Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities

被引:1
|
作者
Garcia, Laura Parra [1 ]
Furano, Gianluca [2 ]
Ghiglione, Max [2 ]
Zancan, Valentina [3 ]
Imbembo, Ernesto [2 ]
Ilioudis, Christos [1 ]
Clemente, Carmine [1 ]
Trucco, Paolo [3 ]
机构
[1] Univ Strathclyde, Glasgow G1 1XQ, Scotland
[2] European Space Agcy, F-30798 Paris, France
[3] Politecn Milan, I-20156 Milan, Italy
关键词
Satellites; Synthetic aperture radar; Downlink; Real-time systems; Earth; Remote sensing; Bandwidth; Data compression; efficiency; image formation; onboard processing; real-time capabilities; remote sensing; synthetic aperture radar (SAR); SMALL SATELLITES; ALGORITHMS;
D O I
10.1109/JSTARS.2024.3406155
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Satellite-borne synthetic aperture radar (SAR) technology has revolutionized remote sensing applications by providing high-resolution and all-weather imaging capabilities. With the increasing availability of SAR data, the need for efficient data processing has become crucial. Onboard processing has emerged as a promising solution to address the challenges associated with limited downlink capacity and final data products latency. Performing data processing and compression directly on the airborne platform reduces the raw data transmitted to ground stations, which offers several key benefits. First, it significantly reduces the data volume to be downlinked, optimizing the usage of limited bandwidth and minimizing transmission delays. Second, onboard processing enables faster access to processed data products, allowing for quicker decision-making and timely response to dynamic events, enhancing the real-time capabilities of the system that are particularly valuable in time-critical applications. This article discusses various onboard processing techniques employed in SAR systems and explores their challenges, like computational constraints, architectural impacts, power consumption, and algorithm optimization. Furthermore, it examines the potential future developments in onboard processing, such as the integration of artificial intelligence and machine learning techniques to enhance data analysis and decision-making capabilities. The advancements in onboard processing have the potential to revolutionize the way SAR missions are conducted. By leveraging these techniques, SAR systems can achieve improved operational efficiency, reduced data latency, and enhanced real-time capabilities. This article emphasizes the significance of onboard processing in meeting the growing demands of SAR applications and underscores its role in advancing remote sensing capabilities for various sectors, including environmental monitoring, disaster response, and surveillance.
引用
收藏
页码:16625 / 16645
页数:21
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