Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system
Economic Dispatch is a key problem being widely discussed and researched in large power system. It is important as it aims to achieve the lowest possible cost while maintaining a high efficiency of the operation of the power system. In efforts to solve the economic dispatch problem, this research...
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sg-ntu-dr.10356-1676432023-07-07T16:06:28Z Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system Keh, Zi Hang Wen Changyun School of Electrical and Electronic Engineering ECYWEN@ntu.edu.sg Engineering::Electrical and electronic engineering::Electric power Economic Dispatch is a key problem being widely discussed and researched in large power system. It is important as it aims to achieve the lowest possible cost while maintaining a high efficiency of the operation of the power system. In efforts to solve the economic dispatch problem, this research paper seeks to focus on a hierarchical decentralized approach to the economic dispatch problem. Generally, the approach for the economic dispatch issue is handled in a centralized manner however, this usually results in a high computational cost when it comes to a larger power system. Compared to the traditional method of centralized approach, the hierarchical decentralized approach first start with problem formulation. Upon problem formulation, it breaks down each of the components into their own local sub-problems. The constraint and cost function are then set to be solved iteratively in each local generator. An extra coordinator is then introduced to coordinate between each local agents and to take care of the global constraint. By doing so, the hierarchical decentralized algorithm aims to minimize the cost and obtain maximum efficiency by reducing the computational power and complexity compared to the traditional centralized method. In this research paper, case studies performed on the IEEE-30 Bus system shall be discussed along with the hierarchical decentralized approach. Bachelor of Engineering (Electrical and Electronic Engineering) 2023-05-30T07:50:15Z 2023-05-30T07:50:15Z 2023 Final Year Project (FYP) Keh, Z. H. (2023). Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/167643 https://hdl.handle.net/10356/167643 en A1125-221 application/pdf Nanyang Technological University |
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Engineering::Electrical and electronic engineering::Electric power Keh, Zi Hang Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
description |
Economic Dispatch is a key problem being widely discussed and researched in large
power system. It is important as it aims to achieve the lowest possible cost while
maintaining a high efficiency of the operation of the power system. In efforts to solve the
economic dispatch problem, this research paper seeks to focus on a hierarchical
decentralized approach to the economic dispatch problem. Generally, the approach for
the economic dispatch issue is handled in a centralized manner however, this usually
results in a high computational cost when it comes to a larger power system. Compared
to the traditional method of centralized approach, the hierarchical decentralized approach
first start with problem formulation. Upon problem formulation, it breaks down each of
the components into their own local sub-problems. The constraint and cost function are
then set to be solved iteratively in each local generator. An extra coordinator is then
introduced to coordinate between each local agents and to take care of the global
constraint. By doing so, the hierarchical decentralized algorithm aims to minimize the
cost and obtain maximum efficiency by reducing the computational power and
complexity compared to the traditional centralized method. In this research paper, case
studies performed on the IEEE-30 Bus system shall be discussed along with the
hierarchical decentralized approach. |
author2 |
Wen Changyun |
author_facet |
Wen Changyun Keh, Zi Hang |
format |
Final Year Project |
author |
Keh, Zi Hang |
author_sort |
Keh, Zi Hang |
title |
Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
title_short |
Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
title_full |
Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
title_fullStr |
Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
title_full_unstemmed |
Hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
title_sort |
hierarchical decentralized optimization architecture for economic dispatch: a new approach for large-scale power system |
publisher |
Nanyang Technological University |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/167643 |
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1772827072102662144 |