Generalized linear models for empirical performance modeling in circuit design

H. Su, J. Nelder, R. Spence, M. Ismail
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引用次数: 2

Abstract

In recent years, designed experiments and response surface methods of analysis have been used in the design and optimization of electronic circuits. The key to this statistical approach is to build a set of accurate response models of the circuit performances. This paper introduces the class of Generalized Linear Models (GLMs), which extend classical linear regression models and often provide better-fitting surfaces for the description of circuit performance. GLMs have not so far been applied to electronic circuit design. A circuit design example is given.
电路设计中经验性能建模的广义线性模型
近年来,设计实验和响应面分析方法已被用于电子电路的设计和优化。这种统计方法的关键是建立一套准确的电路性能响应模型。本文介绍了一类广义线性模型(GLMs),它扩展了经典线性回归模型,通常为描述电路性能提供更好的拟合曲面。到目前为止,glm还没有应用到电子电路设计中。给出了电路设计实例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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