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Parallel surrogate-based algorithms for solving expensive optimization problems

Guillaume Briffoteaux
Machine Learning [cs.LG]. Université de Lille; Université de Mons, 2022. English. ⟨NNT : 2022ULILB023⟩
Theses tel-03853862v2

Identification of the Parameter Values of the Constitutive and Friction Models in Machining Using EGO Algorithm: Application to Ti6Al4V

Nithyaraaj Kugalur Palanisamy , Edouard Rivière Lorphèvre , Maxime Gobert , Guillaume Briffoteaux , Daniel Tuyttens , et al.
Metals, 2022, 12 (6), pp.976. ⟨10.3390/met12060976⟩
Journal articles hal-03689618v1
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Comparing Parallel Surrogate-based and Surrogate-free Multi-Objective Optimization of COVID-19 vaccines allocation

Guillaume Briffoteaux , Romain Ragonnet , Pierre Tomenko , Mohand Mezmaz , Nouredine Melab , et al.
OLA 2022 - International Conference on Optimization and Learning, Jul 2022, Syracuse, Italy
Conference papers hal-03689674v1
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Hybrid Acquisition Processes in Surrogate-based Optimization. Application to Covid-19 Contact Reduction

Guillaume Briffoteaux , Nouredine Melab , Mohand Mezmaz , Daniel Tuyttens
BIOMA 2022 - International Conference on Bioinspired Optimisation Methods and Their Applications, Nov 2022, Maribor, Slovenia
Conference papers hal-03770742v1
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Evolution Control Ensemble Models for Surrogate-Assisted Evolutionary Algorithms

Guillaume Briffoteaux , Romain Ragonnet , Mohand Mezmaz , Nouredine Melab , Daniel Tuyttens
High Performance Computing and Simulation 2020, Mar 2021, Barcelona, Spain
Conference papers hal-03332521v1
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Parallel Surrogate-assisted Optimization: Batched Bayesian Neural Network-assisted GA versus q-EGO

Guillaume Briffoteaux , Maxime Gobert , Romain Ragonnet , Jan Gmys , Mohand Mezmaz , et al.
Swarm and Evolutionary Computation, 2020, pp.100717. ⟨10.1016/j.swevo.2020.100717⟩
Journal articles hal-02767541v1
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An adaptive evolution control based on confident regions for surrogate-assisted optimization

Guillaume Briffoteaux , Nouredine Melab , Mohand Mezmaz , Daniel Tuyttens
HPCS 2018 - International Conference on High Performance Computing & Simulation, Jul 2018, Orléans, France
Conference papers hal-01922708v1
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Towards Dynamic Selection of Evolution Controls in Parallel Bayesian Neural Network-assisted Genetic Algorithm

Guillaume Briffoteaux , Romain Ragonnet , Mohand Mezmaz , Nouredine Melab , Daniel Tuyttens
OLA'2020 - International Conference on Optimization and Learning, Feb 2020, Cádiz, Spain
Conference papers hal-02867819v1