Generation of yield-embedded Pareto-front for simultaneous optimization of yield and performances

Yu Liu, M. Yoshioka, Katsumi Homma, Toshiyuki Shibuya, Yuzi Kanazawa
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引用次数: 7

Abstract

As the variations of shrunk processes increasing at rapid rate, the performances of analog/mixed-signal chips remarkably fluctuate. It is necessary to take the yield as a design objective in design optimization. This paper presents a novel method to generate yield-embedded Pareto-front to simultaneously optimize both the yield and performances. Unlike the traditional approaches which generate the yield-aware Pareto-front to optimize performances for the fixed yield, this work embeds the yield as an objective of the optimization and evolutionarily optimizes both yield and performances by the so-called yield-embedded NSGA. The experiments demonstrate the gradual evolutions and global searching for the better performances and higher yields under PVT variations. The generation accelerated by parallel computations gains 4.8x speedup with 80% efficiency.
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生成嵌入产量的Pareto-front,以同时优化产量和性能
随着收缩过程变化的快速增加,模拟/混合信号芯片的性能波动很大。在设计优化中,有必要将成品率作为设计目标。本文提出了一种生成嵌入产量的Pareto-front的新方法,以同时优化产量和性能。与传统方法产生产量感知Pareto-front来优化固定产量的性能不同,本研究将产量作为优化的目标,并通过所谓的产量嵌入NSGA来逐步优化产量和性能。实验表明,在PVT变化条件下,系统具有逐步演化和全局寻优的特点。并行计算加速的生成速度提高了4.8倍,效率提高了80%。
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