Effect of modelling choices in the unit commitment problem

Publication date

2024

Authors

Wuijts, RogierISNI 0000000492798549
van den Akker, MarjanORCID 0000-0002-7114-0655ISNI 0000000389782477
van den Broek, M.A.ORCID 0000-0003-1028-1742ISNI 0000000396870440

Editors

Advisors

Supervisors

Document Type

Article
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License

cc_by

Abstract

In power system studies the unit commitment problem (UC) is solved to support market decisions and assess system adequacy. Simplifications are made to solve the UC faster, but they are made without considering the consequences on solution quality. In this study we thoroughly investigated the impacts of simplifications on solution quality and computation time on a benchmark set consisting of almost all the available instances in the literature. We found that omitting the minimum up- and downtime and simplifying the startup cost resulted in a significant quality loss without reducing the computation time. Omitting reserve requirements, ramping limits and transmission limits reduced the computation time, but degraded the solution significantly. However, the linear relaxation resulted in less quality loss with a significant speed-up and resulted in no difference when unserved energy was minimized. Finally, we found that the average and maximum capacity factor difference is large for all model variants.

Keywords

Model relaxations, Power system modeling, Unit commitment problem, General Energy, Economics and Econometrics, Modelling and Simulation

Citation

Wuijts, R, van den Akker, M & van den Broek, M 2024, 'Effect of modelling choices in the unit commitment problem', Energy Systems, vol. 15, no. 1, pp. 1-63. https://doi.org/10.1007/s12667-023-00564-5