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Dynamic Black-Level Correction and Artifact Flagging in the Kepler Data PipelineInstrument-induced artifacts in the raw Kepler pixel data include time-varying crosstalk from the fine guidance sensor (FGS) clock signals, manifestations of drifting moiré pattern as locally correlated nonstationary noise and rolling bands in the images which find their way into the calibrated pixel time series and ultimately into the calibrated target flux time series. Using a combination of raw science pixel data, full frame images, reverse-clocked pixel data and ancillary temperature data the Keplerpipeline models and removes the FGS crosstalk artifacts by dynamically adjusting the black level correction. By examining the residuals to the model fits, the pipeline detects and flags spatial regions and time intervals of strong time-varying blacklevel (rolling bands ) on a per row per cadence basis. These flags are made available to downstream users of the data since the uncorrected rolling band artifacts could complicate processing or lead to misinterpretation of instrument behavior as stellar. This model fitting and artifact flagging is performed within the new stand-alone pipeline model called Dynablack. We discuss the implementation of Dynablack in the Kepler data pipeline and present results regarding the improvement in calibrated pixels and the expected improvement in cotrending performances as a result of including FGS corrections in the calibration. We also discuss the effectiveness of the rolling band flagging for downstream users and illustrate with some affected light curves.
Document ID
20140011633
Acquisition Source
Marshall Space Flight Center
Document Type
Abstract
Authors
Clarke, B. D.
(Search for Extraterrestrial Intelligence Inst. Moffett Field, CA, United States)
Kolodziejczak, J. J.
(NASA Marshall Space Flight Center Huntsville, AL, United States)
Caldwell, D. A.
(Search for Extraterrestrial Intelligence Inst. Moffett Field, CA, United States)
Date Acquired
September 12, 2014
Publication Date
November 4, 2013
Subject Category
Electronics And Electrical Engineering
Report/Patent Number
M13-3027
Report Number: M13-3027
Meeting Information
Meeting: Kepler Science Conference
Location: Mountain View, CA
Country: United States
Start Date: November 4, 2013
End Date: November 8, 2013
Sponsors: NASA Ames Research Center
Distribution Limits
Public
Copyright
Public Use Permitted.
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