Online Test Banks
Score higher
See Online Test Banks
eLearning
Learning anything is easy
Browse Online Courses
Mobile Apps
Learning on the go
Explore Mobile Apps
Dummies Store
Shop for books and more
Start Shopping

Perform Analysis and Design for the Spectral Analysis Case Study

2 of 3

Increasing the data record length, denoted Nr in this case study, improves spectral resolution, but the decay rate of the spectral leakage still needs to be addressed. Many window choices are available in common signal processing tool sets. The SciPy signal package is no exception. To get to the point, the figure provides plots of for some popular windows.

[Credit: Illustration by Mark Wickert, PhD]
Credit: Illustration by Mark Wickert, PhD

The frequency response is the most informative with regard to spectral analysis. Attributes of interest include full width of the main lobe as a multiple of fs / Nr, the highest side lobe in dB, and the rate of side lobe falloff in dB/octave. The following table summarizes these attributes for the four windows considered in the figure. Low side lobes generally mean that a wide main lobe exists.

Attributes of Four Popular Window Functions
Window Type Full Width of Main Lobe as Multiple of fs / Nr Highest Side Lobe in dB Rate of Side Lobe Falloff in dB/Octave
Rectangle 2.0 –13 –6
Hamming 4.25 –43.75 –6
Hanning 4.1 –32 –18
Blackman 6.2 –58.7 –18

The –18 dB/octave falloff rate is nice, but it comes at a price: a main lobe width of 6.2. The falloff rate and relatively narrow main lobe of the Hanning window are good. The rectangle has the narrowest main lobe of all windows but poor side lobe level and falloff rate.


  • Add a Comment
  • Print
  • Share
blog comments powered by Disqus
Advertisement

Inside Dummies.com

Dummies.com Sweepstakes

Win $500. Easy.