A novel container-based approach for integrating solar forecast in real-time simulation and model predictive control

This paper presents an interdisciplinary, novel approach for incorporating day-ahead solar forecast obtained using numeric models into a real-time simulation framework for low-voltage microgrid analysis. The solar forecast data were integrated into the grid simulation at the information, communication, and function levels, utilising the data model and communication structure defined in the international standard IEC 61850. Given the forecast of solar power and a reference trajectory defined by the upper-level grid management system over a sliding predictive time window, a model predictive control scheme has been implemented to compute control setpoints for solar curtailment in a simplified simulation scenario, regardless of the power flow over lines. In the virtualised environment with decentralised intelligent controllers in containers, the control setpoints are communicated between the IEC 61850 client and server and implemented as measures for solar peak-shaving. The test results showed that the model predictive control scheme outperformed trivial linear control methods, suggesting that the container-based virtualisation concept has the potential to be further exploited for practical use cases at the utility and energy market level, and the IEC 61850 standard could be a feasible solution in terms of grid communication and forecast integration.

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Publication Details

Journal
IET conference proceedings.
Published
2025-01-01
DOI
https://doi.org/10.1049/icp.2024.2022
Citations
1
Primary Topic
Global Energy and Sustainability Research
Type
article
Field-Weighted Citation Impact
0.36
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article

A novel container-based approach for integrating solar forecast in real-time simulation and model predictive control

Karsten Urban, Jozef Rusnák, Shuo Chen, Gerd Heilscher
1 citations
IET conference proceedings.
Global Energy and Sustainability Research
0.36
article

A novel container-based approach for integrating solar forecast in real-time simulation and model predictive control

Karsten Urban, Jozef Rusnák, Shuo Chen, Gerd Heilscher
article en
1 citations

Abstract

This paper presents an interdisciplinary, novel approach for incorporating day-ahead solar forecast obtained using numeric models into a real-time simulation framework for low-voltage microgrid analysis. The solar forecast data were integrated into the grid simulation at the information, communication, and function levels, utilising the data model and communication structure defined in the international standard IEC 61850. Given the forecast of solar power and a reference trajectory defined by the upper-level grid management system over a sliding predictive time window, a model predictive control scheme has been implemented to compute control setpoints for solar curtailment in a simplified simulation scenario, regardless of the power flow over lines. In the virtualised environment with decentralised intelligent controllers in containers, the control setpoints are communicated between the IEC 61850 client and server and implemented as measures for solar peak-shaving. The test results showed that the model predictive control scheme outperformed trivial linear control methods, suggesting that the container-based virtualisation concept has the potential to be further exploited for practical use cases at the utility and energy market level, and the IEC 61850 standard could be a feasible solution in terms of grid communication and forecast integration.

IET conference proceedings.Vol. 2024(5)
Universität Ulm (DE), GeoModel Solar (Slovakia) (SK), Technische Hochschule Ulm (DE)
Affordable and clean energy
Openalex Percentile: Top 47%
Global Energy and Sustainability Research
0.36
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