双层可演化硬件方法

Shuyong Liu, Guoyin Zhang
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引用次数: 0

摘要

传统可重构硬件存在的瓶颈之一是适应度评估过程受到可重构硬件性能的限制,导致整体进化效率很低。为了解决这一问题,我们提出了一种由逻辑进化层和物理进化层组成的双层可进化硬件方法。在逻辑进化中采用基于逻辑运算单元的染色体编码,无需FPGA等硬件即可在计算机上实现快速适应度评估过程。物理演化是在逻辑演化结果的基础上,采用经典演化方法对目标电路的物理特性进行演化。从而提高可进化硬件的效率和普及程度。
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Double-Layer Evolvable Hardware Method
One of the bottlenecks in traditional evolvable hardware is that the fitness evaluation process is restricted by the performance of the reconfigurable hardware, so that the overall evolution efficiency is very low. In order to solve the problem we propose a double-layer evolvable hardware method, which is composed of logical evolving layer and physical evolving layer. The chromosome coding based on the logic operation unit is used in logical evolving, which can implement the rapid fitness evaluation process in computer without the FPGA and other hardware. Based on the result of logical evolving, the physical evolving uses classical evolving method to evolve the physical characters of target circuit. Thus, the efficiency and the popularity of the evolvable hardware can both be improved.
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