PynPoint: a modular pipeline architecture for processing and analysis of high-contrast imaging data

被引:52
|
作者
Stolker, T. [1 ]
Bonse, M. J. [1 ]
Quanz, S. P. [1 ]
Amara, A. [1 ]
Cugno, G. [1 ]
Bohn, A. J. [2 ]
Boehle, A. [1 ]
机构
[1] Swiss Fed Inst Technol, Inst Particle Phys & Astrophys, Wolfgang Pauli Str 27, CH-8093 Zurich, Switzerland
[2] Leiden Univ, Leiden Observ, POB 9513, NL-2300 RA Leiden, Netherlands
基金
瑞士国家科学基金会;
关键词
methods: data analysis; techniques: high angular resolution; techniques: image processing; planets and satellites: detection; 51 ERI B; SUBTRACTION; ALGORITHM; EVOLUTION; PLANETS; DISK;
D O I
10.1051/0004-6361/201834136
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
Context. The direct detection and characterization of planetary and substellar companions at small angular separations is a rapidly advancing field. Dedicated high-contrast imaging instruments deliver unprecedented sensitivity, enabling detailed insights into the atmospheres of young low-mass companions. In addition, improvements in data reduction and point spread function (PSF)-subtraction algorithms are equally relevant for maximizing the scientific yield, both from new and archival data sets. Aims. We aim at developing a generic and modular data-reduction pipeline for processing and analysis of high-contrast imaging data obtained with pupil-stabilized observations. The package should be scalable and robust for future implementations and particularly suitable for the 3-5 mu m wavelength range where typically thousands of frames have to be processed and an accurate subtraction of the thermal background emission is critical. Methods. PynPoint is written in Python 2.7 and applies various image-processing techniques, as well as statistical tools for analyzing the data, building on open-source Python packages. The current version of PynPoint has evolved from an earlier version that was developed as a PSF-subtraction tool based on principal component analysis (PCA). Results. The architecture of PynPoint has been redesigned with the core functionalities decoupled from the pipeline modules. Modules have been implemented for dedicated processing and analysis steps, including background subtraction, frame registration, PSF subtraction, photometric and astrometric measurements, and estimation of detection limits. The pipeline package enables end-to-end data reduction of pupil-stabilized data and supports classical dithering and coronagraphic data sets. As an example, we processed archival VLT/NACO L' and M' data of beta Pic b and reassessed the brightness and position of the planet with a Markov chain Monte Carlo analysis; we also provide a derivation of the photometric error budget.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] New pupil masks for high-contrast imaging
    Vanderbei, RJ
    Kasdin, NJ
    Spergel, DN
    Kuchner, M
    TECHNIQUES AND INSTRUMENTATION FOR DETECTION OF EXOPLANETS, 2003, 5170 : 49 - 56
  • [22] High-contrast imaging science with Adaptive Optics
    Brandner, W
    Potter, D
    SCIENTIFIC DRIVERS FOR ESO FUTURE VLT/VLTI INSTRUMENTATION, PROCEEDINGS, 2002, : 264 - 266
  • [23] Monochromatic verification of high-contrast imaging with an occulter
    Sirbu, Dan
    Kasdin, N. Jeremy
    Vanderbei, Robert J.
    OPTICS EXPRESS, 2013, 21 (26): : 32234 - 32253
  • [24] High-contrast imaging in the Hyades with snapshot LOCI
    Morzinski, Katie M.
    Macintosh, Bruce A.
    Close, Laird M.
    Marois, Christian
    Konopacky, Quinn
    Patience, Jenny
    ADAPTIVE OPTICS SYSTEMS III, 2012, 8447
  • [25] Limits of adaptive optics for high-contrast imaging
    Guyon, O
    ASTROPHYSICAL JOURNAL, 2005, 629 (01): : 592 - 614
  • [26] High-Contrast Imaging in the Cloud with klipReduce and Findr
    Haug-Baltzell, Asher
    Males, Jared R.
    Morzinski, Katie M.
    Wu, Ya-Lin
    Merchant, Nirav
    Lyons, Eric
    Close, Laird M.
    SOFTWARE AND CYBERINFRASTRUCTURE FOR ASTRONOMY IV, 2016, 9913
  • [27] Orbital Differential Imaging: A New High-Contrast Post-Processing Technique For Direct Imaging of Exoplanets
    Males, Jared R.
    Belikov, Ruslan
    Bendek, Eduardo
    TECHNIQUES AND INSTRUMENTATION FOR DETECTION OF EXOPLANETS VII, 2015, 9605
  • [28] Data-reduction techniques for high-contrast imaging polarimetry Applications to ExPo
    Canovas, H.
    Rodenhuis, M.
    Jeffers, S. V.
    Min, M.
    Keller, C. U.
    ASTRONOMY & ASTROPHYSICS, 2011, 531
  • [29] Angular differential imaging:: A powerful high-contrast imaging technique
    Marois, C
    Lafrenière, D
    Doyon, R
    Macintosh, B
    Nadeau, D
    ASTROPHYSICAL JOURNAL, 2006, 641 (01): : 556 - 564
  • [30] Impacts of high-contrast image processing on atmospheric retrievals
    Nasedkin E.
    Mollière P.
    Wang J.
    Cantalloube F.
    Kreidberg L.
    Pueyo L.
    Stolker T.
    Vigan A.
    Astronomy and Astrophysics, 2023, 678