We introduce two new tools to the application of polarimetry to space domain awareness (SDA), the LoVIS spectropolarimeter on the 3.6 m AEOS telescope and deep convolutional neural networks (CNNs). Using a dataset of 20,000 simulated satellite observations, we train a CNN to map distance-invariant s...
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