Robust strong lensing time delay estimation
Alireza HojjatiInstitute for the Early Universe WCU, Ewha Womans University, Seoul 120-750, KoreaAlex KimLawrence Berkeley National Laboratory, Berkeley, California 94720, USAEric V. LinderBerkeley Center for Cosmological Physics, University of California, Berkeley, California 94720, USA
2013en
ABI
Аннотация
Strong gravitational lensing of time variable sources such as quasars and supernovae creates observable time delays between the multiple images. Time delays can provide a powerful cosmographic probe through the ``time-delay distance'' involving the ratio of lens, source, and lens-source distances. However, light curves of lensed images have measurement gaps, noise, systematics such as microlensing from substructure along an image line of sight, and no a priori functional model, making robust time-delay estimation challenging. Using Gaussian process techniques, we demonstrate success in accurate blind reconstruction of time delays and reduction in uncertainties for real data.
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