An Extended Integral Unit Commitment Formulation and an Iterative Algorithm for Convex Hull Pricing
To increase market transparency, independent system operators (ISOs) have been working on minimizing uplift payments based on convex hull pricing theorems. Along this direction, in this paper, based on the analysis of specific generator features in the Midcontinent ISO (MISO) system, besides reviewi...
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| Veröffentlicht in: | IEEE transactions on power systems Jg. 35; H. 6; S. 4335 - 4346 |
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| Sprache: | Englisch |
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IEEE
01.11.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 0885-8950, 1558-0679 |
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| Abstract | To increase market transparency, independent system operators (ISOs) have been working on minimizing uplift payments based on convex hull pricing theorems. Along this direction, in this paper, based on the analysis of specific generator features in the Midcontinent ISO (MISO) system, besides reviewing integral formulations for several special cases, we develop two integral formulations of a single generator that can capture these features. We then build a compact convex hull pricing formulation based on these integral formulations, which guarantees to obtain an exact convex hull price by solving a large-scale linear program. Meanwhile, to address the computational challenges caused by the large-scale MISO system, we propose innovative iterative algorithms with convergence properties, plus a complementary algorithm, to obtain an approximated convex hull price. The case studies on MISO instances with and without transmission constraints indicate that our algorithms lead to an exact convex hull price for all numerical studies and, the solutions can be obtained within 20 minutes. |
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| AbstractList | To increase market transparency, independent system operators (ISOs) have been working on minimizing uplift payments based on convex hull pricing theorems. Along this direction, in this paper, based on the analysis of specific generator features in the Midcontinent ISO (MISO) system, besides reviewing integral formulations for several special cases, we develop two integral formulations of a single generator that can capture these features. We then build a compact convex hull pricing formulation based on these integral formulations, which guarantees to obtain an exact convex hull price by solving a large-scale linear program. Meanwhile, to address the computational challenges caused by the large-scale MISO system, we propose innovative iterative algorithms with convergence properties, plus a complementary algorithm, to obtain an approximated convex hull price. The case studies on MISO instances with and without transmission constraints indicate that our algorithms lead to an exact convex hull price for all numerical studies and, the solutions can be obtained within 20 minutes. |
| Author | Chen, Yonghong Yu, Yanan Guan, Yongpei |
| Author_xml | – sequence: 1 givenname: Yanan orcidid: 0000-0002-1389-8265 surname: Yu fullname: Yu, Yanan email: yuyn@ufl.edu organization: University of Florida, Gainesville, FL, USA – sequence: 2 givenname: Yongpei orcidid: 0000-0002-6587-7730 surname: Guan fullname: Guan, Yongpei email: guan@ise.ufl.edu organization: University of Florida, Gainesville, FL, USA – sequence: 3 givenname: Yonghong orcidid: 0000-0001-9552-1308 surname: Chen fullname: Chen, Yonghong email: chen_yh01@hotmail.com organization: MISO, Carmel, IN, USA |
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| SubjectTerms | Algorithms Computational geometry Convex hull pricing Convexity Generators Integral equations integral formulation Integrals iterative algorithm Iterative algorithms Iterative methods MISO (control systems) Operators (mathematics) Pricing Unit commitment Uplift |
| Title | An Extended Integral Unit Commitment Formulation and an Iterative Algorithm for Convex Hull Pricing |
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