Ivo Couckuyt

Ivo Couckuyt

Universiteit Gent

H-index: 30

Europe-Belgium

About Ivo Couckuyt

Ivo Couckuyt, With an exceptional h-index of 30 and a recent h-index of 25 (since 2020), a distinguished researcher at Universiteit Gent, specializes in the field of machine learning, surrogate modeling, optimization, kriging, IoT.

His recent articles reflect a diverse array of research interests and contributions to the field:

Bayesian multi-objective optimization of process design parameters in constrained settings with noise: an engineering design application

Multi-objective constrained robust design of a metamaterial vibration isolator with a limited budget

Wind Turbine Hybrid Physics-based Deep Learning Model for a Health Monitoring Approach Considering Provision of Ancillary Services

Data-Driven Surrogate Modeling for the Flammability Reduction System

Data-Efficient Interactive Multi-Objective Optimization Using ParEGO

Surrogate-Assisted Evolutionary Algorithm for the Calibration of Distributed Hydrological Models Based on Two-Dimensional Shallow Water Equations

A combined data-driven, experimental and modelling approach for assessing the optimal composition of impregnation products for cementitious materials

Cheap-expensive multi-objective Bayesian optimization for permanent magnet synchronous motor design

Ivo Couckuyt Information

University

Position

___

Citations(all)

3881

Citations(since 2020)

2313

Cited By

2497

hIndex(all)

30

hIndex(since 2020)

25

i10Index(all)

69

i10Index(since 2020)

49

Email

University Profile Page

Universiteit Gent

Google Scholar

View Google Scholar Profile

Ivo Couckuyt Skills & Research Interests

machine learning

surrogate modeling

optimization

kriging

IoT

Top articles of Ivo Couckuyt

Title

Journal

Author(s)

Publication Date

Bayesian multi-objective optimization of process design parameters in constrained settings with noise: an engineering design application

Engineering with Computers

Alejandro Morales-Hernández

Sebastian Rojas Gonzalez

Inneke Van Nieuwenhuyse

Ivo Couckuyt

Jeroen Jordens

...

2024/1/10

Multi-objective constrained robust design of a metamaterial vibration isolator with a limited budget

Journal of Engineering Design

Hua Wei

Qi Zhou

Tom Dhaene

Ivo Couckuyt

2024/1/23

Wind Turbine Hybrid Physics-based Deep Learning Model for a Health Monitoring Approach Considering Provision of Ancillary Services

IEEE Transactions on Instrumentation and Measurement

Nezmin Kayedpour

Jixiang Qing

Jolan Wauters

Jeroen DM De Kooning

Ivo Couckuyt

...

2024/3/11

Data-Driven Surrogate Modeling for the Flammability Reduction System

Arash Heidari

Lorin Werthen-Brabants

Tom Dhaene

Ivo Couckuyt

Can Onur

...

2024

Data-Efficient Interactive Multi-Objective Optimization Using ParEGO

arXiv preprint arXiv:2401.06649

Arash Heidari

Sebastian Rojas Gonzalez

Tom Dhaene

Ivo Couckuyt

2024/1/12

Surrogate-Assisted Evolutionary Algorithm for the Calibration of Distributed Hydrological Models Based on Two-Dimensional Shallow Water Equations

Water

Juan F Farfán-Durán

Arash Heidari

Tom Dhaene

Ivo Couckuyt

Luis Cea

2024/2/22

A combined data-driven, experimental and modelling approach for assessing the optimal composition of impregnation products for cementitious materials

Cement and Concrete Composites

Janez Perko

Eric Laloy

Rafael Zarzuela

Ivo Couckuyt

Ramiro Garcia Navarro

...

2023/2/1

Cheap-expensive multi-objective Bayesian optimization for permanent magnet synchronous motor design

Engineering with Computers

Nasrulloh Loka

Mohamed Ibrahim

Ivo Couckuyt

Inneke Van Nieuwenhuyse

Tom Dhaene

2023/10/15

Open-set patient activity recognition with radar sensors and deep learning

IEEE Geoscience and Remote Sensing Letters

Geethika Bhavanasi

Lorin Werthen-Brabants

Tom Dhaene

Ivo Couckuyt

2023/1/9

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

Engineering with Computers

Nasrulloh Loka

Ivo Couckuyt

Federico Garbuglia

Domenico Spina

Inneke Van Nieuwenhuyse

...

2023/6

{PF} ²ES: Parallel feasible pareto frontier entropy search for multi-objective Bayesian optimization

Jixiang Qing

Henry B Moss

Tom Dhaene

Ivo Couckuyt

2023

Cost-Aware Active Learning for Feasible Region Identification

Ioana Nikova

Tom Dhaene

Ivo Couckuyt

2023/7/15

Trieste: Efficiently exploring the depths of black-box functions with TensorFlow

arXiv preprint arXiv:2302.08436

Victor Picheny

Joel Berkeley

Henry B Moss

Hrvoje Stojic

Uri Granta

...

2023/2/16

Heat Exchanger Surrogates for a Vapor Compression System

Modelica Conferences

Nasrulloh Ratu Bagus Satrio Loka

Nicolás Ablanque Mejía

Santiago Torras Ortiz

Sriram Karthik Gurumurthy

Antonello Monti

...

2023/12/22

A robust multi-objective Bayesian optimization framework considering input uncertainty

Journal of Global Optimization

Jixiang Qing

Ivo Couckuyt

Tom Dhaene

2023/7

Bayesian optimization: tutorial

Ivo Couckuyt

Sebastian Rojas Gonzalez

Juergen Branke

2022/7/9

Quantifying uncertainty in real time with split BiRNN for radar human activity recognition

Lorin Werthen-Brabants

Geethika Bhavanasi

Ivo Couckuyt

Tom Dhaene

Dirk Deschrijver

2022/9/28

Patient activity recognition using radar sensors and machine learning

Neural Computing and Applications

Geethika Bhavanasi

Lorin Werthen-Brabants

Tom Dhaene

Ivo Couckuyt

2022/9

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

Engineering with Computers

Jixiang Qing

Nicolas Knudde

Federico Garbuglia

Domenico Spina

Ivo Couckuyt

...

2022/8/1

ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization

arXiv preprint arXiv:2204.05411

Jixiang Qing

Henry B Moss

Tom Dhaene

Ivo Couckuyt

2022/4/11

See List of Professors in Ivo Couckuyt University(Universiteit Gent)

Co-Authors

H-index: 47
Hendrik Rogier

Hendrik Rogier

Universiteit Gent

H-index: 30
Wesley De Neve

Wesley De Neve

Universiteit Gent

H-index: 27
Luc Knockaert

Luc Knockaert

Universiteit Gent

H-index: 26
Dries Vande Ginste

Dries Vande Ginste

Universiteit Gent

H-index: 19
Dirk Gorissen

Dirk Gorissen

University of Southampton

H-index: 12
Prashant Singh

Prashant Singh

Umeå universitet

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