Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities
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...
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IEEE
2024-01-01
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| Series: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
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| Online Access: | https://ieeexplore.ieee.org/document/10547107/ |
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| author | Laura Parra Garcia Gianluca Furano Max Ghiglione Valentina Zancan Ernesto Imbembo Christos Ilioudis Carmine Clemente Paolo Trucco |
| author_facet | Laura Parra Garcia Gianluca Furano Max Ghiglione Valentina Zancan Ernesto Imbembo Christos Ilioudis Carmine Clemente Paolo Trucco |
| author_sort | Laura Parra Garcia |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-903695cfb30b4fef97d1489f33998a0b |
| institution | DOAJ |
| issn | 1939-1404 2151-1535 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
| spelling | doaj-art-903695cfb30b4fef97d1489f33998a0b2025-08-20T02:52:56ZengIEEEIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing1939-14042151-15352024-01-0117166251664510.1109/JSTARS.2024.340615510547107Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time CapabilitiesLaura Parra Garcia0https://orcid.org/0009-0003-5414-4691Gianluca Furano1https://orcid.org/0000-0001-7624-1415Max Ghiglione2https://orcid.org/0000-0001-6208-0745Valentina Zancan3https://orcid.org/0009-0003-0737-2595Ernesto Imbembo4https://orcid.org/0000-0002-9033-6901Christos Ilioudis5https://orcid.org/0000-0002-7164-6461Carmine Clemente6https://orcid.org/0000-0002-6665-693XPaolo Trucco7https://orcid.org/0000-0002-0251-8538University of Strathclyde, Glasgow, U.K.European Space Agency, Paris, FranceEuropean Space Agency, Paris, FrancePolitecnico di Milano, Milano, ItalyEuropean Space Agency, Paris, FranceUniversity of Strathclyde, Glasgow, U.K.University of Strathclyde, Glasgow, U.K.Politecnico di Milano, Milano, ItalySatellite-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.https://ieeexplore.ieee.org/document/10547107/Data compressionefficiencyimage formationonboard processingreal-time capabilitiesremote sensing |
| spellingShingle | Laura Parra Garcia Gianluca Furano Max Ghiglione Valentina Zancan Ernesto Imbembo Christos Ilioudis Carmine Clemente Paolo Trucco Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Data compression efficiency image formation onboard processing real-time capabilities remote sensing |
| title | Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities |
| title_full | Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities |
| title_fullStr | Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities |
| title_full_unstemmed | Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities |
| title_short | Advancements in Onboard Processing of Synthetic Aperture Radar (SAR) Data: Enhancing Efficiency and Real-Time Capabilities |
| title_sort | advancements in onboard processing of synthetic aperture radar sar data enhancing efficiency and real time capabilities |
| topic | Data compression efficiency image formation onboard processing real-time capabilities remote sensing |
| url | https://ieeexplore.ieee.org/document/10547107/ |
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