A data-driven evaluating method on the defrosting effect of the air source heat pump system in Beijing
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Researchers have primarily focused on defrosting time and energy consumption for individual cycles.
“When investigating defrosting methods for the ASHP, researchers have primarily focused on defrosting time and energy consumption for individual cycles. [12,18,22,26,84 -86].”
From Enhancing heat-exchanger performance in frost conditions via superhydrophobic surface modification (2024) · cites this paper as [84]
Cites
Review on Methods to Fix Number of Hidden Neurons in Neural Networks
Sheela, K. G., & Deepa, S. N. (2013) · Mathematical Problems in Engineering · doi:10.1155/2013/425740 · Cited by 950 · see citing works
General review of ground-source heat pump systems for heating and cooling of buildings
Sârbu, I., & Sebarchievici, C. (2013) · Energy and Buildings · doi:10.1016/j.enbuild.2013.11.068 · Cited by 679 · see citing works
Review on improvement for air source heat pump units during frosting and defrosting
Song, M., Deng, S., Dang, C., Mao, N., & Wang, Z. (2018) · Applied Energy · doi:10.1016/j.apenergy.2017.12.022 · Cited by 384 · see citing works
Self-citationAir Source Heat Pumps field studies: A systematic literature review
Carroll, P., Chesser, M., & Lyons, P. F. (2020) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.110275 · Cited by 281 · see citing works
Dong, J., Deng, S., Jiang, Y., Xia, L., & Yao, Y. (2011) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2011.11.052 · Cited by 189 · see citing works
Wang, W., Xiao, J., Guo, Q. C., Lu, W. P., & Feng, Y. C. (2011) · Applied Energy · doi:10.1016/j.apenergy.2011.05.047 · Cited by 130 · see citing works
Developing a new frosting map to guide defrosting control for air-source heat pump units
Zhu, J. H., Sun, Y. Y., Wang, W., Deng, S. M., Ge, Y. J., & Li, L. T. (2015) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2015.06.076 · Cited by 127 · see citing works
Jiang, Y., Dong, J., Qu, M., Deng, S., & Yao, Y. (2013) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2013.05.016 · Cited by 108 · see citing works
Song, M., Dang, C., Higashi, T., & Hihara, E. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.110103 · Cited by 91 · see citing works
‘Coal-to-electricity’ project is ongoing in north China
Xu, S., Wang, Y., Niu, J., & Guoyuan, M. (2019) · Energy · doi:10.1016/j.energy.2019.116525 · Cited by 86 · see citing works
Eom, Y. H., Chung, Y., Park, M., Hong, S. B., & Kim, M. S. (2021) · Energy · doi:10.1016/j.energy.2021.120542 · Cited by 81 · see citing works
Approximation capability of two hidden layer feedforward neural networks with fixed weights
Guliyev, N. J., & Ismailov, V. E. (2018) · Neurocomputing · doi:10.1016/j.neucom.2018.07.075 · Cited by 73 · see citing works
Model predictive control for the operation of a transcritical CO2 air source heat pump water heater
Wang, W., Zhao, Z., Zhou, Q., Qiao, Y., & Cao, F. (2021) · Applied Energy · doi:10.1016/j.apenergy.2021.117339 · Cited by 72 · see citing works
The impact of climate change on air source heat pumps
Congedo, P. M., Baglivo, C., D’Agostino, D., & Mazzeo, D. (2022) · Energy Conversion and Management · doi:10.1016/j.enconman.2022.116554 · Cited by 70 · see citing works
Ge, Y., Sun, Y., Wang, W., Zhu, J., Li, L., & Liu, J. (2016) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2015.07.004 · Cited by 68 · see citing works
Xiao, J., Wang, W., Zhao, Y. H., & Zhang, F.-R. (2009) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2009.02.014 · Cited by 65 · see citing works
Wu, P., Wang, Z., Li, X., Xu, Z., Yang, Y., & Yang, Q. (2020) · Building and Environment · doi:10.1016/j.buildenv.2020.107029 · Cited by 65 · see citing works
Self-citationWei, W., Ni, L., Li, S., Wang, W., Yao, Y., Xu, L., & Yang, Y. (2020) · Renewable Energy · doi:10.1016/j.renene.2020.07.087 · Cited by 54 · see citing works
Wang, W., Cui, Y., Sun, Y.-Y., Deng, S., Wu, X.-H., & Liang, S. (2019) · Energy and Buildings · doi:10.1016/j.enbuild.2018.12.009 · Cited by 52 · see citing works
