Abstract | ||
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In this paper, a method for the generation of Response Surface Models for behavioral modeling is presented. To enable and automate this method, a MATLAB application supporting the complete modeling process has been developed. This includes initial model selection and validation, sensitivity analysis, automated simulation of sample and test points as well as regression model calculation. The tool is specialized for modeling the behavior of integrated circuit components, but can be used for other purposes as well. Additionally, the tool offers methods for the analysis and modeling of statistical data and can be easily extended by further functionalities. The application of the tool is shown using an amplifier. |
Year | DOI | Venue |
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2018 | 10.1109/SMACD.2018.8434907 | 2018 15th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD) |
Keywords | Field | DocType |
ReSeMBleD-methods,behavioral modeling,MATLAB application,sensitivity analysis,regression model calculation,model selection,model validation,response surface model behavioral description | MATLAB,Regression analysis,Load modeling,Computer science,Behavioral modeling,Stochastic process,Model selection,Control engineering,Integrated circuit,Amplifier | Conference |
ISBN | Citations | PageRank |
978-1-5386-5154-4 | 0 | 0.34 |
References | Authors | |
5 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
maike taddiken | 1 | 17 | 4.12 |
Steffen Paul | 2 | 142 | 40.96 |
Dagmar Peters-Drolshagen | 3 | 39 | 12.87 |