Acceleration of simulated annealing and its application to microwave device and circuit optimization

M. Vai, J.-S. Lin, S. Prasad
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引用次数: 4

Abstract

Simulated annealing (SA), while being successful as a general optimization technique applicable to many modeling and design problems of microwave devices and circuits, is very time consuming. To alleviate this problem, the authors propose the creation of a hardware-implemented SA accelerator. The design and evaluation of this SA accelerator, as well as its application to the microwave computer-aided design (CAD) area, are presented. this accelerator features a highly parallel pipeline structure with a programmable characteristic function. Acceptance prediction is used to further improve the performance. Simulation results demonstrate that this accelerator has a significant (several orders of magnitude) speed advantage over an ordinary implementation.<>
模拟退火的加速及其在微波器件和电路优化中的应用
模拟退火(SA)作为一种通用的优化技术,虽然成功地应用于许多微波器件和电路的建模和设计问题,但它非常耗时。为了缓解这个问题,作者建议创建一个硬件实现的SA加速器。介绍了该加速器的设计、评价及其在微波计算机辅助设计(CAD)领域的应用。该加速器具有高度并行的管道结构,具有可编程的特性功能。接受度预测用于进一步提高性能。仿真结果表明,与普通实现相比,该加速器具有显著(几个数量级)的速度优势。
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