Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates

This paper presents a flexible algorithm to solve the combined heat and power (CHP) economic dispatch problem. The CHP economic dispatch is solved in two levels known as the lower level and higher level. The higher level is the optimization of the surrogate dual function for the relaxed global const...

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Main Authors: Sashirekha A., Pasupuleti J., Moin N.H., Tan C.S.
Other Authors: 55363578100
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Published: 2023
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spelling my.uniten.dspace-294602023-12-28T12:13:13Z Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates Sashirekha A. Pasupuleti J. Moin N.H. Tan C.S. 55363578100 11340187300 6507487566 55363559700 Combined heat and power economic dispatch Ear clipping Lagrangian relaxation Optimization Step size Surrogate subgradient Algorithms Iterative methods Lagrange multipliers Optimization Scheduling Combined heat and power Ear clipping LaGrangian relaxation Step size Subgradient Power generation This paper presents a flexible algorithm to solve the combined heat and power (CHP) economic dispatch problem. The CHP economic dispatch is solved in two levels known as the lower level and higher level. The higher level is the optimization of the surrogate dual function for the relaxed global constraints in which the surrogate subgradient is used to update the Lagrangian multipliers. Coherently, the lower levels are the optimization of the subproblems taking in count each of its local constraints. Flexibility for the choice of algorithm is given at the lower levels optimization techniques with the condition that the algorithm is able to improve its search at each iteration. It is also seen that simple step size rules such as the 'square summable but not summable' and 'constant step size' could be used easily and leads the method to convergence. In addition this paper illustrates the ear clipping method used to modify the common nonconvex feasible region of CHP benchmark problems to a convex region which subsequently enhances the search for an optimal solution. The algorithm is then justified through a numerical test on three benchmark CHP problem with a nonconvex feasible region. Results prove that the algorithm is reliable and could be easily implemented even on a much complex and nonconvex problems. � 2012 Elsevier Ltd. All rights reserved. Final 2023-12-28T04:13:13Z 2023-12-28T04:13:13Z 2013 Article 10.1016/j.ijepes.2012.07.038 2-s2.0-84866564679 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84866564679&doi=10.1016%2fj.ijepes.2012.07.038&partnerID=40&md5=1885c086b8f6def567b3cf85cab182b5 https://irepository.uniten.edu.my/handle/123456789/29460 44 1 421 430 Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
topic Combined heat and power economic dispatch
Ear clipping
Lagrangian relaxation
Optimization
Step size
Surrogate subgradient
Algorithms
Iterative methods
Lagrange multipliers
Optimization
Scheduling
Combined heat and power
Ear clipping
LaGrangian relaxation
Step size
Subgradient
Power generation
spellingShingle Combined heat and power economic dispatch
Ear clipping
Lagrangian relaxation
Optimization
Step size
Surrogate subgradient
Algorithms
Iterative methods
Lagrange multipliers
Optimization
Scheduling
Combined heat and power
Ear clipping
LaGrangian relaxation
Step size
Subgradient
Power generation
Sashirekha A.
Pasupuleti J.
Moin N.H.
Tan C.S.
Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates
description This paper presents a flexible algorithm to solve the combined heat and power (CHP) economic dispatch problem. The CHP economic dispatch is solved in two levels known as the lower level and higher level. The higher level is the optimization of the surrogate dual function for the relaxed global constraints in which the surrogate subgradient is used to update the Lagrangian multipliers. Coherently, the lower levels are the optimization of the subproblems taking in count each of its local constraints. Flexibility for the choice of algorithm is given at the lower levels optimization techniques with the condition that the algorithm is able to improve its search at each iteration. It is also seen that simple step size rules such as the 'square summable but not summable' and 'constant step size' could be used easily and leads the method to convergence. In addition this paper illustrates the ear clipping method used to modify the common nonconvex feasible region of CHP benchmark problems to a convex region which subsequently enhances the search for an optimal solution. The algorithm is then justified through a numerical test on three benchmark CHP problem with a nonconvex feasible region. Results prove that the algorithm is reliable and could be easily implemented even on a much complex and nonconvex problems. � 2012 Elsevier Ltd. All rights reserved.
author2 55363578100
author_facet 55363578100
Sashirekha A.
Pasupuleti J.
Moin N.H.
Tan C.S.
format Article
author Sashirekha A.
Pasupuleti J.
Moin N.H.
Tan C.S.
author_sort Sashirekha A.
title Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates
title_short Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates
title_full Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates
title_fullStr Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates
title_full_unstemmed Combined heat and power (CHP) economic dispatch solved using Lagrangian relaxation with surrogate subgradient multiplier updates
title_sort combined heat and power (chp) economic dispatch solved using lagrangian relaxation with surrogate subgradient multiplier updates
publishDate 2023
_version_ 1806427902226464768
score 13.222552