Zhang, L., Dong, J.-K., Jiang, Y.-Q., Deng, S., & Huang, S. (2018) · Energy and Buildings · doi:10.1016/j.enbuild.2017.12.035 · Cited by 47 · see citing works
Xiao, J., Wang, W., Guo, Q., & Zhao, Y. (2010) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2010.03.002 · Cited by 45 · see citing works
Chung, Y., Na, S., Choi, J., & Kim, M. S. (2019) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2019.04.002 · Cited by 36 · see citing works
Li, Z.-Y., Wang, W., Sun, Y.-Y., Liang, S., Deng, S., Lin, Y., & Wu, X.-H. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.110064 · Cited by 35 · see citing works
Wang, W., Zhou, Q., Tian, G., Wang, Y., Zhao, Z., & Cao, F. (2021) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2021.04.001 · Cited by 35 · see citing works
Chen, S.-L., Chen, K., Zhu, X., Jin, X.-Q., & Du, Z.-M. (2022) · Applied Energy · doi:10.1016/j.apenergy.2022.119702 · Cited by 31 · see citing works
Wang, F., Liang, C.-H., Yang, W.-B., & Zhang, X. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.110134 · Cited by 30 · see citing works
Performance analysis of a R134a/CO2 cascade heat pump in severe cold regions of China
Zhang, H., Geng, X., Shao, S., Si, C., & Wang, Z. (2021) · Energy · doi:10.1016/j.energy.2021.122651 · Cited by 28 · see citing works
Self-citationAnalysis on key influence factors of air source heat pumps with field monitored data in Beijing
Xu, Z., Zhao, W., Shao, S., Wang, Z., Xu, W. F., Li, H., Wang, Y., Wang, W., Yang, Q., & Xu, C. (2021) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2021.101642 · Cited by 27 · see citing works
Self-citationA novel defrosting control strategy with image processing technique and fractal theory
Miao, H.-F., Yang, X., Yin, D.-Z., Zheng, W.-D., Zhang, H., Zhang, S., & Liu, Z. (2022) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2022.03.002 · Cited by 24 · see citing works
Bai, X., Liu, S., Deng, S., Zhang, L., & Wei, M. (2023) · Energy and Buildings · doi:10.1016/j.enbuild.2023.113136 · Cited by 21 · see citing works
Xu, Y., Xie, Y., Wang, X., Shen, X., Song, M., & Hang, W. (2023) · Energy and Buildings · doi:10.1016/j.enbuild.2023.113173 · Cited by 17 · see citing works
Zhu, J., Sun, H., Liu, X.-H., Sun, Z.-L., & Lei, Z. (2022) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2022.06.031 · Cited by 15 · see citing works
Sun, H., Zhu, J., Liu, X.-H., Sun, Z., & Lei, Z. (2022) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2022.03.023 · Cited by 13 · see citing works
Division of Frosting Type and Frosting Degree of the Air Source Heat Pump for Heating in China
Tang, R., Wang, F., Wang, Z., & Yang, W.-B. (2021) · Frontiers in Energy Research · doi:10.3389/fenrg.2021.708478 · Cited by 12 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Ma, L., Sun, Y., Wang, F., Wang, M., Zhang, S., & Wang, Z. (2025) · Applied Energy · doi:10.1016/j.apenergy.2024.124358 · Cited by 54 · see citing works
Self-citationHuang, C., Shao, S., Wang, N., Guo, Y., & Wu, W. (2024) · Energy · doi:10.1016/j.energy.2024.132325 · Cited by 48 · see citing works
Self-citationGuo, Y., Wang, N., Shao, S., Huang, C., Zhang, Z., Li, X., & Wang, Y. (2024) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2024.114804 · Cited by 43 · see citing works
Self-citationLi, Z., Sun, Y., Wang, W., & Wei, W. (2025) · Energy and Buildings · doi:10.1016/j.enbuild.2025.115370 · Cited by 32 · see citing works
Sarmiento, A. P., de Sá Sarmiento, F. I. P., Shooshtari, A., & Ohadi, M. (2024) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2024.123680 · Cited by 29 · see citing works
Chen, L., Wang, W., Yang, X., Liu, H., & Ou, R. H. (2024) · Energy and Buildings · doi:10.1016/j.enbuild.2024.114689 · Cited by 22 · see citing works
Zhao, H., Li, P., Li, J., Liu, Z., Sang, Y., Ye, T., & Zheng, W. (2024) · Applied Energy · doi:10.1016/j.apenergy.2024.124444 · Cited by 21 · see citing works
Masiukiewicz, M., Tańczuk, M., Anweiler, S., Streckienė, G., & Boldyryev, S. (2024) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2024.124627 · Cited by 21 · see citing works
Enhancing heat-exchanger performance in frost conditions via superhydrophobic surface modification
