LAPSE:2023.24816
Published Article
LAPSE:2023.24816
Implementation of Different PV Forecast Approaches in a MultiGood MicroGrid: Modeling and Experimental Results
March 28, 2023
Abstract
Microgrids represent a flexible way to integrate renewable energy sources with programmable generators and storage systems. In this regard, a synergic integration of those sources is crucial to minimize the operating cost of the microgrid by efficient storage management and generation scheduling. The forecasts of renewable generation can be used to attain optimal management of the controllable units by predictive optimization algorithms. This paper introduces the implementation of a two-layer hierarchical energy management system for islanded photovoltaic microgrids. The first layer evaluates the optimal unit commitment, according to the photovoltaic forecasts, while the second layer deals with the power-sharing in real time, following as close as possible the daily schedule provided by the upper layer while balancing the forecast errors. The energy management system is experimentally tested at the Multi-Good MicroGrid Laboratory under three different photovoltaic forecast models: (i) day-ahead model, (ii) intraday corrections and (iii) nowcasting technique. The experimental study demonstrates the capability of the proposed management system to operate an islanded microgrid in safe conditions, even with inaccurate day-ahead photovoltaic forecasts.
Keywords
energy management system, microgrid, mixed-integer linear programming, photovoltaic (PV) forecast, photovoltaic energy
Suggested Citation
Polimeni S, Nespoli A, Leva S, Valenti G, Manzolini G. Implementation of Different PV Forecast Approaches in a MultiGood MicroGrid: Modeling and Experimental Results. (2023). LAPSE:2023.24816
Author Affiliations
Polimeni S: Dipartimento di Energia, Politecnico di Milano, Via Lambruschini 4, 20156 Milano, Italy
Nespoli A: Dipartimento di Energia, Politecnico di Milano, Via Lambruschini 4, 20156 Milano, Italy [ORCID]
Leva S: Dipartimento di Energia, Politecnico di Milano, Via Lambruschini 4, 20156 Milano, Italy [ORCID]
Valenti G: Dipartimento di Energia, Politecnico di Milano, Via Lambruschini 4, 20156 Milano, Italy [ORCID]
Manzolini G: Dipartimento di Energia, Politecnico di Milano, Via Lambruschini 4, 20156 Milano, Italy [ORCID]
Journal Name
Processes
Volume
9
Issue
2
First Page
323
Year
2021
Publication Date
2021-02-09
ISSN
2227-9717
Version Comments
Original Submission
Other Meta
PII: pr9020323, Publication Type: Journal Article
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LAPSE:2023.24816
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https://doi.org/10.3390/pr9020323
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Mar 28, 2023
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CC BY 4.0
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Mar 28, 2023
 
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