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

机译:生成收益嵌入的Pareto-front,以同时优化收益和性能

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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.
机译:随着缩小过程的变化迅速增加,模拟/混合信号芯片的性能显着波动。在设计优化中,必须将成品率作为设计目标。本文提出了一种新的方法来生成收益嵌入的Pareto前沿,以同时优化收益和性能。与传统的生成收益感知的Pareto-front来优化固定收益率性能的传统方法不同,这项工作将收益率作为优化的目标进行嵌入,并通过所谓的收益率嵌入式NSGA逐步优化收益率和性能。实验证明了在PVT变化下逐步发展和寻求更好的性能和更高的产量的全球性探索。通过并行计算加速的一代以8%的效率获得了4.8倍的加速。

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