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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
2302019
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
842020
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
822016
Structural learning in artificial neural networks using sparse optimization
M Manngård, J Kronqvist, JM Böling
Neurocomputing 272, 660-667, 2018
412018
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
292021
Reformulations for utilizing separability when solving convex MINLP problems
J Kronqvist, A Lundell, T Westerlund
Journal of Global Optimization 71, 571-592, 2018
292018
Using regularization and second order information in outer approximation for convex MINLP
J Kronqvist, DE Bernal, IE Grossmann
Mathematical Programming 180 (1-2), 285-310, 2020
232020
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
202019
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
192021
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
162017
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
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
122022
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
112017
Between steps: Intermediate relaxations between big-M and convex hull formulations
J Kronqvist, R Misener, C Tsay
Integration of Constraint Programming, Artificial Intelligence, and …, 2021
102021
SHOT–A global solver for convex MINLP in Wolfram Mathematica
A Lundell, J Kronqvist, T Westerlund
Computer aided chemical engineering 40, 2137-2142, 2017
92017
A disjunctive cut strengthening technique for convex MINLP
J Kronqvist, R Misener
Optimization and Engineering 22 (3), 1315-1345, 2021
82021
A Review and Comparison of Solvers for Convex MINLP, vol. 20
J Kronqvist, DE Bernal, A Lundell, IE Grossmann
Springer, US., 2019
82019
Global optimization with ensemble machine learning models
A Thebelt, J Kronqvist, RM Lee, N Sudermann-Merx, R Misener
Computer Aided Chemical Engineering 48, 1981-1986, 2020
72020
Improvements to the supporting hyperplane optimization toolkit solver for convex MINLP
A Lundell, J Kronqvist, T Westerlund
XIII Global Optimization Workshop GOW 16, 101-104, 2016
62016
On solving nonconvex MINLP problems with SHOT
A Lundell, J Kronqvist
Optimization of Complex Systems: Theory, Models, Algorithms and Applications …, 2019
52019
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Artiklar 1–20