A review and comparison of solvers for convex MINLP

J Kronqvist, DE Bernal, A Lundell… - Optimization and …, 2019 - Springer
In this paper, we present a review of deterministic software for solving convex MINLP
problems as well as a comprehensive comparison of a large selection of commonly …

Pyomo. GDP: an ecosystem for logic based modeling and optimization development

Q Chen, ES Johnson, DE Bernal, R Valentin… - Optimization and …, 2022 - Springer
We present three core principles for engineering-oriented integrated modeling and
optimization tool sets—intuitive modeling contexts, systematic computer-aided …

Using regularization and second order information in outer approximation for convex MINLP

J Kronqvist, DE Bernal, IE Grossmann - Mathematical Programming, 2020 - Springer
In this paper, we present two new methods for solving convex mixed-integer nonlinear
programming problems based on the outer approximation method. The first method is …

Coordinate partitioning for difficult Euclidean max-sum diversity problems

S Spiers, HT Bui, R Loxton - Operations Research, 2025 - pubsonline.informs.org
The Euclidean max-sum diversity problem becomes substantially more difficult as the
number of coordinates increases despite the number of decision variables not changing. In …

P-split formulations: A class of intermediate formulations between big-M and convex hull for disjunctive constraints

J Kronqvist, R Misener, C Tsay - arxiv preprint arxiv:2202.05198, 2022 - arxiv.org
We develop a class of mixed-integer formulations for disjunctive constraints intermediate to
the big-M and convex hull formulations in terms of relaxation strength. The main idea is to …

Distributed primal outer approximation algorithm for sparse convex programming with separable structures

A Olama, E Camponogara, PRC Mendes - Journal of Global Optimization, 2023 - Springer
This paper presents the distributed primal outer approximation (DiPOA) algorithm for solving
sparse convex programming (SCP) problems with separable structures, efficiently, and in a …

Approaches and application of heat and water network integration in chemical process system engineering: A review

J Deng, C Zhou, J Wang - Chemical Engineering and Processing-Process …, 2023 - Elsevier
Water allocation network (WAN) and heat exchange network (HEN) are effective
optimization techniques in chemical process system engineering (CPSE). This paper …

Polyhedral approximation strategies for nonconvex mixed-integer nonlinear programming in SHOT

A Lundell, J Kronqvist - Journal of Global Optimization, 2022 - Springer
Different versions of polyhedral outer approximation are used by many algorithms for mixed-
integer nonlinear programming (MINLP). While it has been demonstrated that such methods …

The supporting hyperplane optimization toolkit for convex MINLP

A Lundell, J Kronqvist, T Westerlund - Journal of Global Optimization, 2022 - Springer
In this paper, an open-source solver for mixed-integer nonlinear programming (MINLP)
problems is presented. The Supporting Hyperplane Optimization Toolkit (SHOT) combines a …

A disjunctive cut strengthening technique for convex MINLP

J Kronqvist, R Misener - Optimization and Engineering, 2021 - Springer
Generating polyhedral outer approximations and solving mixed-integer linear relaxations
remains one of the main approaches for solving convex mixed-integer nonlinear …