Field test study of a novel defrosting control method for air-source heat pumps by applying tube encircled photoelectric sensors
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The optical signal conversion measurement method was developed based on photoelectric technology to monitor the degree of frosting on the outdoor heat exchanger surface of an ASHP unit.
“In order to monitor the degree of frosting on the surface of the outdoor heat exchanger of an ASHP unit, the optical signal conversion measurement method was developed, based on photoelectric technology [112].”
From Review on the measurement and calculation of frost characteristics (2018) · cites this paper as [112]
The TEPS method transforms the difficult problem of monitoring frosting on the outdoor heat exchanger surface into measuring the degree of frosting in the test section.
“Therefore, the difficult problem of monitoring the degree of frosting on the surface of the outdoor heat exchanger is cleverly transformed to measure the degree of frosting in the test section.”
From Review on the measurement and calculation of frost characteristics (2018) · cites this paper as [112]
Cites
Experimental study on frost growth and dynamic performance of air source heat pump system
Guo, X.-M., Chen, Y.-G., Wang, W.-H., & Chen, C.-Z. (2008) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2008.01.007 · Cited by 173 · see citing works
Self-citationFrost deposition on cold surfaces
Brian, P. L. T., Reid, R. C., & Shah, Y. T. (1970) · Industrial & Engineering Chemistry Fundamentals · doi:10.1021/i160035a013 · Cited by 142 · see citing works
An experimental study of frost formation on a horizontal cylinder under cross flow
Lee, Y. B., & Ro, S. T. (2001) · International Journal of Refrigeration · doi:10.1016/s0140-7007(00)00073-6 · Cited by 95 · see citing works
Modeling for predicting frosting behavior of a fin–tube heat exchanger
Yang, D.-K., Lee, K.-S., & Song, S. (2006) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2005.09.022 · Cited by 94 · see citing works
Liu, Z., Wang, H., Zhang, X., Meng, S., & Ma, C. (2006) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2005.05.018 · Cited by 93 · see citing works
A generalized simple model for predicting frost growth on cold flat plate
Wang, W., Guo, Q. C., Lu, W. P., Feng, Y. C., & Na, W. (2012) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2011.10.011 · Cited by 89 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
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
Air Source Heat Pumps field studies: A systematic literature review
Carroll, P., Chesser, M., & Lyons, P. (2020) · doi:10.1016/j.rser.2020.110275 · Cited by 240
Review on the measurement and calculation of frost characteristics
Song, M., & Dang, C. (2018) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2018.03.094 · Cited by 212 · see citing works
Zhang, Y.-N., Ma, Q.-Y., Li, B.-X., Fan, X.-M., & Fu, Z.-B. (2017) · Energy and Buildings · doi:10.1016/j.enbuild.2016.12.044 · Cited by 116 · 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
Wei, W.-Z., Ni, L., Wang, W., & Yao, Y. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.109938 · Cited by 58 · see citing works
Self-citationApplying image recognition to frost built-up detection in air source heat pumps
Li, Z.-Y., Wang, W., Sun, Y.-Y., Wang, S.-Q., Deng, S., & Lin, Y. (2021) · Energy · doi:10.1016/j.energy.2021.121004 · Cited by 52 · see citing works
Self-citationWang, 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
Self-citationLiu, J., Sun, Y., Wang, W., & Zhu, J. (2017) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2016.11.005 · Cited by 52 · see citing works
Self-citationZheng, X., Shi, R., You, S.-J., Han, Y., & Shi, K. (2019) · Sustainable cities and society · doi:10.1016/j.scs.2019.101667 · Cited by 46 · see citing works
