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Jan Kronqvist
Jan Kronqvist
KTH Royal Institute of Technology, Assistant Professor in Optimization and Systems Theory
Verifierad e-postadress på kth.se - Startsida
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A review and comparison of solvers for convex MINLP
J Kronqvist, DE Bernal, A Lundell, IE Grossmann
Optimization and Engineering 20, 397-455, 2019
3222019
Efficient verification of relu-based neural networks via dependency analysis
E Botoeva, P Kouvaros, J Kronqvist, A Lomuscio, R Misener
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 3291-3299, 2020
1582020
The extended supporting hyperplane algorithm for convex mixed-integer nonlinear programming
J Kronqvist, A Lundell, T Westerlund
Journal of Global Optimization 64, 249-272, 2016
962016
Partition-based formulations for mixed-integer optimization of trained ReLU neural networks
C Tsay, J Kronqvist, A Thebelt, R Misener
Advances in neural information processing systems 34, 3068-3080, 2021
632021
Maximizing information from chemical engineering data sets: Applications to machine learning
A Thebelt, J Wiebe, J Kronqvist, C Tsay, R Misener
Chemical Engineering Science 252, 117469, 2022
492022
Structural learning in artificial neural networks using sparse optimization
M Manngård, J Kronqvist, JM Böling
Neurocomputing 272, 660-667, 2018
462018
ENTMOOT: a framework for optimization over ensemble tree models
A Thebelt, J Kronqvist, M Mistry, RM Lee, N Sudermann-Merx, R Misener
Computers & Chemical Engineering 151, 107343, 2021
382021
Using regularization and second order information in outer approximation for convex MINLP
J Kronqvist, DE Bernal, IE Grossmann
Mathematical Programming 180 (1), 285-310, 2020
332020
Reformulations for utilizing separability when solving convex MINLP problems
J Kronqvist, A Lundell, T Westerlund
Journal of Global Optimization 71, 571-592, 2018
302018
A center-cut algorithm for quickly obtaining feasible solutions and solving convex MINLP problems
J Kronqvist, DE Bernal, A Lundell, T Westerlund
Computers & Chemical Engineering 122, 105-113, 2019
222019
Method for solving generalized convex nonsmooth mixed-integer nonlinear programming problems
VP Eronen, J Kronqvist, T Westerlund, MM Mäkelä, N Karmitsa
Journal of Global Optimization 69, 443-459, 2017
182017
Between steps: Intermediate relaxations between big-M and convex hull formulations
J Kronqvist, R Misener, C Tsay
International Conference on Integration of Constraint Programming …, 2021
162021
The supporting hyperplane optimization toolkit–a polyhedral outer approximation based convex MINLP solver utilizing a single branching tree approach
A Lundell, J Kronqvist, T Westerlund
Preprint, Optimization Online, 2018
142018
The supporting hyperplane optimization toolkit for convex MINLP
A Lundell, J Kronqvist, T Westerlund
Journal of Global Optimization 84 (1), 1-41, 2022
132022
A center-cut algorithm for solving convex mixed-integer nonlinear programming problems
J Kronqvist, A Lundell, T Westerlund
Computer Aided Chemical Engineering 40, 2131-2136, 2017
122017
A disjunctive cut strengthening technique for convex MINLP
J Kronqvist, R Misener
Optimization and Engineering 22 (3), 1315-1345, 2021
112021
SHOT–A global solver for convex MINLP in Wolfram Mathematica
A Lundell, J Kronqvist, T Westerlund
Computer aided chemical engineering 40, 2137-2142, 2017
112017
Polyhedral approximation strategies for nonconvex mixed-integer nonlinear programming in SHOT
A Lundell, J Kronqvist
Journal of Global Optimization 82 (4), 863-896, 2022
102022
Simulation-based optimization of distillation processes using an extended cutting plane algorithm
J Javaloyes-Anton, J Kronqvist, JA Caballero
Computers & Chemical Engineering 159, 107655, 2022
92022
Alternative regularizations for Outer-Approximation algorithms for convex MINLP
DE Bernal, Z Peng, J Kronqvist, IE Grossmann
Journal of Global Optimization 84 (4), 807-842, 2022
62022
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Artiklar 1–20