基于FPGA的空间应用实时自适应滤波

S. J. Visser, Anwar S. Dawood, John A. Williams
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引用次数: 20

摘要

卫星和其他天基信号处理系统面临着具有挑战性的操作环境。除了与辐射有关的影响外,卫星本身也经常产生电噪声,造成数据信号的高度噪声和干扰。自适应滤波器等数字信号处理系统是下一代卫星的重要组成部分。目前大多数卫星系统用于星载数字信号处理的计算资源有限,缺乏适应不断变化的操作需求的灵活性。可重构现场可编程门阵列(FPGA)技术在卫星上的部署是空间数字信号处理的一个非常有前途的解决方案,因为它们提供了灵活性、可扩展性和高性能。高性能计算(hpc - 1)有效载荷集成到澳大利亚科学任务卫星联邦卫星中,旨在评估各种空间应用中FPGA技术的部署。本文详细阐述了在空间应用的fpga上实现基于规则的自适应滤波技术,提出了在HPC-I上设计和实现了一个自适应有限脉冲响应(FIR)滤波器。本文还研究了一种适用于遥感应用的模糊自适应图像滤波算法。
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FPGA based real-time adaptive filtering for space applications
Satellites and other space-based signal processing systems face a challenging operating environment. In addition to radiation related effects, the satellites themselves are often electrically noisy, resulting in high levels of noise and interference in data signals. Digital signal processing systems such as adaptive filters are vital components for the next generation of satellites. Most current satellite systems have limited computing resources for on-board digital signal processing and lack flexibility to adapt to changing operation requirements. The deployment of reconfigurable field programmable gate array (FPGA) technology on-board satellites is a very promising solution for digital signal processing in space, as they offer flexibility, scalability and high performance. The high performance computing (HPC-I) payload integrated into the Australian scientific mission satellite FedSat is designed to evaluate the deployment of FPGA technology for a variety of space applications. This paper elaborates on implementing rule-based adaptive filtering techniques on FPGAs for space applications, presenting the design and implementation of an adaptive finite impulse response (FIR) filter on HPC-I. A fuzzy adaptive image filtering algorithm for remote sensing applications is also considered.
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Evolution-based automated reconfiguration of field programmable analog devices Clustered programmable-reconfigurable processors Design and implementation of a novel architecture for symmetric FIR filters with boundary handling on Xilinx Virtex FPGAs Serial-parallel tradeoff analysis of all-pairs shortest path algorithms in reconfigurable computing A co-simulation study of adaptive EPIC computing
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