Research Explorer

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Researcher

Wannes De Groote

Awards & Distinctions

7 Results

2022

Neural network augmented physics models for systems with partially unknown dynamics : application to slider-crank mechanism

Wannes De GrooteEdward KikkenErik HostensSofie Van HoeckeGuillaume Crevecoeur

A1 Journal Article in IEEE-ASME TRANSACTIONS ON MECHATRONICS

Physics-based neural network models for prediction of cam-follower dynamics beyond nominal operations

Wannes De GrooteSofie Van HoeckeGuillaume Crevecoeur

A1 Journal Article in IEEE-ASME TRANSACTIONS ON MECHATRONICS

Prediction of follower jumps in cam-follower mechanisms : the benefit of using physics-inspired features in recurrent neural networks

Wannes De GrooteSofie Van HoeckeGuillaume Crevecoeur

A1 Journal Article in MECHANICAL SYSTEMS AND SIGNAL PROCESSING

2021

Hybrid physics-based neural network models for predicting nonlinear dynamics in mechatronic applications

Wannes De GrooteGuillaume CrevecoeurSofie Van Hoecke

2020

Inverse parametric uncertainty identification using polynomial chaos and high-order moment matching benchmarked on a wet friction clutch

Wannes De GrooteTom LefebvreGeorges TodNele De GeeterBruno DepraetereSuzanne Van PoppelGuillaume Crevecoeur

A1 Journal Article in MECHATRONICS

2019

Hybrid derivative functions for identification of unknown loads and physical parameters with application on slider-crank mechanism

Wannes De GrooteEdward KikkenSrajan GoyalSofie Van HoeckeErik HostensGuillaume Crevecoeur

Parametric uncertainty quantification using polynomial chaos expansions applied to a wet friction clutch model

Georges TodWannes De GrooteTom LefebvreNele De GeeterBruno DepraetereGuillaume Crevecoeur

A2 Journal Article in INTERNATIONAL JOURNAL OF MODELING AND OPTIMIZATION