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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 ...
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 ...
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 ...