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Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production
Biogas plants have the great advantage that they produce electricity according to demand and can thus compensate for fluctuating production from weather-dependent sources such as wind power and photovoltaics. A prerequisite for flexible biogas plant operation is a suitable feeding strategy for an ad...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9024721/ https://www.ncbi.nlm.nih.gov/pubmed/35456854 http://dx.doi.org/10.3390/microorganisms10040804 |
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author | Dittmer, Celina Ohnmacht, Benjamin Krümpel, Johannes Lemmer, Andreas |
author_facet | Dittmer, Celina Ohnmacht, Benjamin Krümpel, Johannes Lemmer, Andreas |
author_sort | Dittmer, Celina |
collection | PubMed |
description | Biogas plants have the great advantage that they produce electricity according to demand and can thus compensate for fluctuating production from weather-dependent sources such as wind power and photovoltaics. A prerequisite for flexible biogas plant operation is a suitable feeding strategy for an adjusted conversion of biomass into biogas. This research work is the first to demonstrate a practical, integrated model predictive control (MPC) for load-flexible, demand-orientated biogas production and the results show promising options for practical application on almost all full-scale biogas plants with no or only minor adjustments to the standardly existing measurement technology. Over an experimental period of 36 days, the biogas production of a full-scale plant was adjusted to the predicted electricity demand of a “real-world laboratory”. Results with a mean absolute percentage error (MAPE) of less than 20% when comparing biogas demand and production were consistently obtained. |
format | Online Article Text |
id | pubmed-9024721 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-90247212022-04-23 Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production Dittmer, Celina Ohnmacht, Benjamin Krümpel, Johannes Lemmer, Andreas Microorganisms Article Biogas plants have the great advantage that they produce electricity according to demand and can thus compensate for fluctuating production from weather-dependent sources such as wind power and photovoltaics. A prerequisite for flexible biogas plant operation is a suitable feeding strategy for an adjusted conversion of biomass into biogas. This research work is the first to demonstrate a practical, integrated model predictive control (MPC) for load-flexible, demand-orientated biogas production and the results show promising options for practical application on almost all full-scale biogas plants with no or only minor adjustments to the standardly existing measurement technology. Over an experimental period of 36 days, the biogas production of a full-scale plant was adjusted to the predicted electricity demand of a “real-world laboratory”. Results with a mean absolute percentage error (MAPE) of less than 20% when comparing biogas demand and production were consistently obtained. MDPI 2022-04-12 /pmc/articles/PMC9024721/ /pubmed/35456854 http://dx.doi.org/10.3390/microorganisms10040804 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Dittmer, Celina Ohnmacht, Benjamin Krümpel, Johannes Lemmer, Andreas Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production |
title | Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production |
title_full | Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production |
title_fullStr | Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production |
title_full_unstemmed | Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production |
title_short | Model Predictive Control: Demand-Orientated, Load-Flexible, Full-Scale Biogas Production |
title_sort | model predictive control: demand-orientated, load-flexible, full-scale biogas production |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9024721/ https://www.ncbi.nlm.nih.gov/pubmed/35456854 http://dx.doi.org/10.3390/microorganisms10040804 |
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