling (s) and shifting ( l ) the mother wavelet