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An active specification switching strategy that aids in solving nonlinear sets and improves a VNS/TA hybrid optimization methodology
CATEGORY: PROCESS OPTIMIZATION
An active specification switching strategy that aids in solving nonlinear sets and improves a VNS/TA hybrid optimization methodology
Type
Journal Article
Author
G. Robertson
Author
A. Geraili
URL
http://www.sciencedirect.com/science/article/pii/S0098135413003037
Volume
60
Pages
364-375
Publication
Computers & Chemical Engineering
Date
January 10, 2014
Abstract
Presents a method to aid in convergence of nonlinear equations by relocating the solver. Deactivating known variables and activating intelligently chosen unknown variables at predicted values efficiently formulates initial conditions. Authors integrated this repair strategy into an optimization procedure. The repair algorithm is able to (1) relocate the solver for non-converged models caused by poor initial conditions and (2) utilize points formulated in relocating non-converged models caused by infeasible sets of decision variables as a perturbation phase of a stochastic optimization algorithm.
To show the effectiveness of the proposed repair strategy, authors tested a hybrid metaheuristic of a Variable Neighborhood Search (VNS) and Threshold Accepting (TA) on the optimization of a large-scale industrial process, the primary units of a crude oil refinery.
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