LAPSE:2023.22175
Published Article
LAPSE:2023.22175
A Qualitative Control Approach to Reduce Energy Costs of Hybrid Energy Systems: Utilizing Energy Price and Weather Data
Mehdi Taebnia, Marko Heikkilä, Janne Mäkinen, Jenni Kiukkonen-Kivioja, Jouko Pakanen, Jarek Kurnitski
March 23, 2023
Abstract
Nowadays, many buildings are equipped with various energy sources. The challenge is how to efficiently utilize their energy production. This includes decreasing the share and costs of external energy—usually electrical energy delivered from the grid. The following study presents a qualitative approach with a combined control to solve the problem. The approach is demonstrated using a simulated residential building equipped with a hybrid energy system: a thermal energy storage combined with an electrical heater, a geothermal heat pump and a solar thermal collector. Consequently, the share of renewable energy was increased and, conversely, costs of the external energy from grid decreased by 12.2%. The results were based on a qualitative approach and the algorithm which predicts the need of energy of the building over the next 6 h with the aid of weather forecasting. This approach included a storage tank of 300 L. The energy costs can be further decreased 7.7% by increasing thermal storage capacity and modifying the control algorithm. In all cases, the indoor conditions were kept at a comfortable level. However, if the room temperature is temporarily allowed to slightly drop a few degrees during the heating season, the energy costs were further reduced.
Keywords
building energy simulation, electrical heater, Energy Storage, geothermal heat pump, load shifting, price responsive, qualitative modelling, Renewable and Sustainable Energy, solar collector
Suggested Citation
Taebnia M, Heikkilä M, Mäkinen J, Kiukkonen-Kivioja J, Pakanen J, Kurnitski J. A Qualitative Control Approach to Reduce Energy Costs of Hybrid Energy Systems: Utilizing Energy Price and Weather Data. (2023). LAPSE:2023.22175
Author Affiliations
Taebnia M: Department of Civil Engineering, School of Engineering, Aalto University, PO Box 12100, FI-00076 Aalto, Finland
Heikkilä M: Sweco AB, Ilmalanportti 2, 00240 Helsinki, Finland
Mäkinen J: FCG Finnish Consulting Group Oy, PO Box 950, 00601 Helsinki, Finland
Kiukkonen-Kivioja J: Sweco AB, Ilmalanportti 2, 00240 Helsinki, Finland
Pakanen J: Department of Civil Engineering, School of Engineering, Aalto University, PO Box 12100, FI-00076 Aalto, Finland
Kurnitski J: Department of Civil Engineering, School of Engineering, Aalto University, PO Box 12100, FI-00076 Aalto, Finland; Department of Civil Engineering and Architecture, Tallinn University of Technology, Ehitajate tee 5, 19086 Tallinn, Estonia [ORCID]
Journal Name
Energies
Volume
13
Issue
6
Article Number
E1401
Year
2020
Publication Date
2020-03-17
ISSN
1996-1073
Version Comments
Original Submission
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PII: en13061401, Publication Type: Journal Article
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LAPSE:2023.22175
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https://doi.org/10.3390/en13061401
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Mar 23, 2023
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