Araştırma Makalesi

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

Cilt: 32 Sayı: 6 8 Ekim 2026
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Load shifting and operational cost optimization in cold-climate ground source heat pumps using phase change material (PCM) -based thermal energy storage

Öz

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.

Anahtar Kelimeler

Kaynakça

  1. [1] Jakučionytė-Skodienė M, Krikštolaitis R, Liobikienė G. “The contribution of changes in climate-friendly behaviour, climate change concern and personal responsibility to household greenhouse gas emissions: Heating/cooling and transport activities in the European Union”. Energy, 246,123387, 2022.
  2. [2] Jakučionytė-Skodienė M, Krikštolaitis R, Liobikienė G. “Global Warming of 1.5 °C”. Geneva, Switzerland, Special Report, 2018.
  3. [3] International Energy Agency. “Heating”. https://www.iea.org/reports/heating (24.06.2026).
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  5. [5] Kutlu C, Zhang Y, Lyu Q, Su Y, Riffat S. “Direct-expansion solar-assisted heat pump coupled with crystallisation-controlled supercooled PCM for shifting building electricity demand”. Energy and Buildings, 301, 113660, 2023.
  6. [6] Cascone Y, Capozzoli A, Perino M. “Optimisation analysis of PCM-enhanced opaque building envelope components for the energy retrofitting of office buildings in Mediterranean climates”. Applied Energy, 211, 929-953, 2018.
  7. [7] Kumar VV. “Energy conservation of residential buildings in extreme climates with phase change material-aluminum radiation reflector cool roof”. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, 44(4), 9703-9715, 2022.
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Ayrıntılar

Birincil Dil

İngilizce

Konular

Enerji Üretimi, Dönüşüm ve Depolama (Kimyasal ve Elektiksel hariç)

Bölüm

Araştırma Makalesi

Yazarlar

Rafal Andrzejczyk Bu kişi benim
Poland

Yayımlanma Tarihi

8 Ekim 2026

Gönderilme Tarihi

18 Temmuz 2025

Kabul Tarihi

22 Ocak 2026

Yayımlandığı Sayı

Yıl 2026 Cilt: 32 Sayı: 6

Kaynak Göster

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, ve 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 (01 Ekim 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, ve 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, c. 32, sy 6, ss. 1155–1166, Eki. 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 (01 Ekim 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, vd. “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, c. 32, sy 6, Ekim 2026, ss. 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. 01 Ekim 2026;32(6):1155-66. doi:10.65206/pajes.47279