Second-Order Continuous-Time Algorithm for Optimal Resource Allocation in Power Systems
In this paper, based on differential inclusions and the saddle point dynamics, a novel second-order continuous-time algorithm is proposed to solve the optimal resource allocation problem in power systems. The considered cost function is the sum of all local cost functions with a set of affine equali...
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| Published in: | IEEE transactions on industrial informatics Vol. 15; no. 2; pp. 626 - 637 |
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| Main Authors: | , , , |
| Format: | Journal Article |
| Language: | English |
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IEEE
01.02.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 1551-3203, 1941-0050 |
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| Abstract | In this paper, based on differential inclusions and the saddle point dynamics, a novel second-order continuous-time algorithm is proposed to solve the optimal resource allocation problem in power systems. The considered cost function is the sum of all local cost functions with a set of affine equality demand constraints and an inequality constraint on generating capacity of the generator. In virtue of nonsmooth analysis, geometric graph theory, and Lyapunov stability theory, all generators achieve consensus on the Lagrange multipliers associated with a set of affine equality constraints while the proposed algorithm converges exponentially to the optimal solution of the resource allocation problem starting from any initial states over an undirected and connected graph. Moreover, the obtained results can be further extended to the optimal resource allocation problem in case of switching communication topologies. Finally, two numerical examples involving a smart grid system composed of five generators and the IEEE 30-bus system demonstrate the effectiveness and the performance of the theoretical results. |
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| AbstractList | In this paper, based on differential inclusions and the saddle point dynamics, a novel second-order continuous-time algorithm is proposed to solve the optimal resource allocation problem in power systems. The considered cost function is the sum of all local cost functions with a set of affine equality demand constraints and an inequality constraint on generating capacity of the generator. In virtue of nonsmooth analysis, geometric graph theory, and Lyapunov stability theory, all generators achieve consensus on the Lagrange multipliers associated with a set of affine equality constraints while the proposed algorithm converges exponentially to the optimal solution of the resource allocation problem starting from any initial states over an undirected and connected graph. Moreover, the obtained results can be further extended to the optimal resource allocation problem in case of switching communication topologies. Finally, two numerical examples involving a smart grid system composed of five generators and the IEEE 30-bus system demonstrate the effectiveness and the performance of the theoretical results. |
| Author | Wang, Zhu Wen, Changyun Wang, Dong Wang, Wei |
| Author_xml | – sequence: 1 givenname: Dong orcidid: 0000-0002-2493-1032 surname: Wang fullname: Wang, Dong email: dwang@dlut.edu.cn organization: School of Control Science and Engineering, Dalian University of Technology, Dalian, China – sequence: 2 givenname: Zhu surname: Wang fullname: Wang, Zhu email: xinyu306@mail.dlut.edu.cn organization: School of Control Science and Engineering, Dalian University of Technology, Dalian, China – sequence: 3 givenname: Changyun orcidid: 0000-0001-9530-360X surname: Wen fullname: Wen, Changyun email: ecywen@ntu.edu.sg organization: School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore – sequence: 4 givenname: Wei orcidid: 0000-0001-7608-7438 surname: Wang fullname: Wang, Wei email: wangwei@dlut.edu.cn organization: School of Control Science and Engineering, Dalian University of Technology, Dalian, China |
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| SubjectTerms | Algorithms Communications systems Cost function Economic models Generators Graph theory Heuristic algorithms IEEE 30-bus system Lagrange multiplier nonsmooth analysis optimal resource allocation Resource allocation Resource management Saddle points second-order continuous-time algorithm Smart grid Smart grids Stability analysis |
| Title | Second-Order Continuous-Time Algorithm for Optimal Resource Allocation in Power Systems |
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