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A methodology to design pipelined simulated annealing kernel accelerators on space-borne Field-Programmable Gate Arrays.

机译:一种在星载现场可编程门阵列上设计流水线模拟退火内核加速器的方法。

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摘要

Increased levels of science objectives expected from spacecraft systems necessitate the ability to carry out fast on-board autonomous mission planning and scheduling. Heterogeneous radiation-hardened Field Programmable Gate Arrays (FPGAs) with embedded multiplier and memory modules are well suited to support the acceleration of scheduling algorithms. A methodology to design circuits specifically to accelerate Simulated Annealing Kernels (SAKs) in event scheduling algorithms is shown. The main contribution of this thesis is the low complexity scoring calculation used for the heuristic mapping algorithm used to balance resource allocation across a coarse-grained pipelined data-path. The methodology was exercised over various kernels with different cost functions and problem sizes. These test cases were benchedmarked for execution time, resource usage, power, and energy on a Xilinx Virtex 4 LX QR 200 FPGA and a BAE RAD 750 microprocessor.
机译:航天器系统预期的科学目标水平提高,因此必须具有执行快速机载自主任务计划和调度的能力。具有嵌入式乘法器和存储器模块的异构辐射硬化现场可编程门阵列(FPGA)非常适合支持调度算法的加速。显示了一种设计电路的方法,该电路专门用于在事件调度算法中加速模拟退火内核(SAK)。本文的主要贡献是用于启发式映射算法的低复杂度评分计算,该算法用于在粗粒度流水线数据路径上平衡资源分配。该方法论是在具有不同成本函数和问题规模的各种内核上实施的。这些测试用例在Xilinx Virtex 4 LX QR 200 FPGA和BAE RAD 750微处理器上针对执行时间,资源使用,功耗和能源进行了基准测试。

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