173 citations · 2.2k across the 85 of their papers we have counts for
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Neural network analysis of X-ray polarimeter data
Abel L. Peirson
This chapter presents deep neural network based methods for enhancing the sensitivity of X-ray telescopic observations with imaging polarimeters. Deep neural networks can be used t…
A deep ensemble approach to X-ray polarimetry
A. L. Peirson, R. W. Romani
X-ray polarimetry will soon open a new window on the high energy universe with the launch of NASA's Imaging X-ray Polarimetry Explorer (IXPE). Polarimeters are currently limited by…
Towards Optimal Signal Extraction for Imaging X-ray Polarimetry
A. L. Peirson, R. W. Romani
We describe an optimal signal extraction process for imaging X-ray polarimetry using an ensemble of deep neural networks. The initial photo-electron angle, used to recover the pola…
Deep Ensemble Analysis for Imaging X-ray Polarimetry
A. L. Peirson, R. W. Romani, H. L. Marshall +2
We present a method for enhancing the sensitivity of X-ray telescopic observations with imaging polarimeters, with a focus on the gas pixel detectors (GPDs) to be flown on the Imag…