Tag: Bayesian Optimization

2 entries

Analysis of trade-offs in urban heat mitigation using a Bayesian Optimization framework for an urban canopy layer model

Thermal Management
This research applies Bayesian optimization and surrogate modeling to investigate urban canopy parameter ranges for heat mitigation, analyzing trade-offs among daytime air temperature, nighttime air temperature, and Universal Thermal Climate Index (UTCI) in urban environments.
See LICENSE file Urban Heat IslandBayesian OptimizationSurrogate Model

Search at the Cost of Sampling: Nearly-Instant Latent Space Bayesian Optimization

ScientificML
Proposes a nearly-instant latent space Bayesian optimization method that replaces expensive sequential decision-making with sampling overhead, making BO practical for generative model-driven de novo design pipelines with cheap virtual screens.
See LICENSE file Bayesian OptimizationLatent Space OptimizationGenerative Design

← All Tags