フォロー
Maarten Dobbelaere
Maarten Dobbelaere
その他の名前Maarten R. Dobbelaere
FWO fellow - Doctoral Researcher, Ghent University
確認したメール アドレス: UGent.be - ホームページ
タイトル
引用先
引用先
Machine Learning in Chemical Engineering: Strengths, Weaknesses, Opportunities, and Threats
MR Dobbelaere, PP Plehiers, R Van de Vijver, CV Stevens, ...
Engineering 7 (9), 1201-1211, 2021
2362021
Machine learning for physicochemical property prediction of complex hydrocarbon mixtures
MR Dobbelaere, Y Ureel, FH Vermeire, L Tomme, CV Stevens, ...
Industrial & Engineering Chemistry Research 61 (24), 8581-8594, 2022
362022
Bayesian tuned kinetic Monte Carlo modeling of polystyrene pyrolysis: Unraveling the pathways to its monomer, dimers, and trimers formation
O Dogu, A Eschenbacher, RJ Varghese, M Dobbelaere, DR D'hooge, ...
Chemical Engineering Journal 455, 140708, 2023
262023
Speeding up turbulent reactive flow simulation via a deep artificial neural network: A methodology study
Y Ouyang, LA Vandewalle, L Chen, PP Plehiers, MR Dobbelaere, ...
Chemical Engineering Journal 429, 132442, 2022
252022
Active learning-based exploration of the catalytic pyrolysis of plastic waste
Y Ureel, MR Dobbelaere, O Akin, RJ Varghese, CG Pernalete, ...
Fuel 328, 125340, 2022
242022
Artificial Intelligence for Computer-Aided Synthesis In Flow: Analysis and Selection of Reaction Components
PP Plehiers, CW Coley, H Gao, FH Vermeire, MR Dobbelaere, ...
Frontiers in Chemical Engineering 2, 5, 2020
212020
Learning Molecular Representations for Thermochemistry Prediction of Cyclic Hydrocarbons and Oxygenates
MR Dobbelaere, PP Plehiers, R Van de Vijver, CV Stevens, ...
The Journal of Physical Chemistry A 125 (23), 5166–5179, 2021
172021
Active machine learning for chemical engineers: a bright future lies ahead!
Y Ureel, MR Dobbelaere, Y Ouyang, K De Ras, MK Sabbe, GB Marin, ...
Engineering 27, 23-30, 2023
132023
Geometric deep learning for molecular property predictions with chemical accuracy across chemical space
MR Dobbelaere, I Lengyel, CV Stevens, KM Van Geem
Journal of Cheminformatics 16 (99), 1-15, 2024
32024
Rxn-INSIGHT: fast chemical reaction analysis using bond-electron matrices
MR Dobbelaere, I Lengyel, CV Stevens, KM Van Geem
Journal of Cheminformatics 16 (37), 1-14, 2024
22024
Eco-pharma dilemma: Navigating environmental sustainability trade-offs within the lifecycle of pharmaceuticals–A comment
CTA Moermond, N Puhlmann, L Pieters, A Matharu, L Boone, ...
Sustainable Chemistry and Pharmacy 43, 101893, 2025
2025
Machine learning applications for thermochemical and kinetic property prediction
L Tomme, Y Ureel, MR Dobbelaere, I Lengyel, FH Vermeire, CV Stevens, ...
Reviews in Chemical Engineering, 2024
2024
Accelerated design of nickel-cobalt based catalysts for CO2 hydrogenation with human-in-the-loop active machine learning
Y Kuddusi, MR Dobbelaere, KM Van Geem, A Züttel
Catalysis Science & Technology 14, 6307-6320, 2024
2024
Ultrafast Compound Screening Using Molecular Machine Learning
G Dejaeghere, M Dobbelaere, I Lengyel, C Stevens, K Van Geem
CESPE Conference (CESPE24), 2024
2024
AI-Driven Green Chemistry: Towards More Sustainable Organic Synthesis (Invited Lecture)
M Dobbelaere, I Lengyel, C Stevens, K Van Geem
CESPE Conference (CESPE24), 2024
2024
Property Estimations with Chemical Accuracy for Industrially Relevant Molecules Using Geometric Deep Learning
M Dobbelaere, I Lengyel, C Stevens, K Van Geem
ISCRE28, 2024
2024
Using Thermodynamic Principles to Enhance Machine Learning Predictions of Activation Energy
L Tomme, M Dobbelaere, F Vermeire, C Stevens, K Van Geem
14th European Congress of Chemical Engineering and 7th European Congress of …, 2023
2023
Reaction Data in Flow Chemistry: a Power or a Weakness?
M Dobbelaere, I Lengyel, C Stevens, K Van Geem
ACS Fall 2023 (ACS Fall 2023), 2023
2023
Ultrafast Solvent Selection with Geometric Message Passing Neural Networks
M Dobbelaere, I Lengyel, D West, C Stevens, K Van Geem
ACS Fall 2023 (ACS Fall 2023), 2023
2023
Exploring the Reaction Space of Flow Chemistry
M Dobbelaere, L Tomme, I Lengyel, C Stevens, K Van Geem
Solvay Workshop" New ways to do chemistry Emerging technologies for …, 2023
2023
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