Yang, B.-W., Dong, J.-K., Zhang, L., Song, M., Jiang, Y.-Q., & Deng, S. (2019) · Applied Energy · doi:10.1016/j.apenergy.2019.01.079 · Cited by 45 · see citing works
Tan, H.-H., Xu, G.-H., Tao, T.-F., Zhang, S.-C., & Luo, A. (2016) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2016.06.185 · Cited by 45 · see citing works
Experimental performance analysis and evaluation of a novel frost-free air source heat pump system
Wang, Z.-H., Wang, F.-H., Ma, Z.-J., Song, M., & Fan, W.-K. (2018) · Energy and Buildings · doi:10.1016/j.enbuild.2018.07.031 · Cited by 43 · see citing works
Bai, X.-S., Wang, W., Sun, Y.-Y., Liu, J.-D., Ge, Y.-J., & Deng, S. (2018) · Energy and Buildings · doi:10.1016/j.enbuild.2018.07.054 · Cited by 37 · see citing works
Self-citationChung, 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
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
Self-citationKlingebiel, J., Salamon, M., Bogdanov, P., Venzik, V., Vering, C., & Müller, D. (2023) · Energy and Buildings · doi:10.1016/j.enbuild.2023.113397 · Cited by 32 · 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
Malik, A., Khan, S. A., & Lazoglu, I. (2021) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2021.07.032 · Cited by 31 · see citing works
Guo, Y., Shao, S., Geng, X., Li, H., Wang, Z., & Akkurt, N. (2023) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2023.121377 · Cited by 27 · see citing works
Sun, Y.-Y., Hao, Y., Wang, D.-Q., Wang, W., Deng, S., Qi, H., & Xue, P. (2022) · Renewable Energy · doi:10.1016/j.renene.2022.05.093 · Cited by 26 · see citing works
Self-citationA novel design method for ASHPs considering output heating capacity and frosting suppression
Liang, S., Wang, W., Sun, Y.-Y., Li, Z.-Y., Zhao, J.-H., Lin, Y., & Deng, S. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.110099 · Cited by 26 · see citing works
Self-citationYoo, J., Chung, Y., Kim, G. T., Song, C.-W., Yoon, P., Sa, Y., & Kim, M. S. (2018) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2018.08.014 · Cited by 22 · see citing works
Wang, S.-Q., Wei, W.-Z., Xie, J., Wang, W., Sun, Y.-Y., Li, Z.-Y., Lin, Y., Huang, C., & Deng, S. (2023) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2023.121536 · Cited by 21 · see citing works
Self-citationLiang, S., Wang, W., Sun, Y.-Y., Lin, Y., Luo, Q.-H., & Deng, S. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.110266 · Cited by 21 · see citing works
Self-citationReview and prospect of air source heat pump research: A bibliometric insight
Jiang, S., Zhao, H., & Ni, L. (2024) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2024.11.029 · Cited by 20 · see citing works
Control strategies for defrost and evaporator fans operation in walk-in freezers
Maldonado, J., Zsembinszki, G., de Gracia, Á., Moreno, P., Albets, X., Gonzalez, M., & Cabeza, L. (2018) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2018.05.025 · Cited by 20 · see citing works
Xu, Y.-J., Zhao, R.-Y., Wu, K., Jin, H.-Q., Song, M., & Shen, X. (2024) · Energy · doi:10.1016/j.energy.2024.130372 · Cited by 19 · see citing works
Liang, S.-M., Wang, H., Bai, X., Wang, G., Gao, X.-F., & Tian, X. (2023) · Journal of Building Engineering · doi:10.1016/j.jobe.2023.108266 · Cited by 18
Xu, Y.-J., Xie, Y., Wang, X., Shen, X., Song, M.-J., & Hang, W. (2023) · Social Science Research Network · doi:10.2139/ssrn.4330875 · Cited by 18
Liang, X.-Y., & Wu, L. (2022) · Energy and Buildings · doi:10.1016/j.enbuild.2022.112366 · Cited by 18 · see citing works
Wu, Y., Wang, W., Sun, Y.-Y., Cui, Y., Lin, Y., & Deng, S. (2021) · Energy and Buildings · doi:10.1016/j.enbuild.2021.111111 · Cited by 18 · see citing works
Self-citationShen, Y., Zou, H., & Wang, S. (2023) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2023.124650 · Cited by 15 · 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
Self-citationFrost detection method on evaporator in vapour compression systems
