Observations in applying Bayesian versus evolutionary approaches and their hybrids in parallel time-constrained optimization

M Gobert, G Briffoteaux, J Gmys, N Melab… - … Applications of Artificial …, 2024 - Elsevier
Abstract Parallel Surrogate-Based Optimization (PSBO) is an efficient approach to deal with
black-box time-consuming objective functions. According to the available computational …

Contributions to the Analysis and Design of Parallel Batched Bayesian Optimization Algorithms

M Gobert - 2024 - hal.science
The optimization of computationally expensive black-box problems is a challenge faced in
many application fields. Those problems are characterized by the lack of information about …

Parallel Bayesian Optimization for Optimal Scheduling of Underground Pumped Hydro-Energy Storage Systems

M Gobert, J Gmys, JF Toubeau, N Melab… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Underground Pumped Hydro-Energy Storage stations are sustainable options to enhance
storage capacity and thus the flexibility of energy systems. Efficient management of such …