He, H., Zhou, X., Lyu, N., Wang, F., Liang, C., & Zhang, X. (2024) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2024.122914 · Cited by 19 · see citing works
Klingebiel, J., Höges, C., Göbel, S., Bannmüller, P., Boelsen, T., Venzik, V., Vering, C., & Müller, D. (2025) · Energy · doi:10.1016/j.energy.2025.135871 · Cited by 19 · see citing works
Klingebiel, J., Höges, C., Horst, J., Nießen, O., Venzik, V., Vering, C., & Müller, D. (2025) · Applied Energy · doi:10.1016/j.apenergy.2025.126400 · Cited by 14 · see citing works
A visual defrosting control method for air source heat pump system based on machine vision
Zhao, H., Liu, Z., Sang, Y., Chang, J., Zheng, X., Jurasz, J., & Zheng, W. (2024) · Energy · doi:10.1016/j.energy.2024.131778 · Cited by 12 · see citing works
Experimental study on defrosting multi outdoor units in turn for air source heat pump using hot gas
Li, X., Ma, G., Lu, T., Gao, L., Rong, W., Gong, Y., & Xu, S. (2025) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2025.03.007 · Cited by 6 · see citing works
Tan, Y., Wei, W., Wang, W., Sun, Y., Wang, S., Li, Z., Li, Z., Tang, R., Zhang, C., & Wei, S. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.127235 · Cited by 5 · see citing works
Munk, P. L., Marsik, T., Truffer-Moudra, D., Stevens, V., Dennehy, C. J. S., Winkler, J., & Strunk, R. T. (2026) · Energies · doi:10.3390/en19030733 · Cited by 4 · see citing works
Shan, L., Wu, Q., Wang, M., Zhang, H., Li, W., Guo, Y., Shao, S., Chen, Z., & Liang, Y. (2025) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2025.10.026 · Cited by 3 · see citing works
Self-citationDing, S., Zhang, Y., Zhang, Z., Zhang, G., & Tian, M. (2025) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2025.127787 · Cited by 2 · see citing works
Guo, Y., Chen, Z., Liang, Y., Liu, L., Wang, N., Tian, B., Wu, Q., Zhang, H., Li, H., Huang, F., et al. (2026) · Energy · doi:10.1016/j.energy.2026.140776 · Cited by 1 · see citing works
Self-citationXu, Y., Huang, Z., Chen, T., Wu, K., Mao, J., Han, X., & Shen, X. (2026) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2026.131237 · Cited by 1 · see citing works
Chen, L., Wang, W. P., Yang, X. Y., Liu, H., & Ou, R. H. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4811410
Klingebiel, J., Höges, C., Horst, J., Nießen, O., Venzik, V., Vering, C., & Müller, D. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5248812
Milad, T. A., Maulana, M. A., & Savitri, Y. R. (2026) · Journal La Multiapp · doi:10.37899/journallamultiapp.v7i2.3055
Xu, X., Zhang, T., Li, D., Sun, W., Wu, Z., & Xu, Y. (2026) · Energies · doi:10.3390/en19122787
Wang, Z., Yang, Q., Li, H., Xu, C., Zhan, B., Zhang, Z., & Xu, Z. (2026) · Energy · doi:10.1016/j.energy.2026.141888
Self-citationChoi, J., Kim, J., Roh, J., & Kim, Y. (2026) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2026.132460
Zhou, F., Chettiar, K., Ghaddar, D., Liu, J., Du, X., Haider, S. A., Heidari, Y., & Miljkovic, N. (2026) · Energy and AI · doi:10.1016/j.egyai.2026.100952
- Authors
- Guo, Y., Shao, S., Geng, X., Li, H., Wang, Z., & Akkurt, N.
- Affiliations
- Huazhong University of Science and Technology (CN)
- China Academy of Building Research (CN)
- Munzur University (TR)
- Corresponding author
- Shao, Shuangquan
- Venue
- Applied Thermal Engineering
- Publisher
- Elsevier BV
- Published
- 2023-11
- Volume
- 235
- Pages
- 121377
- ISSN
- 1359-4311 (ISSN-L)
- OpenAlex
- W4385879603
- Cited by
- 27
- References
- 34
- Citations by year
- 2026: 8 · 2025: 9 · 2024: 10
- FWCI
- 2.66
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Applied Thermal Engineering (publishedVersion)
- Topics
- Physical Sciences › Engineering › Mechanical Engineering › Refrigeration and Air Conditioning Technologies
- Physical Sciences › Engineering › Building and Construction › Building Energy and Comfort Optimization
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Geothermal Energy Systems and Applications
- Keywords
- air-source heat pump, frost detection, fully connected neural network, power consumption, seasonal performance factor
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review