Second-Order Continuous-Time Algorithms for Economic Power Dispatch in Smart Grids
This paper proposes two second-order continuous-time algorithms to solve the economic power dispatch problem in smart grids. The collective aim is to minimize a sum of generation cost function subject to the power demand and individual generator constraints. First, in the framework of nonsmooth anal...
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| Published in | IEEE transactions on systems, man, and cybernetics. Systems Vol. 48; no. 9; pp. 1482 - 1492 |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
IEEE
01.09.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2168-2216 2168-2232 |
| DOI | 10.1109/TSMC.2017.2672205 |
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| Abstract | This paper proposes two second-order continuous-time algorithms to solve the economic power dispatch problem in smart grids. The collective aim is to minimize a sum of generation cost function subject to the power demand and individual generator constraints. First, in the framework of nonsmooth analysis and algebraic graph theory, one distributed second-order algorithm is developed and guaranteed to find an optimal solution. As a result, the power demand constraints can be kept all the time under appropriate initial condition. The second algorithm is under a centralized framework, and the optimal solution is robust in the sense that different initial power conditions do not change the convergence of the optimal solution. Finally, simulation results based on five-unit system, IEEE 30-bus system, and IEEE 300-bus system show the effectiveness and performance of the proposed continuous-time algorithms. The examples also show that the convergence rate of second-order algorithm is faster than that of first-order distributed algorithm. |
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| AbstractList | This paper proposes two second-order continuous-time algorithms to solve the economic power dispatch problem in smart grids. The collective aim is to minimize a sum of generation cost function subject to the power demand and individual generator constraints. First, in the framework of nonsmooth analysis and algebraic graph theory, one distributed second-order algorithm is developed and guaranteed to find an optimal solution. As a result, the power demand constraints can be kept all the time under appropriate initial condition. The second algorithm is under a centralized framework, and the optimal solution is robust in the sense that different initial power conditions do not change the convergence of the optimal solution. Finally, simulation results based on five-unit system, IEEE 30-bus system, and IEEE 300-bus system show the effectiveness and performance of the proposed continuous-time algorithms. The examples also show that the convergence rate of second-order algorithm is faster than that of first-order distributed algorithm. |
| Author | Chaojie Li Abu-Rub, Haitham Ho, Daniel W. C. Junzhi Yu Xing He Tingwen Huang |
| Author_xml | – sequence: 1 surname: Xing He fullname: Xing He email: hexingdoc@swu.edu.cn organization: Chongqing Key Lab. of Nonlinear Circuits & Intell. Inf. Process., Southwest Univ., Chongqing, China – sequence: 2 givenname: Daniel W. C. surname: Ho fullname: Ho, Daniel W. C. email: madaniel@cityu.edu.hk organization: Dept. of Math., City Univ. of Hong Kong, Hong Kong, China – sequence: 3 surname: Tingwen Huang fullname: Tingwen Huang email: tingwen.huang@qatar.tamu.edu organization: Texas A&M Univ. at Qatar, Doha, Qatar – sequence: 4 surname: Junzhi Yu fullname: Junzhi Yu email: junzhi.yu@ia.ac.cn organization: Dept. of Math., City Univ. of Hong Kong, Hong Kong, China – sequence: 5 givenname: Haitham surname: Abu-Rub fullname: Abu-Rub, Haitham email: haitham.aburub@qatar.tamu.edu organization: Sch. of Electr. & Comput. Eng., RMIT Univ., Melbourne, VIC, Australia – sequence: 6 surname: Chaojie Li fullname: Chaojie Li email: cjlee.cqu@163.com organization: Sch. of Electr. & Comput. Eng., RMIT Univ., Melbourne, VIC, Australia |
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| SubjectTerms | Algorithm design and analysis Algorithms Computer simulation Convergence Economic dispatch Economics Generators Graph theory Optimization Power dispatch Robustness (mathematics) second-order continuous-time algorithm Smart grid Smart grids |
| Title | Second-Order Continuous-Time Algorithms for Economic Power Dispatch in Smart Grids |
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