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Siegfried Mercelis

University of Antwerp

Prinsstraat 13

Antwerp, 2000

Belgium

  • University of Antwerp

SCHOLARLY PAPERS

4

DOWNLOADS

256

TOTAL CITATIONS

0

Scholarly Papers (4)

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1.

Towards Smart Port of the Future: Harnessing Ai and Simulation Models for Nautical Chain Optimization

Number of pages: 22 Posted: 27 Nov 2024
Hansi Denis, Randy Paredis, Pamela Albertins, Hans Vangheluwe, Mehran Farzadmehr, Valentin Carlan, Thierry Vanelslander, Ngoc-Quang Luong and Siegfried Mercelis
affiliation not provided to SSRN, University of Antwerp, Universidade Federal da Paraíba, University of Antwerp, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Antwerp, affiliation not provided to SSRN and University of Antwerp
Downloads 155 (482,968)

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Data-driven models, discrete event simulation, KPI model, capacity prediction, Genetic algorithm

2.

Practical Application of Physics-Informed Neural Networks for Pharmaceutical Centrifugation in Data-Restricted Environments

Number of pages: 27 Posted: 25 Aug 2025
Michiel Robeyn, Furkan Elmaz, Thomas Huybrechts, Hamid Toliati, BingBing Hong, Sam Wuyts and Siegfried Mercelis
University of Antwerp, University of Antwerp, University of Antwerp, University of Antwerp, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Antwerp
Downloads 52 (1,052,702)

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Physics-informed neural networks, centrifugation, pharmaceutical unit-operation, predictive modeling

3.

A Hybrid Predictive Modelling Approach for Catalyzed Polymerization Reactors

Number of pages: 24 Posted: 06 Jul 2024
Omid Sobhani, Hamid Toliati, Furkan Elmaz, Shahab Pormoradi Gerdposhteh, Benedict Carius, Kevin Mets and Siegfried Mercelis
University of Antwerp, University of Antwerp, University of Antwerp, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Antwerp and University of Antwerp
Downloads 34 (1,263,436)

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machine learning, Hybrid Modelling, Polymerization Process, Fed-Batch Chemical Process

4.

Regularized Action-Conditioned Hamiltonian Generative Networks for Dynamics Learning with External Control

Number of pages: 14 Posted: 30 Jan 2026
Arne Troch, Kevin Mets and Siegfried Mercelis
affiliation not provided to SSRN, University of Antwerp and University of Antwerp
Downloads 15 (1,500,778)

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physics-informed machine learning, Hamiltonian Neural Networks, Dynamics Learning, Control Systems