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Radio Data Analysis & Noise

Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

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Page 1: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Radio Data Analysis & Noise

Page 2: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Announcements

• All classes will now be online through Zoom. • No more observations. – Will provide data.

• Zoom allows for presentations, so we will keep the current presentation schedule.

• Group A (March 23)• Group B and C (March 30)

• Make sure you’ve started on Lab #6, we can’t extend the deadline into exam period!

Page 3: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Taking Observations• 2.3-meter satellite

dish• F-ratio: 0.375• Mount: Alt-Az• Beam Width ~ λ/D

Page 4: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Signal Chain

AirSpy

Computer

GPU

Telescope

Feed

Coax

Low Noise Amplifiers/

FiltersRaw

VoltageStream

ChannelizeIntegrate

Integrated Spectra/Time Stream

Page 5: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Alt Az versus Equatorial

Page 6: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O
Page 7: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

LAB Survey – Kalberla et al. 2005

HI Intensity

Page 8: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

On vs Off Galaxy

Page 9: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

On vs Off Galaxy

Page 10: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Residuals

Page 11: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Residuals

Page 12: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

De-trending Data

Page 13: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

De-trending Data

Page 14: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

White, Red, Pink, Brown:A Rainbow of Noise

Page 15: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

1/f Noise

Page 16: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Stock Markets:P µ f -1.8

Close to Brown

Page 17: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Most Instruments: White + 1/f

Page 18: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Mapping the Galaxy

Page 19: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Mapping the Galaxy

Page 20: Radio Data Analysis & Noise - University of Torontoastrolab/files/Radio_Data_Analysis.pdf1416 Off-Galaxy 14za 1426 1418 1424 baseline = offgal[ 'data' . figure( ) , .mean (axis—O

Good Luck!