Enhanced network flow algorithm for yield optimization

C. Bamji, E. Malavasi
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引用次数: 30

Abstract

A novel constraint-graph algorithm for the optimization of yield is presented. This algorithm improves the yield of a layout by carefully spacing objects to reduce the probability of faults due to spot defects. White space between objects is removed and spacing in tightly packed areas of the layout is increased. The computationally expensive problem of optimizing yield is transformed into a network flow problem, which can be solved via known efficient algorithms. Yield can be improved either without changing the layout area, or if necessary by increasing the layout area to maximize the number of good chips per wafer. Our method can in theory provide the best possible yield achievable without modifying the layout topology. The method is able to handle a general class of convex objective functions, and can therefore optimize not only yield, but other circuit performance functions such as wire-length, cross-talk and power.
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改进的产率优化网络流算法
提出了一种新的产量优化约束图算法。该算法通过仔细间隔目标来降低由于点缺陷而导致的故障概率,从而提高布局的成品率。对象之间的空白被删除,布局中紧凑区域的间距增加。将计算量大的产量优化问题转化为网络流问题,通过已知的高效算法求解。良率可以在不改变布局面积的情况下提高,或者在必要时通过增加布局面积来最大限度地提高每片晶圆的好芯片数量。理论上,我们的方法可以在不修改布局拓扑的情况下提供可能实现的最佳成品率。该方法能够处理一般类型的凸目标函数,因此不仅可以优化产量,还可以优化其他电路性能函数,如线长、串扰和功率。
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