How to handle calibration uncertainties in high-energy astrophysics

Vinay L. Kashyap, Hyunsook Lee, Aneta Siemiginowska, Jonathan McDowell, Arnold Rots, Jeremy Drake, Pete Ratzlaff, Andreas Zezas, Rima Izem, Alanna Connors, David Van Dyk, Taeyoung Park

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

Unlike statistical errors, whose importance has been well established in astronomical applications, uncertainties in instrument calibration are generally ignored. Despite wide recognition that uncertainties in calibration can cause large systematic errors, robust and principled methods to account for them have not been developed, and consequently there is no mechanism by which they can be incorporated into standard astronomical data analysis. Here we present a framework where they can be encoded such that they can be brought within the scope of analysis. We describe this framework, which is based on a modified MCMC algorithm, and propose a format standard derived from experience with effective area measurements of the ACIS-S detector on Chandra that can be applied to any instrument or method of codifying systematic errors. Calibration uncertainties can then be propagated into model parameter estimates to produce error bars that include systematic error information.

Original languageEnglish
Title of host publicationObservatory Operations
Subtitle of host publicationStrategies, Processes, and Systems II
DOIs
Publication statusPublished - 2008
EventObservatory Operations: Strategies, Processes, and Systems II - Marseille, France
Duration: 2008 Jun 242008 Jun 26

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume7016
ISSN (Print)0277-786X

Other

OtherObservatory Operations: Strategies, Processes, and Systems II
CountryFrance
CityMarseille
Period08/6/2408/6/26

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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  • Cite this

    Kashyap, V. L., Lee, H., Siemiginowska, A., McDowell, J., Rots, A., Drake, J., Ratzlaff, P., Zezas, A., Izem, R., Connors, A., Van Dyk, D., & Park, T. (2008). How to handle calibration uncertainties in high-energy astrophysics. In Observatory Operations: Strategies, Processes, and Systems II [70160P] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 7016). https://doi.org/10.1117/12.788372