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| Title: | Convex hull model for a single-unit commitment problem with pumped hydro storage unit | Authors: | Qu, M Ding, T Sun, Y Mu, C Pan, K Shahidehpour, M |
Issue Date: | Sep-2023 | Source: | IEEE transactions on power systems, Sept. 2023, v. 38, no. 5, p. 4867-4880 | Abstract: | The single-unit commitment (1UC) aims at maximizing the payoff within a time series of given electricity prices. 1UC is subject to generation constraints, which is formulated as a mixed-integer programming (MIP) optimization problem. To reduce the computational complexity of PSU-1UC, this paper constructs the convex hull of PSU-1UC. Focusing on the possible combinations of generating and pumping time intervals, we first establish a dynamic program (DP) model which is solved in polynomial time. Second, a set of public variables were defined to describe the coupling relationship between different consecutive time intervals. Then, we reformulate the DP model into a linear programming (LP) model in a higher-dimensional space, which provides the convex hull formulation of PSU-1UC. Finally, we theoretically prove that the optimal solutions of the proposed convex hull model and the original MIP are the same. The exponential time complexity of PSU-1UC is reduced to polynomial time complexity, which will speed up the PSU self-scheduling/bidding problems and the decomposed algorithm for large-scale hydrothermal UC problems. Numerical experiments demonstrate the effectiveness and efficiency of the proposed model for PSU-1UC. | Keywords: | Convex hull Lagrangian Relaxation Pumped hydro storage units Single unit commitment |
Publisher: | Institute of Electrical and Electronics Engineers | Journal: | IEEE transactions on power systems | ISSN: | 0885-8950 | EISSN: | 1558-0679 | DOI: | 10.1109/TPWRS.2022.3215463 | Rights: | © 2022 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, Y. Sun, C. Mu, K. Pan and M. Shahidehpour, "Convex Hull Model for a Single-Unit Commitment Problem With Pumped Hydro Storage Unit," in IEEE Transactions on Power Systems, vol. 38, no. 5, pp. 4867-4880, Sept. 2023 is available at https://dx.doi.org/10.1109/TPWRS.2022.3215463. |
| Appears in Collections: | Journal/Magazine Article |
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| File | Description | Size | Format | |
|---|---|---|---|---|
| Qu_Convex_Hull_Model.pdf | Pre-Published version | 1.41 MB | Adobe PDF | View/Open |
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