Intrinsic evolvable hardware implementation of a robust biological development model for digital systems

Heng Liu, J. Miller, A. Tyrrell
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引用次数: 35

Abstract

An intrinsic evolvable hardware platform was realized to accelerate the evolutionary search process of a biologically inspired developmental model targeted at off-shelf FPGA implementation. The model has the capability of exhibiting very large transient fault-tolerance. The evolved circuits make up a digital "organism" from identical cells which only differ in internal states. Organisms implementing a 2-bit multiplier were evolved that can "recover" from almost any kinds of transient faults. This paper focuses on the design concerns and details of the evolvable hardware system, including the digital organism/cell and the intrinsic FPGA-based evolvable hardware platform.
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数字系统强健生物发展模型的内在可进化硬件实现
实现了一个内在可进化的硬件平台,以加速针对现成FPGA实现的生物启发发展模型的进化搜索过程。该模型具有很大的暂态容错能力。进化的电路由相同的细胞组成了一个数字“有机体”,这些细胞只有内部状态不同。实现2位乘法器的生物体进化出来,可以从几乎任何类型的瞬态故障中“恢复”。本文重点介绍了可进化硬件系统的设计要点和细节,包括数字生物/细胞和基于fpga的内在可进化硬件平台。
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