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A Novel Swarm-Exploring Neurodynamic Network for Obtaining Global Optimal Solutions to Nonconvex Nonlinear Programming Problems

IEEE Transactions on Cybernetics
A swarm-exploring neurodynamic network (SENN) based on a two-timescale model is proposed in this study for solving nonconvex nonlinear programming problems. First, by using a convergent-differential neural network (CDNN) as a local quadratic programming (QP) solver and combining it with a two-timescale model design method, a two-timescale convergent ...
Yamei Luo   +5 more
openaire   +2 more sources

Strong Partitioning and a Machine Learning Approximation for Accelerating the Global Optimization of Nonconvex Quadratically Constrained Quadratic Programs

INFORMS Journal on Computing
We learn optimal instance-specific heuristics for the global minimization of nonconvex quadratically constrained quadratic programs (QCQPs). Specifically, we consider partitioning-based convex mixed-integer programming relaxations for nonconvex QCQPs and propose the novel problem of strong partitioning to optimally partition variable domains without ...
Rohit Kannan   +2 more
openaire   +1 more source

Distributed Global Optimization for a Class of Nonconvex Optimization With Coupled Constraints

IEEE Transactions on Automatic Control, 2022
Xiaoxing Ren, Yugeng Xi, Dewei Li
exaly  

Global Optimization of Nonconvex Factorable Programs with Applications to Engineering Design Problems

2014
The primary objective of this thesis is to develop and implement a global optimization algorithm to solve a class of nonconvex programming problems, and to test it using a collection of engineering design problem applications.The class of problems we consider involves the optimization of a general nonconvex factorable objective function over a feasible
openaire   +1 more source

Nonconvex Lagrangian-Based Optimization: Monitoring Schemes and Global Convergence

Mathematics of Operations Research, 2018
Jérôme Bolte   +2 more
exaly  

Global optimization of nonconvex mixed-integer nonlinear programming (MINLP) problems in process synthesis

Industrial & Engineering Chemistry Research, 1988
Gary R. Kocis, Ignacio E. Grossmann
openaire   +1 more source

On duality bound methods for nonconvex global optimization

Journal of Global Optimization, 2006
Tuy Hoang
exaly  

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