Master Problem Approximations in Dantzig-Wolfe Decomposition of Variational Inequality Problems With Applications To Two Energy Market Models
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Date
2013
Authors
Çelebi, Emre
Fuller, David J.
Journal Title
Journal ISSN
Volume Title
Publisher
Pergamon-Elsevier Science Ltd
Open Access Color
Green Open Access
Yes
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Publicly Funded
No
Abstract
In this paper a modification to Dantzig-Wolfe (DW) decomposition algorithm for variational inequality (VI) problems is considered to alleviate the computational burden and to facilitate model management and maintenance. As proposals from DW subproblems are accumulated in the DW master problem the solution time and memory requirements are increasing for the master problem. Approximation of the DW master problem solution significantly reduces the computational effort required to find the equilibrium. The approximate DW algorithm is applied to a time of use pricing model with realistic network constraints for the Ontario electricity market and to a two-region energy model for Canada. In addition to empirical analysis theoretical results for the convergence of the approximate DW algorithm are presented. (C) 2013 Elsevier Ltd. All rights reserved.
Description
Keywords
Dantzig-Wolfe decomposition, Equilibrium modeling, Variational inequalities, Approximation of the master problem, Approximation of the master problem, Dantzig-Wolfe decomposition, Variational inequalities, Equilibrium modeling, Environmental economics (natural resource models, harvesting, pollution, etc.), equilibrium modeling, approximation of the master problem, Complementarity and equilibrium problems and variational inequalities (finite dimensions) (aspects of mathematical programming), variational inequalities
Fields of Science
0211 other engineering and technologies, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology
Citation
WoS Q
Q1
Scopus Q
Q1

OpenCitations Citation Count
8
Source
Computers & Operations Research
Volume
40
Issue
11
Start Page
2724
End Page
2739
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CrossRef : 4
Scopus : 8
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Mendeley Readers : 15
SCOPUS™ Citations
8
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Web of Science™ Citations
8
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Page Views
1
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Downloads
107
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