Baungarten Leon, Emilio and Martin del Campo Becerra, Gustavo Daniel and Ortega Cisneros, Susana and Schlemon, Maron and Rivera, Jorge and Reigber, Andreas (2023) Towards On-Board SAR Processing with FPGA Accelerators and a PCIe Interface. Electronics, 12 (12). Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/electronics12122558. ISSN 2079-9292.
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Official URL: https://www.mdpi.com/journal/electronics
Abstract
This article addresses a novel methodology for the utilization of Field Programmable Gate Array (FPGA) accelerators in on-board Synthetic Aperture Radar (SAR) processing routines. The methodology consists of using High-Level Synthesis (HLS) to create Intellectual property (IP) blocks and using the Reusable Integration Framework for FPGA Accelerators (RIFFA) to develop a Peripheral Component Interconnect express (PCIe) interface between the Central Processing Unit (CPU) and the FPGA, attaining transfer rates up to 15.7 GB/s. HLS and RIFFA reduce development time (between fivefold and tenfold) by using high-level programming languages (e.g., C/C++); moreover, HLS provides optimizations like pipeline, cyclic partition, and unroll. The proposed schematic also has the advantage of being highly flexible and scalable since the IPs can be exchanged to perform different processing routines, and since RIFFA allows employing up to five FPGAs, multiple IPs can be implemented in each FPGA. Since Fast Fourier Transform (FFT) is one of the main functions in SAR processing, we present a FPGA accelerator in charge of the reordering stage of VEC-FFT (an optimized version of FFT) as a proof of concept. Results are retrieved in reversed bit order, and the conventional reordering function may consume more than half of the total clock cycles. Next, to demonstrate flexibility, an IP for matrix transposition is implemented, another computationally expensive process in SAR due to memory access.
| Item URL in elib: | https://elib.dlr.de/193020/ | ||||||||||||||||||||||||||||
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| Document Type: | Article | ||||||||||||||||||||||||||||
| Title: | Towards On-Board SAR Processing with FPGA Accelerators and a PCIe Interface | ||||||||||||||||||||||||||||
| Authors: |
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| Date: | 6 June 2023 | ||||||||||||||||||||||||||||
| Journal or Publication Title: | Electronics | ||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||||||||||
| Gold Open Access: | Yes | ||||||||||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||||||||||
| Volume: | 12 | ||||||||||||||||||||||||||||
| DOI: | 10.3390/electronics12122558 | ||||||||||||||||||||||||||||
| Publisher: | Multidisciplinary Digital Publishing Institute (MDPI) | ||||||||||||||||||||||||||||
| Series Name: | Embedded Systems: Fundamentals, Design and Practical Applications | ||||||||||||||||||||||||||||
| ISSN: | 2079-9292 | ||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||
| Keywords: | Field Programmable Gate Array (FPGA); High-Level Synthesis (HLS); Peripheral Component Interconnect express (PCIe); Reusable Integration Framework for FPGA Accelerators (RIFFA); Synthetic Aperture Radar (SAR) | ||||||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||||||
| HGF - Program: | Space | ||||||||||||||||||||||||||||
| HGF - Program Themes: | Earth Observation | ||||||||||||||||||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||||||||||||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||||||||||
| DLR - Research theme (Project): | R - Aircraft SAR | ||||||||||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||||||||||
| Institutes and Institutions: | Microwaves and Radar Institute > SAR Technology | ||||||||||||||||||||||||||||
| Deposited By: | Martin del Campo Becerra, Gustavo | ||||||||||||||||||||||||||||
| Deposited On: | 13 Nov 2023 12:19 | ||||||||||||||||||||||||||||
| Last Modified: | 28 Nov 2023 12:56 |
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