A Novel Consensus-Based Distributed Algorithm for Economic Dispatch Based on Local Estimation of Power Mismatch
This paper proposes a novel consensus-based distributed control algorithm for solving the economic dispatch (ED) problem of distributed generators (DGs). A legacy central controller can be eliminated in order to avoid a single point of failure, relieve computational burden, maintain data privacy, an...
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| Vydané v: | IEEE transactions on smart grid Ročník 9; číslo 6; s. 5930 - 5942 |
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| Hlavní autori: | , , , |
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| Jazyk: | English |
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01.11.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| Abstract | This paper proposes a novel consensus-based distributed control algorithm for solving the economic dispatch (ED) problem of distributed generators (DGs). A legacy central controller can be eliminated in order to avoid a single point of failure, relieve computational burden, maintain data privacy, and support plug-and-play functionalities. The optimal ED is achieved by allowing the iterative coordination of local agents (consumers and DGs). As coordination information, the local estimation of power mismatch is shared among DGs through communication networks and does not contain any private information, ultimately contributing to a fair electricity market. Additionally, the proposed distributed algorithm is particularly designed for easy implementation and configuration of a large number of agents in which the distributed decision making can be implemented in a simple proportional-integral or integral controller. In MATLAB/Simulink simulation, the accuracy of the proposed distributed algorithm is demonstrated in a 29-node system in comparison with the centralized algorithm. Scalability and a fast convergence rate are also demonstrated in a 1400-node case study. Further, the experimental test demonstrates the practical performance of the proposed distributed algorithm using the VOLTTRON platform and a cluster of low-cost credit-card-size single-board PCs. |
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| AbstractList | This paper proposes a novel consensus-based distributed control algorithm for solving the economic dispatch (ED) problem of distributed generators (DGs). A legacy central controller can be eliminated in order to avoid a single point of failure, relieve computational burden, maintain data privacy, and support plug-and-play functionalities. The optimal ED is achieved by allowing the iterative coordination of local agents (consumers and DGs). As coordination information, the local estimation of power mismatch is shared among DGs through communication networks and does not contain any private information, ultimately contributing to a fair electricity market. Additionally, the proposed distributed algorithm is particularly designed for easy implementation and configuration of a large number of agents in which the distributed decision making can be implemented in a simple proportional-integral or integral controller. In MATLAB/Simulink simulation, the accuracy of the proposed distributed algorithm is demonstrated in a 29-node system in comparison with the centralized algorithm. Scalability and a fast convergence rate are also demonstrated in a 1400-node case study. Further, the experimental test demonstrates the practical performance of the proposed distributed algorithm using the VOLTTRON platform and a cluster of low-cost credit-card-size single-board PCs. |
| Author | Chen, Tao Su, Wencong Luo, Jingwei Pourbabak, Hajir |
| Author_xml | – sequence: 1 givenname: Hajir orcidid: 0000-0002-1252-1546 surname: Pourbabak fullname: Pourbabak, Hajir email: hpourbab@umich.edu organization: Department of Electrical and Computer Engineering, College of Engineering and Computer Science, University of Michigan-Dearborn, Dearborn, MI, USA – sequence: 2 givenname: Jingwei surname: Luo fullname: Luo, Jingwei email: luojingw@umich.edu organization: Department of Electrical and Computer Engineering, College of Engineering and Computer Science, University of Michigan-Dearborn, Dearborn, MI, USA – sequence: 3 givenname: Tao surname: Chen fullname: Chen, Tao email: taochn@umich.edu organization: Department of Electrical and Computer Engineering, College of Engineering and Computer Science, University of Michigan-Dearborn, Dearborn, MI, USA – sequence: 4 givenname: Wencong orcidid: 0000-0003-1482-3078 surname: Su fullname: Su, Wencong email: wencong@umich.edu organization: Department of Electrical and Computer Engineering, College of Engineering and Computer Science, University of Michigan-Dearborn, Dearborn, MI, USA |
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| SubjectTerms | Algorithm design and analysis Algorithms Communication networks Computer simulation consensus algorithm Control theory Decision making Distributed algorithms distributed control Distributed generation distributed generator Economic dispatch Economics Electricity supply industry Generators Integrals Iterative methods Power consumption Power dispatch Power systems |
| Title | A Novel Consensus-Based Distributed Algorithm for Economic Dispatch Based on Local Estimation of Power Mismatch |
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