Research Explorer

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Project

Learning complex patterns with Gaussian processes

Outputs and Outcomes

Publications

A robust multi-objective Bayesian optimization framework considering input uncertainty

Jixiang QingIvo CouckuytTom Dhaene

A1 Journal Article in JOURNAL OF GLOBAL OPTIMIZATION

A robust Bayesian optimization framework for microwave circuit design under uncertainty

Duygu De WitteJixiang QingIvo CouckuytTom DhaeneDries Vande GinsteDomenico Spina

A1 Journal Article in ELECTRONICS

Spectral representation of robustness measures for optimization under input uncertainty

Jixiang QingTom DhaeneIvo Couckuyt

Bi-objective Bayesian optimization of engineering problems with cheap and expensive cost functions

Nasrulloh Ratu Bagus Satrio LokaIvo CouckuytFederico GarbugliaDomenico SpinaInneke Van NieuwenhuyseTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Adaptive sampling with automatic stopping for feasible region identification in engineering design

Jixiang QingNicolas KnuddeFederico GarbugliaDomenico SpinaIvo CouckuytTom Dhaene

A1 Journal Article in ENGINEERING WITH COMPUTERS

Bayesian active learning for multi-objective feasible region identification in microwave devices

Federico GarbugliaJixiang QingNicolas KnuddeDomenico SpinaIvo CouckuytDirk DeschrijverTom Dhaene

A1 Journal Article in ELECTRONICS LETTERS

Batch Bayesian active learning for feasible region identification by local penalization

Jixiang QingNicolas KnuddeIvo CouckuytTom DhaeneKohei Shintani

Bayesian active learning for electromagnetic structure design

Jixiang QingNicolas KnuddeIvo CouckuytDomenico SpinaTom Dhaene