Maldonado, J., de Gracia, Á., Zsembinszki, G., Moreno, P., Albets, X., Gonzalez, M., & Cabeza, L. (2020) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2019.10.023 · 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
Self-citationFrost layer thickness measurement and calculation: A short review
Song, M., Dang, C., Liu, S.-C., Sun, Z.-L., & Mao, N. (2017) · Energy Procedia · doi:10.1016/j.egypro.2017.12.281 · Cited by 13 · see citing works
Image recognition method for frost sensing applications
Aguiar, M., Gaspar, P., & da Silva, P. D. (2022) · Energy Reports · doi:10.1016/j.egyr.2022.01.049 · Cited by 13 · see citing works
A review of defrosting methods in cold storage
Zheng, H., Ma, C., Fu, D.-Y., Sheng, W., Wang, R., Chen, X.-Z., Song, M., & Dang, C.-B. (2025) · Renewable & Sustainable Energy Reviews · doi:10.1016/j.rser.2025.115553 · Cited by 12 · see citing works
Tang, R., Wei, W.-Z., Sun, P., Zhao, J.-H., Wang, W., Sun, Y.-Y., & Deng, S. (2024) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2024.124850 · Cited by 12 · see citing works
Self-citationChen, S.-L., Zhu, X., Chen, K., Liu, Z., Li, P., Liang, X., Jin, X.-Q., & Du, Z.-M. (2022) · Journal of Advanced Research · doi:10.1016/j.jare.2022.07.003 · Cited by 11 · see citing works
Capacitive sensing of frost growth dynamics on aluminum surfaces with different wettabilities
Inanlu, M., Gurumukhi, Y., Kabirzadeh, P., Anand, R., Khodakarami, S., Viswanathan, V., Stillwell, A., & Miljković, N. (2024) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2024.125377 · Cited by 10 · see citing works
The effect of PM2.5 air pollution on the frosting process of outdoor finned-tube evaporator
Shen, C., Ma, J.-T., Pu, J., Hu, Y., Yao, Y., & Deng, S. (2020) · Energy and Buildings · doi:10.1016/j.enbuild.2020.109808 · Cited by 10 · see citing works
Liu, J.-D., Wang, W., Sun, Y.-Y., & Deng, S. (2018) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2018.01.013 · Cited by 10 · see citing works
Self-citationJadav, C., & Chowdhury, K. (2021) · Thermal Science and Engineering Progress · doi:10.1016/j.tsep.2021.100864 · Cited by 7 · see citing works
Pellegrini, M., & Saccani, C. (2017) · doi:10.1088/1742-6596/882/1/012008 · Cited by 5
Frost Detection and Defrost Control: Emerging Trends, Methods, and Experimental Evaluations
Hassan, H., Akbar, H., Malik, A. N., Nawaz, T., Elahi, H., Rahman, H. U., & Lazoglu, I. (2025) · International journal of refrigeration · doi:10.1016/j.ijrefrig.2025.08.005 · Cited by 4 · see citing works
Sun, M.-H., & Chai, Z. (2025) · Thermal Science and Engineering Progress · doi:10.1016/j.tsep.2025.103359 · Cited by 4
RetractedAguiar, M., Gaspar, P., & Silva, P. D. (2023) · Italian National Conference on Sensors · doi:10.3390/s23115253 · Cited by 4 · see citing works
“These fluctuations result in different levels of frost formation throughout the day and season, requiring varying defrost cycle durations [14].”
BackgroundMethodInfluentialWei, P., Wang, Z.-W., Feng, H.-L., Wang, S.-J., & Fan, J.-F. (2023) · Building Services Engineering Research & Technology · doi:10.1177/01436244231188708 · Cited by 3 · see citing works
Frost Measuring and Prediction Systems for Demand Defrost Control
de Aguiar, M. L., Gaspar, P., & da Silva, P. D. (2019) · Novel Technologies and Systems for Food Preservation · doi:10.4018/978-1-5225-7894-9.ch002 · Cited by 3 · see citing works
Tang, R., Wei, W.-Z., Wang, Y., Wang, W., Sun, Y.-Y., Zhang, X., Luo, Z., & Teng, W. (2026) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2026.130932 · Cited by 2 · see citing works
Self-citationBabay, K. A. A., Tezcan, D., Dağdeviren, A., & Ataş, Ş. (2025) · Journal of Thermal Analysis and Calorimetry · doi:10.1007/s10973-025-15184-7 · Cited by 2 · see citing works
“Ge et al. [19] proposed an alternative defrost method utilizing pipe-encased photoelectric sensors, which, due to their low cost and compact size, reduced heating capacity losses by 30%, defrosting energy consumption by 62.2%, and increased COP by 4.1%.”
