Research Article

Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage

Volume: 32 Number: 6 October 8, 2026
EN

Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage

Abstract

This study investigates the integration of a phase change material (PCM) thermal storage tank with a ground-source heat pump (GSHP) system for residential heating in a cold-climate region (Erzurum, Türkiye) under a time-of-use (TOU) electricity pricing scheme. The configuration incorporating a PCM tank (ATP52) and a buffer tank was modeled using TRNSYS software to enhance energy storage during off-peak periods and reduce reliance on the grid during high-tariff hours. Nine different configurations were analyzed by varying the PCM mass fraction (75%, 100%, and 125%) and the charging set-point temperature, which was defined with respect to the PCM melting temperature. (Tmelting, Tmelting +2 °C, and Tmelting +5 °C). Simulation results show that PCM integration enables significant load shifting, reducing peak-period heat pump electricity use by up to 95% and lowering annual operating costs by 9% (from 163,848 TRY to 149.002 TRY), despite a 10% increase in total energy consumption. Consequently, annual electricity costs are reduced, with the highest savings observed in the PCM High–2 scenario. In addition, compared to a conventional water-based system, similar or greater economic benefits were achieved with a PCM tank volume of only 15 m3, versus the 50 m3 required for water storage. These results highlight the efficiency and economic advantages of PCM-based storage for optimizing building heating systems in cold climates under dynamic tariff structures.

Keywords

References

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Details

Primary Language

English

Subjects

Energy Generation, Conversion and Storage (Excl. Chemical and Electrical)

Journal Section

Research Article

Authors

Rafal Andrzejczyk This is me
Poland

Publication Date

October 8, 2026

Submission Date

July 18, 2025

Acceptance Date

January 22, 2026

Published in Issue

Year 2026 Volume: 32 Number: 6

APA
Acar, U., Çerçi, K. N., Kaşka, Ö., & Andrzejczyk, R. (2026). Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, 32(6), 1155-1166. https://doi.org/10.65206/pajes.47279
AMA
1.Acar U, Çerçi KN, Kaşka Ö, Andrzejczyk R. Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2026;32(6):1155-1166. doi:10.65206/pajes.47279
Chicago
Acar, Uğur, Kamil Neyfel Çerçi, Önder Kaşka, and Rafal Andrzejczyk. 2026. “Load Shifting and Operational Cost Optimization in Cold-Climate Ground Source Heat Pumps Using Phase Change Material (PCM) -Based Thermal Energy Storage”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 32 (6): 1155-66. https://doi.org/10.65206/pajes.47279.
EndNote
Acar U, Çerçi KN, Kaşka Ö, Andrzejczyk R (October 1, 2026) Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 32 6 1155–1166.
IEEE
[1]U. Acar, K. N. Çerçi, Ö. Kaşka, and R. Andrzejczyk, “Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage”, Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, vol. 32, no. 6, pp. 1155–1166, Oct. 2026, doi: 10.65206/pajes.47279.
ISNAD
Acar, Uğur - Çerçi, Kamil Neyfel - Kaşka, Önder - Andrzejczyk, Rafal. “Load Shifting and Operational Cost Optimization in Cold-Climate Ground Source Heat Pumps Using Phase Change Material (PCM) -Based Thermal Energy Storage”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 32/6 (October 1, 2026): 1155-1166. https://doi.org/10.65206/pajes.47279.
JAMA
1.Acar U, Çerçi KN, Kaşka Ö, Andrzejczyk R. Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2026;32:1155–1166.
MLA
Acar, Uğur, et al. “Load Shifting and Operational Cost Optimization in Cold-Climate Ground Source Heat Pumps Using Phase Change Material (PCM) -Based Thermal Energy Storage”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, vol. 32, no. 6, Oct. 2026, pp. 1155-66, doi:10.65206/pajes.47279.
Vancouver
1.Uğur Acar, Kamil Neyfel Çerçi, Önder Kaşka, Rafal Andrzejczyk. Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2026 Oct. 1;32(6):1155-66. doi:10.65206/pajes.47279