Analysis of the frost growth on a flat plate by simple models of saturation and supersaturation
Abstract
When humid air comes in contact with a cold surface maintained below the freezing temperature, heat and mass transfer occur and a frost layer begins to grow. Simple models for the growth of the frost layer on a flat plate are presented and they focus on diffusion and phase change inside the porous media. A simple model was built on the assumption that the water-vapor concentration at the frost surface is saturated, and that the gradient of vapor pressure is the same as the value obtained from the Clausius–Clapeyron equation. It was found that initial porosity of the frost layer affected the characteristics of frost growth. In order to solve the inconsistency of the diffusion resistance of water-vapor in the region of high porosity, the model was modified with the assumption that the concentration of water-vapor at the frost surface was in supersaturation. Two parameters controlling the densification and thickness growth of the frost layer were obtained.
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Written from the paper’s full text.
TL;DR
Two simple one-dimensional models are presented for frost growth on a flat plate, one assuming saturated water vapor at the frost surface and one assuming supersaturation. The supersaturation model introduces two parameters, j and l, that control vapor absorption and the split between densification and thickness growth, and it better explains diffusion resistance at high porosity.
Key findings
- Initial frost porosity strongly affects predicted growth: lower initial density/higher porosity gives lower effective thermal conductivity, higher effective mass diffusivity, and a thicker frost layer.
- The saturation model agreed adequately with experimental data, but the paper reports that no general fixed initial density could be found to match all data; calculations were therefore started after 60 min using experimental thickness and density as initial values.
- In the supersaturation model, increasing j increases total mass flux, diffusive flux, deposition flux, and frost surface temperature; decreasing l increases diffusion resistance, causing more vapor to deposit on the surface and making the frost thicker and coarser.
- The supersaturation model could explain the inconsistency of water-vapor diffusion resistance in the frost layer at high porosity, but single satisfying values of j and l for the whole test were difficult to obtain; the data between 60 and 120 min were used to match j and l.
Methods
- Two simple models were developed for a flat plate: a saturation model assuming water-vapor concentration at the frost surface is saturated and vapor-pressure gradient follows the Clausius-Clapeyron relation, and a modified supersaturation model assuming water vapor at the frost surface is supersaturated.
- The models solve one-dimensional mass and energy balances in the frost layer with supplementary equations for effective thermal conductivity, effective mass diffusivity, heat/mass transfer analogy, and water-vapor saturation pressure; frost surface temperature is found by trial and error.
- Model results were compared with experiments in a test section 306 mm long and 164 mm high with a plate separation of 10 mm; representative conditions include w_a,in = 0.00300 kg/kgDA, T_w = 253.15 K, T_a,in = 278.15 K, Re_D = 2000, and x = 41 mm.
Limitations
- The paper states that the modeling needs improvement; it ignores the Knudsen effect in microscale pores, possible nucleation by coagulation of water-vapor molecules due to supersaturation, and crystal growth inside the frost layer.
- The paper states that j and l cannot be obtained without information on microscale phenomena and geometry, that single satisfying values for the whole test are difficult to obtain, and that l did not show a functional relation with porosity.
- The text makes evident additional limitations: the model assumes one-dimensional transport, negligible convection and radiation inside the frost layer, quasi-steady growth, uniform porosity, equal gas and solid temperatures, constant total gas pressure, and heat/mass transfer correlations valid for surfaces without frost as approximations.
Model-written summary. Check it against the paper before relying on it.
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Cites
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Claims the paper makes
0 of 11 cited sources checked · 0 supported · 0 flagged
- Findingown data§ 3. Results and discussion · p. 10
Diffusion resistance factor that matches experimental data does not show a functional relation with porosity.
“However, the diffusion resistance factor, which matches the experimental data, does not show the functional relation with the porosity.”
Quote in the paperNot a substantial claim - Findingown data§ 3. Results and discussion · p. 10
Value of parameter j decreases with increasing porosity.
“The value of parameter j decreases with increasing porosity.”
Quote in the paperSubstantial claim - Findingreasoning§ 3. Results and discussion · p. 9
Decrease of j results in an increase of saturation degree at the frost surface.
“Decrease of j results in increase of saturation degree at the frost surface because diminishment of j implies that water-vapor, which is transported from free stream air to frost surface, cannot be absorbed into the layer.”
Quote in the paperSubstantial claim - Findingown data§ 3. Results and discussion · p. 6
Initial thickness can be made to approach zero (about 2.0e-5 m) without causing problems in calculation results.
“It was found that the initial thickness could be made to approach zero (ffi2.0 · 10 5 m) without causing problems in the results of the calculation.”
Quote in the paperNot a substantial claim - Findingnone given§ 3. Results and discussion · p. 9
Difference between the saturation and supersaturation models increases as porosity increases.
