4.5 Article

High-Performance COTS FPGA SoC for Parallel Hyperspectral Image Compression With CCSDS-123.0-B-1

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TVLSI.2020.3020164

关键词

Image coding; Image segmentation; Hyperspectral imaging; Field programmable gate arrays; Performance evaluation; Sensors; Consultative Committee for Space Data Systems (CCSDS); field-programmable gate array (FPGA); hyperspectral compression; on-board data processing; system-on-chip (SoC)

资金

  1. Hellenic Foundation for Research and Innovation (HFRI)
  2. General Secretariat for Research and Technology (GSRT) [990]

向作者/读者索取更多资源

Nowadays, hyperspectral imaging is recognized as a cornerstone remote sensing technology. Next generation, highspeed airborne, and space-borne imagers have increased resolution, resulting in an explosive growth in data volume and instrument data rate in the range of gigapixel per second. This competes with limited on-board resources and bandwidth, making hyperspectral image compression a mission critical on-board processing task. At the same time, the new space trend is emerging, where launch costs decrease, and agile approaches are exploited building smallsats using commercial-off-the-shelf (COTS) parts. In this contribution, we introduce a highperformance parallel implementation of the CCSDS-123.0-B-1 hyperspectral compression algorithm targeting SRAM fieldprogrammable gate array (FPGA) technology. The architecture exploits image segmentation to provide the robustness to data corruption and enables scalable throughput performance by leveraging segment-level parallelism. Furthermore, we exploit the capabilities of a COTS FPGA system-on-chip (SoC) device to optimize size, weight, power, and cost (SWaP-C). The architecture partitions a hyperspectral cube stored in a DRAM framebuffer into segments, compressing them in parallel using a flexible software scheduler hosted in the SoC CPU and several compressor accelerator cores in the FPGA fabric. A 5-core implementation demonstrated on a Zynq-7045 FPGA achieves a throughput performance of 1387 Msamples/s [22.2 Gb/s at 16 bits per pixel per band (bpppb)] and outperforms previous implementations in equivalent FPGA technology, allowing seamless integration with next-generation hyperspectral sensors.

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