Effect of modelling choices in the unit commitment problem

Rogier Wuijts*, Marjan van den Akker, Machteld van den Broek

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

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.
Original languageEnglish
Pages (from-to)1-63
Number of pages63
JournalEnergy Systems
Volume15
Issue number1
Early online date2023
DOIs
Publication statusPublished - 2024

Bibliographical note

Publisher Copyright:
© The Author(s) 2023.

Funding

FundersFunder number
Dutch Research Council (NWO)647.003.005

    Keywords

    • Model relaxations
    • Power system modeling
    • Unit commitment problem

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