Hierarchical model predictive control for energy management of power-to-X systems

Oguzhan Kaya; Els Van Der Roest; Dirk Vries; Tamas Keviczky

doi:10.1109/ISGT-Europe47291.2020.9248892

Hierarchical model predictive control for energy management of power-to-X systems

Oguzhan Kaya, Els Van Der Roest, Dirk Vries, Tamas Keviczky

Team Tamas Keviczky

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

3 Citations (Scopus)

91 Downloads (Pure)

Abstract

This paper presents the application of Hierarchical Model Predictive Control (HMPC) as an energy management framework for a multi-timescale mixed-energy system, i.e., Power-to-X (PtX). The goal of the energy managing controller is to minimize an economic objective by determining the energy flows within the system. HMPC enables a long-term scheduling solution to anticipate ahead of the seasonal energy mismatches occurring in PtX systems. This paper presents a novel approach to couple the separate control layers in the hierarchy by heuristic assignment to fully employ the PtX fundamentals in the controller design. Simulation results based on historical data of the Dutch energy sector show the suitability of HMPC and its superiority over a rule-based control approach. The proposed controller may, however, also be used for any configuration of multi-timescale mixed-energy systems dealing with temporal energy mismatches.

Original language	English
Title of host publication	Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020
Place of Publication	Piscataway, NJ, USA
Publisher	IEEE
Pages	1094-1098
ISBN (Electronic)	978-1-7281-7100-5
DOIs	https://doi.org/10.1109/ISGT-Europe47291.2020.9248892
Publication status	Published - 2020
Event	10th IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020 - Virtual/online event due to COVID-19, Delft, Netherlands Duration: 26 Oct 2020 → 28 Oct 2020 Conference number: 10 https://ieee-isgt-europe.org/

Conference

Conference	10th IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020
Abbreviated title	ISGT-Europe 2020
Country/Territory	Netherlands
City	Delft
Period	26/10/20 → 28/10/20
Other	Virtual/online event due to COVID-19
Internet address	https://ieee-isgt-europe.org/

Bibliographical note

Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

Keywords

Economic Dispatch
Model Predictive Control
Multi-Energy Systems
Multi-Time Scale
Power to X

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Hierarchical_Model_Predictive_Control_for_Energy_Management_of_Power-to-X_SystemsFinal published version, 489 KB

Cite this

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title = "Hierarchical model predictive control for energy management of power-to-X systems",

abstract = "This paper presents the application of Hierarchical Model Predictive Control (HMPC) as an energy management framework for a multi-timescale mixed-energy system, i.e., Power-to-X (PtX). The goal of the energy managing controller is to minimize an economic objective by determining the energy flows within the system. HMPC enables a long-term scheduling solution to anticipate ahead of the seasonal energy mismatches occurring in PtX systems. This paper presents a novel approach to couple the separate control layers in the hierarchy by heuristic assignment to fully employ the PtX fundamentals in the controller design. Simulation results based on historical data of the Dutch energy sector show the suitability of HMPC and its superiority over a rule-based control approach. The proposed controller may, however, also be used for any configuration of multi-timescale mixed-energy systems dealing with temporal energy mismatches.",

keywords = "Economic Dispatch, Model Predictive Control, Multi-Energy Systems, Multi-Time Scale, Power to X",

author = "Oguzhan Kaya and {Van Der Roest}, Els and Dirk Vries and Tamas Keviczky",

note = "Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.; 10th IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020, ISGT-Europe 2020 ; Conference date: 26-10-2020 Through 28-10-2020",

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doi = "10.1109/ISGT-Europe47291.2020.9248892",

language = "English",

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booktitle = "Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020",

publisher = "IEEE",

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Kaya, O, Van Der Roest, E, Vries, D & Keviczky, T 2020, Hierarchical model predictive control for energy management of power-to-X systems. in Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020. IEEE, Piscataway, NJ, USA, pp. 1094-1098, 10th IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020, Delft, Netherlands, 26/10/20. https://doi.org/10.1109/ISGT-Europe47291.2020.9248892

Hierarchical model predictive control for energy management of power-to-X systems. / Kaya, Oguzhan; Van Der Roest, Els; Vries, Dirk et al.
Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2020. Piscataway, NJ, USA: IEEE, 2020. p. 1094-1098.

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

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ER -

Hierarchical model predictive control for energy management of power-to-X systems

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Keywords

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