A novel edge computing approach to astronomical image data processing based on sCMOS camera using SoC
| Autor: | Paweł Zienkiewicz, Katarzyna Karpińska, Mikołaj Jamroży, Bartłomiej Juszczyk, Dmytro Pochapskyi, Tomasz Przedpełski, Jerzy Łukasiewicz, Natalia Czortek, Grzegorz Brona |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2024 |
| Předmět: | |
| Zdroj: | International Journal of Electronics and Telecommunications, Vol vol. 70, Iss No 2, Pp 489-494 (2024) |
| Druh dokumentu: | article |
| ISSN: | 2081-8491 2300-1933 |
| DOI: | 10.24425/ijet.2024.149570 |
| Popis: | 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. |
| Databáze: | Directory of Open Access Journals |
| Externí odkaz: |
|