Mixed-Variable Bayesian Optimization for Analog Circuit Sizing using Variational Autoencoders.
Konstantinos TouloupasPaul P. SotiriadisPublished in: SMACD (2022)
Keyphrases
- analog circuits
- denoising
- power losses
- optimization algorithm
- optimization problems
- maximum likelihood
- digital circuits
- neural network
- bayesian networks
- fault diagnosis
- image segmentation
- wavelet packet transform
- image processing
- high speed
- low cost
- probabilistic model
- bayesian learning
- decision variables
- feature extraction
- efficient optimization