1. A novel edge computing approach to astronomical image data processing based on sCMOS camera using SoC
- Author
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Paweł Zienkiewicz, Katarzyna Karpińska, Mikołaj Jamroży, Bartłomiej Juszczyk, Dmytro Pochapskyi, Tomasz Przedpełski, Jerzy Łukasiewicz, Natalia Czortek, and Grzegorz Brona
- Subjects
scmos camer ,astronomical camera ,space surveillance and tracking (sst) ,fpga ,edge computing ,soc ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 ,Telecommunication ,TK5101-6720 - Abstract
The ever-growing deluge of astronomical data challenges traditional server-based processing, hindering real-time analysis and scientific discovery. This paper proposes a novel approach: edge computing directly on an sCMOS camera using a System-on-Chip (SoC) architecture currently developed at Creotech Instruments. We present a custom-designed camera equipped with an FPGA-based SoC, enabling on-board preprocessing and feature extraction of astronomical images. This significantly reduces data transmission, minimizes latency, and empowers real-time decision-making for critical observations. We showcase the camera's capabilities through real-world scenarios, demonstrating its usability in astronomy.
- Published
- 2024
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