Emission constrained economic dispatch by using stochastic optimisers

The main objective to solve an emission constrained economic dispatch (ECED) problem is to simultaneously minimize the total cost of generation and the total emission level; whereby the latter is equated in terms of as emission cost. The conventional method (CM) by using the Lagrange Multiplier has...

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Main Authors: Razali N.M.M., Teh Y.Y.
Other Authors: 36440450000
Format: Conference paper
Published: 2023
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author Razali N.M.M.
Teh Y.Y.
author2 36440450000
author_facet 36440450000
Razali N.M.M.
Teh Y.Y.
author_sort Razali N.M.M.
building UNITEN Library
collection Institutional Repository
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
continent Asia
country Malaysia
description The main objective to solve an emission constrained economic dispatch (ECED) problem is to simultaneously minimize the total cost of generation and the total emission level; whereby the latter is equated in terms of as emission cost. The conventional method (CM) by using the Lagrange Multiplier has some limitations such as lack of flexibility and accuracy due to the need of simplification of the problem before solving it and the solution generated may not be the best since it may be limited to local minima instead of global minima. The paper presents the solutions for ECED problem by using two stochastic optimisers; the Genetic Algorithm (GA) and Particle Swarm Optimizer (PSO). The results demonstrate the efficiency and effectiveness of using GA and PSO to solve the ECED problem compared to CM.
format Conference paper
id my.uniten.dspace-29978
institution Universiti Tenaga Nasional
publishDate 2023
record_format dspace
spelling my.uniten.dspace-299782023-12-29T15:43:50Z Emission constrained economic dispatch by using stochastic optimisers Razali N.M.M. Teh Y.Y. 36440450000 55786392300 Economic dispatch Emission constraint Genetic lgorithm Particle swarm optimization Lagrange multipliers Particle swarm optimization (PSO) Scheduling Stochastic systems Conventional methods Economic Dispatch Efficiency and effectiveness Emission constrained economic dispatches Emission constraints Genetic lgorithm Particle swarm optimizers Total emissions Problem solving The main objective to solve an emission constrained economic dispatch (ECED) problem is to simultaneously minimize the total cost of generation and the total emission level; whereby the latter is equated in terms of as emission cost. The conventional method (CM) by using the Lagrange Multiplier has some limitations such as lack of flexibility and accuracy due to the need of simplification of the problem before solving it and the solution generated may not be the best since it may be limited to local minima instead of global minima. The paper presents the solutions for ECED problem by using two stochastic optimisers; the Genetic Algorithm (GA) and Particle Swarm Optimizer (PSO). The results demonstrate the efficiency and effectiveness of using GA and PSO to solve the ECED problem compared to CM. Final 2023-12-29T07:43:49Z 2023-12-29T07:43:49Z 2013 Conference paper 10.2316/P.2013.800-019 2-s2.0-84879854029 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84879854029&doi=10.2316%2fP.2013.800-019&partnerID=40&md5=149017f08fd897976c4698d3cc15ec34 https://irepository.uniten.edu.my/handle/123456789/29978 93 99 Scopus
spellingShingle Economic dispatch
Emission constraint
Genetic lgorithm
Particle swarm optimization
Lagrange multipliers
Particle swarm optimization (PSO)
Scheduling
Stochastic systems
Conventional methods
Economic Dispatch
Efficiency and effectiveness
Emission constrained economic dispatches
Emission constraints
Genetic lgorithm
Particle swarm optimizers
Total emissions
Problem solving
Razali N.M.M.
Teh Y.Y.
Emission constrained economic dispatch by using stochastic optimisers
title Emission constrained economic dispatch by using stochastic optimisers
title_full Emission constrained economic dispatch by using stochastic optimisers
title_fullStr Emission constrained economic dispatch by using stochastic optimisers
title_full_unstemmed Emission constrained economic dispatch by using stochastic optimisers
title_short Emission constrained economic dispatch by using stochastic optimisers
title_sort emission constrained economic dispatch by using stochastic optimisers
topic Economic dispatch
Emission constraint
Genetic lgorithm
Particle swarm optimization
Lagrange multipliers
Particle swarm optimization (PSO)
Scheduling
Stochastic systems
Conventional methods
Economic Dispatch
Efficiency and effectiveness
Emission constrained economic dispatches
Emission constraints
Genetic lgorithm
Particle swarm optimizers
Total emissions
Problem solving
url_provider http://dspace.uniten.edu.my/