Publications OML Group
Journal Article (9)
1.
Journal Article
Optimal Experiments for Hybrid Modeling of Methanol Synthesis Kinetics. Computers and Chemical Engineering 204, 109387 (2026)
2.
Journal Article
Superstructure Optimization with Embedded Neural Networks for Sustainable Aviation Fuel Production. Chemical Engineering Journal 535, 175172 (2026)
3.
Journal Article
An analysis of optimization problems involving ReLU neural networks. Optimization and Engineering (2026)
4.
Journal Article
Optimal Experimental Design for Universal Differential Equations. IEEE Transactions on Automatic Control 71 (3), pp. 1521 - 1536 (2026)
5.
Journal Article
Exploring innovative G-CSF schedules in AML cytarabine-based consolidation through a digital twin study of white blood cell recovery. PLoS One 21 (1), e0329242 (2026)
6.
Journal Article
A Dynamic Programming-Inspired Approach for Mixed Integer Optimal Control Problems with Dwell Time Constraints. Journal of Process Control 154, 103522 (2025)
7.
Journal Article
Generalized Inverse Optimal Control and its Application in Biology. Annual Reviews in Control 60, 101029 (2025)
8.
Journal Article
Flexible Patched Brain Transformer model for EEG decoding. Scientific Reports 15, 10935 (2025)
9.
Journal Article
Second-Order Partial Outer Convexification for Switched Dynamical Systems. IEEE Transactions on Automatic Control 69 (7), pp. 4643 - 4656 (2024)
Talk (2)
10.
Talk
Integrating Artificial Neural Networks in Superstructure Optimization for Sustainable Aviation Fuel Production. AIChE 2025 Annual Meeting, Boston, USA (2025)
11.
Talk
Strategies for Solving Mixed Integer Linear Optimization Problems with Embedded ReLU Artificial Neural Networks. INFORMS 2025 Annual Meeting, Atlanta, US (2025)
Poster (2)
12.
Poster
Strategies for Solving Mixed Integer Linear Optimization Problems with Embedded ReLU Artificial Neural Networks. AIChE 2025 Annual Meeting, Boston, USA (2025)
13.
Poster
Towards Machine Learning of Power-2-Methanol Processes. ESCAPE33 – 33rd European Symposium on Computer-Aided Process Engineering, Athens, Greece (2023)
Preprint (2)
14.
Preprint
On liftings that improve convergence properties of Newton’s Method for Boundary Value Optimization Problems. Optimization Online (2025)
15.
Preprint
Sparse convex relaxations in polynomial optimization. (2024)