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Scalable Hardware-Based On-Board Processing for Run-Time Adaptive Lossless Hyperspectral Compression

DOI:10.1109/ACCESS.2019.2892308 期刊:IEEE Access 出版年份:2019 更新时间:2025-09-19 17:15:36
摘要: Hyperspectral data processing is a computationally intensive task that is usually performed in high-performance computing clusters. However, in remote sensing scenarios, where communications are expensive, a compression stage is required at the edge of data acquisition before transmitting information to ground stations for further processing. Moreover, hyperspectral image compressors need to meet minimum performance and energy-efficiency levels to cope with the real-time requirements imposed by the sensors and the available power budget. Hence, they are usually implemented as dedicated hardware accelerators in expensive space-grade electronic devices. In recent years though, these devices have started to coexist with low-cost commercial alternatives in which unconventional techniques, such as run-time hardware reconfiguration are evaluated within research-oriented space missions (e.g., CubeSats). In this paper, a run-time reconfigurable implementation of a low-complexity lossless hyperspectral compressor (i.e., CCSDS 123) on a commercial off-the-shelf device is presented. The proposed approach leverages an FPGA-based on-board processing architecture with a data-parallel execution model to transparently manage a configurable number of resource-efficient hardware cores, dynamically adapting both throughput and energy efficiency. The experimental results show that this solution is competitive when compared with the current state-of-the-art hyperspectral compressors and that the impact of the parallelization scheme on the compression rate is acceptable when considering the improvements in terms of performance and energy consumption. Moreover, scalability tests prove that run-time adaptation of the compression throughput and energy efficiency can be achieved by modifying the number of hardware accelerators, a feature that can be useful in space scenarios, where requirements change over time (e.g., communication bandwidth or power budget).
作者: Alfonso Rodríguez,Lucana Santos,Roberto Sarmiento,Eduardo de la Torre
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To present a run-time scalable hardware-based implementation of a lossless hyperspectral data compression algorithm using a configurable number of low-complexity compressor cores managed by a DPR-enabled hardware processing architecture on a commercial off-the-shelf device, aiming to achieve adaptive throughput and energy efficiency for space applications.

The proposed run-time scalable implementation of the CCSDS 123 standard using ARTICo3 and HyLoC accelerators is competitive with state-of-the-art hyperspectral compressors. It enables dynamic adaptation of throughput and energy efficiency by modifying the number of accelerators, with acceptable impacts on compression rate. This approach is feasible for low-cost space applications like CubeSats, encouraging further research in commercial devices with reconfiguration capabilities.

The implementation relies on commercial off-the-shelf devices, which may not be radiation-hardened for space environments. Power consumption is estimated rather than measured directly due to lack of on-board measurement circuitry. The parallelization scheme incurs a reduction in compression rate (up to 30% overhead for small subimages), and memory bandwidth can become a bottleneck when scaling to many accelerators (e.g., with 16 accelerators).

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