InfluentialHe, H., Lyu, N., Wang, F., Liang, C.-H., & Zhang, X.-S. (2023) · Energy and Buildings · doi:10.1016/j.enbuild.2023.113882 · Cited by 2 · see citing works
Liu, Y.-Y., Wang, P., Chen, L., Mao, J.-F., Sun, Z., Song, M., & Xu, Y.-J. (2025) · Proceedings of the Institution of mechanical engineers. Part A, journal of power and energy · doi:10.1177/09576509251391848 · Cited by 1 · see citing works
“Ge et al. 27 proposed a tube-ring photoelectric sensor (TEPS) which improves the COP by 4.1% to 10.9%, but the high cost and short lifetime limit its practical applications.”
InfluentialThermoelectric-Powered Remote Sensor for Frost Detection
de Aguiar, M. L., Gaspar, P., & da Silva, P. D. (2024) · Electronics · doi:10.3390/electronics13142683 · Cited by 1 · see citing works
The optimal defrosting condition of an air source heat pump based on entropy analysis
Wei, D., Li, Y.-C., & Zou, S.-H. (2020) · Energy Sources, Part A: Recovery, Utilization, and Environmental Effects · doi:10.1080/15567036.2020.1801897 · Cited by 1 · see citing works
“Ge , Sun, and Wang (2016) investigated an ice thickness control measure that uses an optocoupler to determine the appropriate defrost start time by measuring the thickness of the frost layer.”
Choi, J., Kim, J., Roh, J., & Kim, Y. (2026) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2026.132460
Zheng, H., Jiang, S., Wang, F., & Wang, X. (2024) · 2024 7th International Conference on Computer Information Science and Application Technology (CISAT) · doi:10.1109/cisat62382.2024.10695276
“However, laser displacement sensors [24], scanning probe microscopes [25], and cylindrical photoelectric sensors [26] used for direct measurement of frost layer thickness and area are not widely adopted due to factors such as high cost, stringent installation environment, and limited detection…”
BackgroundInvestigation of Control Process in Liquid Refrigerant Defrosting System
Wang, M., Zang, R., Li, Y., & Li, W.-Q. (2018) · International Journal of Thermodynamics · doi:10.5541/ijot.435774
“according to the presence of frost [12].”
Frost Measurement Sensors for Demand Defrost Control Systems: Purposed Applications in Evaporators
de Aguiar, M. L., Gaspar, P., & da Silva, P. D. (2019) · Transactions on Engineering Technologies · doi:10.1007/978-981-32-9531-5_12
Previous related work: A review
Song, M., & Deng, S.-M. (2019) · Defrosting for Air Source Heat Pump · doi:10.1016/b978-0-08-102517-8.00002-3
- Authors
- Ge, Y., Sun, Y., Wang, W., Zhu, J., Li, L., & Liu, J.
- Affiliations
- Beijing University of Technology (CN)
- Corresponding author
- Wang, Wei
- Venue
- International Journal of Refrigeration
- Publisher
- Elsevier BV
- Published
- 2016-06
- Volume
- 66
- Pages
- 133-144
- ISSN
- 0140-7007 (ISSN-L)
- OpenAlex
- W1908376161
- Cited by
- 68
- References
- 24
- Citations by year
- 2026: 3 · 2025: 7 · 2024: 7 · 2023: 10 · 2022: 7 · 2021: 7 · 2020: 6 · 2019: 7 · 2018: 8 · 2017: 3 · 2016: 3
- FWCI
- 4.58
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Refrigeration (publishedVersion)
- Funders
- National Natural Science Foundation of China (Grant No. 51178015)
- National Twelfth Five-Year Science & Technology Support Plan (2011BAJ03B10)
- Training Plan of Top-notch Talent Youth (Grant No. Q0004020201501)
- New-Star of Science and Technology (Grant No. Z111106054511029)
- Beijing Municipal Education Commission (KM 201410005022)
- Topics
- Physical Sciences › Engineering › Mechanical Engineering › Refrigeration and Air Conditioning Technologies
- Physical Sciences › Engineering › Building and Construction › Building Energy and Comfort Optimization
- Physical Sciences › Engineering › Mechanical Engineering › Adsorption and Cooling Systems
- Keywords
- air-source heat pump, frost detection, compressor discharge temperature, heating capacity, field testing
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