Skipper CCDs for Cosmological ApplicationsJudah O’Neil –North Central College Supervisor: Alex...
Transcript of Skipper CCDs for Cosmological ApplicationsJudah O’Neil –North Central College Supervisor: Alex...
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Judah O’Neil – North Central College
Supervisor: Alex Drlica-Wagner – Fermilab
SIST/GEM Final Presentation
3 August 2020
Skipper CCDs for Cosmological Applications
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• Scientific Motivation
• Background
• My contributions to Astro Skipper
Outline
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Motivation & Background
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• Dark Matter
– Gravitational effect on visible
matter
• Indirect detection methods
– Orbital speeds of stars in
spiral galaxies
– Radial velocity of galaxies
within large clusters
– Gravitational lensing by dark
matter
• Require powerful telescopes
and imaging tools
Science Motivation
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Dark Energy
73%
Dark Matter23%
Normal Matter
4%
Matter-Energy Density
of the Universe
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• Charge-coupled device (CCD)
– Light-sensitive integrated
circuit
• Array of light sensitive pixels
– Photoelectric effect
– Metal-oxide-semiconductor
(MOS) capacitor
– Voltage manipulation on the
capacitor gates controls
charge movement
– Vertical & Horizontal registers
shift charge to output
amplifier
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CCD Operation
Output Amplifier
Photoelectric Effect
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• New generation of Skipper CCD
design
– Reduces low-frequency readout
noise
– Repeated measurement of the
charge in each pixel
– Allows charge measurement at
the accuracy of individual
electrons
• Sensitivity to light in the
visible/near-infrared spectral
range makes Skipper CCDs
optimal for astronomical
applications
Silicon CCD package mounted in
our vacuum dewar
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Skipper CCDs
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My Work This Summer
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• Characterize the response of a Skipper CCD with respect to
optical light
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Project Focus
1. Experimental Setup
2. Data Analysis
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• Testing station is composed of standard optical equipment
• Dewar is specially designed to be mounted on a telescope
– First time modern Skipper CCDs are used in this form of
application
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Experimental Setup
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Vacuum
Dewar
Photodiode
Ethernet-to-Serial Ports
Integrating
Sphere
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Mounting Package
• CCD picture frame (yellow)
• PCB board (purple)• Redesigned to fit inside
astro dewar
• DB-50 output from PCB
board (blue)
• Copper block (orange)
• RTD
• Heaters
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Station Overview
• Photon path is light-tight
• Operating temperature ~140 K
• Vacuum level ~1 x 10-5 torr
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Experimental Setup cont.
• Designed and 3-D printed a unique attachment for the light
path
• Added additional light covers to minimize light leaks from
ambient light
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Data Analysis
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• Developed a python script that
identifies electron peaks within the
image data
– Gain can be calculated from the
distance between these peaks
• Gain calculation using Poisson
statistics:
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Data Analysis: Gain Calculation
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Peak Locations
𝐺𝑎𝑖𝑛 =𝜇𝐴𝑐𝑡𝑖𝑣𝑒 − 𝜇𝑂𝑣𝑒𝑟𝑠𝑐𝑎𝑛
𝑉𝑎𝑟𝐴𝑐𝑡𝑖𝑣𝑒 − 𝑉𝑎𝑟𝑂𝑣𝑒𝑟𝑠𝑐𝑎𝑛
= 0.005 𝑒−/𝐴𝐷𝑈
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Active Area
OverscanArea
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• CCDs can be thought of as having
three noise regimes:
– Read Noise
– Shot Noise
– Fixed Pattern Noise
• This detector follows the expected
signal-to-noise behavior
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Data Analysis: Photon Transfer Curve
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• Initially struggled with
resolving single peaks
• Low readout noise achieved
by taking multiple samples
• Allows charge measurement
at the accuracy of individual
electrons in pixels
• Multi-gaussian fit shows that
the average peak SD is ~
0.24 e- rms/pix
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Data Analysis: Single Electron Resolution
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Dark exposure w/ 200 samples showing single-
electron resolution
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Conclusion
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• Next Immediate Steps
– Perform absolute quantum efficiency measurements
– Develop sequencer files to perform Smart Skipper readouts
that allow for targeted readout of specific regions of the CCD
• Long Term Steps
– Combine this new generation detector with a large telescope
for future cosmological research applications
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Conclusion
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• I’d like to thank Alex Drlica-Wagner for his oversight and
guidance throughout the entirety of my project, as well as my
mentors: Carrie McGivern, Donovan Tooke, Matthew
Alvarez
• Also, I’d like to thank those who assisted in the work I
accomplished over the summer: Edgar Marrufo, Sho
Uemura, Kevin Kuk
• Special thanks to the SIST Internship Committee for affording
me this invaluable experience
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Acknowledgments
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Questions?