The existing GP model-based optimization methods for analog circuits take the GP models as either offline models or as assistance for the evolutionary algorithms. We also extend the Bayesian ...

As quantum computing hardware advances, the demand for scalable, precise, and fully automated verification techniques for ...

Abstract: The present work proposes an improved Bayesian optimization (BO) method for the design of broadband radio frequency (RF) power amplifiers (PAs). A new acquisition function (AF) is ...

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The bayes_optimization.py file provides classes needed for multi-objective Bayesian optimization and partial dependence plot (PDP) visualization as implemented in the paper. The PA.ipynb is a Jupyter ...

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School of Sciences, Xi’an Technological University, Xi’an, Shaanxi 710021, China Institute of Environmental and Energy Catalysis, School of Materials Science and Chemical Engineering, Xi’an ...