On the accurate modeling of analog circuits via the Kriging metamodeling technique

2017 14th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD)(2017)

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摘要
This work deals with the application of the Kriging technique for the accurate modeling of analog circuits, namely, a CMOS second generation current conveyor, and a CMOS voltage follower. Three types of correlation functions are used for this purpose: the Spline, the Gaussian and the Exponential Correlation functions. A comparative study is given. Two metrics are used; Root Mean Square Error and the Maximum Absolute Error. Obtained results show that the Gaussian correlation function provides better results regarding the accuracy of the constructed models, when compared to the other functions.
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关键词
Surrogate Modeling,Kriging Model,Spline Correlation Function,Gaussian Correlation Function,Exponential Correlation Function,Analog Circuit Design,CCII,VF,RMSE,MAE
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