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Title: | Linearization method for large-scale hydro-thermal security-constrained unit commitment | Authors: | Qu, M Ding, T Mu, C Zhang, X Pan, K Shahidehpour, M |
Issue Date: | Apr-2024 | Source: | IEEE transactions on automation science and engineering, Apr. 2024, v. 21, no. 2, p. 1754-1766 | Abstract: | Security-constrained unit commitment (SCUC) is one of the most fundamental optimization problems in power systems. The objective of SCUC is to minimize the operating cost while respecting both system-wide and generator-specific constraints. It leads to a large-scale and mixed-integer programming (MIP) model with a large number of binary decision variables which is difficult to solve. This paper, based on the convex hull theory of single-unit, proposes a linearization method for the hydro-thermal SCUC problem with decoupled thermal units and variable-head hydro units. Then, the strategy of embedding two types of convex hulls in a multi-unit commitment and the heuristic method of constructing a feasible solution are designed, by which the multi-UC is approximated from large-scale mixed-integer programming to linear programming that can be solved in polynomial time. Finally, we theoretically prove that the optimal solution of the proposed LP model is always better than that of the Lagrangian Relaxation model. Numerical experiments on several large-scale test systems demonstrate the effectiveness and efficiency of the proposed method. | Keywords: | Security-constrained unit commitment (SCUC) Convex hull Hydro-thermal units Lagrangian relaxation |
Publisher: | Institute of Electrical and Electronics Engineers | Journal: | IEEE transactions on automation science and engineering | ISSN: | 1545-5955 | EISSN: | 1558-3783 | DOI: | 10.1109/TASE.2023.3241491 | Rights: | © 2023 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The following publication M. Qu, T. Ding, C. Mu, X. Zhang, K. Pan and M. Shahidehpour, "Linearization Method for Large-Scale Hydro-Thermal Security-Constrained Unit Commitment," in IEEE Transactions on Automation Science and Engineering, vol. 21, no. 2, pp. 1754-1766, April 2024 is available at https://dx.doi.org/10.1109/TASE.2023.3241491. |
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Qu_Linearization_Large-Scale_Hydro-Thermal.pdf | Pre-Published version | 1.53 MB | Adobe PDF | View/Open |
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