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Reducing energy system model distortions from unintended storage cycling through variable costs

Energy system models are used for policy decisions and technology designs. If not carefully used, models give implausible outputs and mislead decision-making. One implausible effect is “unintended storage cycling”, which is observable as simultaneous storage charging and discharging. Methods to remo...

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Detalles Bibliográficos
Autores principales: Parzen, Maximilian, Kittel, Martin, Friedrich, Daniel, Kiprakis, Aristides
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9804105/
https://www.ncbi.nlm.nih.gov/pubmed/36594028
http://dx.doi.org/10.1016/j.isci.2022.105729
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author Parzen, Maximilian
Kittel, Martin
Friedrich, Daniel
Kiprakis, Aristides
author_facet Parzen, Maximilian
Kittel, Martin
Friedrich, Daniel
Kiprakis, Aristides
author_sort Parzen, Maximilian
collection PubMed
description Energy system models are used for policy decisions and technology designs. If not carefully used, models give implausible outputs and mislead decision-making. One implausible effect is “unintended storage cycling”, which is observable as simultaneous storage charging and discharging. Methods to remove such misleading effects exist, but are computationally inefficient and sometimes ineffective. Through 124 simulations, we find that determining appropriate levels of variable costs depends on the variable cost allocation to certain components and the solver accuracy used for the optimization. For the latter, if the accuracy is set too loosely, the solver prevents the removal of unintended storage cycling. We further provide a list of recommended variable cost model inputs as well as a minimum threshold that can significantly reduce the magnitude and likeliness of unintended storage cycling. Finally, our results suggest that our approach can remove other similar misleading effects such as unintended line cycling or sector cycling.
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spelling pubmed-98041052023-01-01 Reducing energy system model distortions from unintended storage cycling through variable costs Parzen, Maximilian Kittel, Martin Friedrich, Daniel Kiprakis, Aristides iScience Article Energy system models are used for policy decisions and technology designs. If not carefully used, models give implausible outputs and mislead decision-making. One implausible effect is “unintended storage cycling”, which is observable as simultaneous storage charging and discharging. Methods to remove such misleading effects exist, but are computationally inefficient and sometimes ineffective. Through 124 simulations, we find that determining appropriate levels of variable costs depends on the variable cost allocation to certain components and the solver accuracy used for the optimization. For the latter, if the accuracy is set too loosely, the solver prevents the removal of unintended storage cycling. We further provide a list of recommended variable cost model inputs as well as a minimum threshold that can significantly reduce the magnitude and likeliness of unintended storage cycling. Finally, our results suggest that our approach can remove other similar misleading effects such as unintended line cycling or sector cycling. Elsevier 2022-12-07 /pmc/articles/PMC9804105/ /pubmed/36594028 http://dx.doi.org/10.1016/j.isci.2022.105729 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Parzen, Maximilian
Kittel, Martin
Friedrich, Daniel
Kiprakis, Aristides
Reducing energy system model distortions from unintended storage cycling through variable costs
title Reducing energy system model distortions from unintended storage cycling through variable costs
title_full Reducing energy system model distortions from unintended storage cycling through variable costs
title_fullStr Reducing energy system model distortions from unintended storage cycling through variable costs
title_full_unstemmed Reducing energy system model distortions from unintended storage cycling through variable costs
title_short Reducing energy system model distortions from unintended storage cycling through variable costs
title_sort reducing energy system model distortions from unintended storage cycling through variable costs
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9804105/
https://www.ncbi.nlm.nih.gov/pubmed/36594028
http://dx.doi.org/10.1016/j.isci.2022.105729
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