In this paper, we explore the onboard processing capabilities of an optical Earth observation instrument operating under the principles of compressed sensing, currently under preliminary study. In particular, we focus on two main aspects for onboard operations: i) how to process measurements in a computationally-efficient way to obtain previews of the reconstructed image that can be easily used by downstream inference algorithms; ii) the possibility of having simultaneous compression and encryption by proper management of the pseudorandom patterns used for the sensing matrix and measurements.
Onboard Processing Capabilities of an Earth Observation Compressive Sensing Payload / Bianchi, Tiziano; Cilia, Martina; Magli, Enrico; Migliorati, Andrea; Prette, Nicola; Valsesia, Diego. - (2023), pp. 4234-4237. (Intervento presentato al convegno IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium tenutosi a Pasadena, CA (USA) nel 16-21 July 2023) [10.1109/igarss52108.2023.10281867].
Onboard Processing Capabilities of an Earth Observation Compressive Sensing Payload
Bianchi, Tiziano;Cilia, Martina;Magli, Enrico;Migliorati, Andrea;Prette, Nicola;Valsesia, Diego
2023
Abstract
In this paper, we explore the onboard processing capabilities of an optical Earth observation instrument operating under the principles of compressed sensing, currently under preliminary study. In particular, we focus on two main aspects for onboard operations: i) how to process measurements in a computationally-efficient way to obtain previews of the reconstructed image that can be easily used by downstream inference algorithms; ii) the possibility of having simultaneous compression and encryption by proper management of the pseudorandom patterns used for the sensing matrix and measurements.File | Dimensione | Formato | |
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https://hdl.handle.net/11583/2987781