“Difference between the models increases as porosity increases.”
Quote in the paperSubstantial claim
- Findingnone given§ 3. Results and discussion · p. 6
As the frost layer grows, water-vapor density at the frost surface increases.
“As the frost layer grows, water-vapor density at the frost surface increases.”
Quote in the paperSubstantial claim - Findingreasoning§ 3. Results and discussion · p. 6
Decrease of initial density (increase of initial porosity) results in a thicker frost layer.
“The decrease of initial density, which means the increase of the initial porosity, results in a thicker frost layer.”
Quote in the paperSubstantial claim - Findingreasoning§ 3. Results and discussion · p. 10
Single satisfying values of j and l for the whole test are difficult to obtain.
“However, single satisfying values of j and l for the whole test are difficult to obtain.”
Quote in the paperNot a substantial claim - Findingown data§ Abstract · p. 1
Initial porosity of the frost layer affects the characteristics of frost growth.
“It was found that initial porosity of the frost layer affected the characteristics of frost growth.”
- Also stated in: § 3. Results and discussion · p. 6 · hedged
“However, initial value of the frost density, which has the same concept as the porosity, could affect the result significantly.”
- Also stated in: § 4. Conclusions · p. 11 · boosted
“Initial porosities of the frost layer constructed at an early crystal growth period play an important role in determining the growth characteristic of the frost layer.”
Quote in the paperSubstantial claim - Also stated in: § 3. Results and discussion · p. 6 · hedged
- Findingown data§ 3. Results and discussion · p. 6
It was impossible to find a general fixed initial density to match experimental data.
“Despite the various attempts, it was impossible to find the general fixed initial density to match the experimental data.”
Quote in the paperSubstantial claim - Findingreasoning§ Abstract · p. 1
Two parameters controlling the densification and thickness growth of the frost layer were obtained.
“Two parameters controlling the densification and thickness growth of the frost layer were obtained.”
- Also stated in: § 4. Conclusions · p. 11 · plain
“Two parameters were reduced from the super saturated model.”
Quote in the paperSubstantial claim - Also stated in: § 4. Conclusions · p. 11 · plain
- Findingown data§ 3. Results and discussion · p. 7
The frost surface is saturated.
“Fig. 10 shows that the frost surface is saturated”
Quote in the paperSubstantial claim - Findingown data§ 3. Results and discussion · p. 7
As time passes, water-vapor density in the frost layer increases.
“As time passes, water-vapor density increases.”
Quote in the paperSubstantial claim - Findingown data§ 3. Results and discussion · p. 7
Saturation degree in the frost layer increases toward the cooling wall (the base part of the frost layer).
“however, the saturation degree in the frost layer increases toward the cooling wall, which is the base part of the frost layer.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 3. Results and discussion · p. 9
Increase of parameter j means that more water-vapor can be absorbed into the ice crystals inside the frost layer.
“Increase of j means that more amount of water-vapor can be absorbed into the ice crystals inside the frost layer and that may be regarded as increase of kinetic constant in the case of heterogeneous chemical reaction within porous media.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 3. Results and discussion · p. 10
As l decreases (rise of diffusion resistance), water-vapor transported from free stream air to the frost surface cannot easily diffuse into the frost layer and deposits on the surface.
“As l decreases, which means the rise of diffusion resistance, water-vapor transported from the free stream air to the surface of the frost layer cannot easily diffuse into the frost layer and deposits on the surface.”
Quote in the paperSubstantial claim - Interpretationown data§ 3. Results and discussion · p. 7
Initial porosity of the frost layer differs according to air humidity, temperature, velocity and cooling surface temperature.
“Initial porosity of the frost layer differs according to the air humidity, temperature, velocity and cooling surface temperature which, in turn, affects the specific surface area, effective thermal conductivity and effective mass diffusivity.”
Quote in the paperSubstantial claim - Interpretationnone given§ 3. Results and discussion · p. 6
Initial porosity has a close relation with the characteristic of ice crystal growth.
“Initial porosity seems to have close relation with the characteristic of the ice crystal growth.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ 3. Results and discussion · p. 7
The disagreement can be overcome by assuming that water-vapor on the surface of the ice crystal in the frost layer is supersaturated.
“This disagreement may be overcome by assuming that water-vapor on the surface of the ice crystal in the frost layer is supersaturated; otherwise, it can be overcome by modified model.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 3. Results and discussion · p. 6
Due to the decrease in density difference between free stream air and the frost surface, vapor mass flux to the frost layer decreased.
“Due to the decrease in the density difference between free stream air and the frost surface, vapor mass flux to the frost layer decreased.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 3. Results and discussion · p. 10
Values of j and l vary continuously with growth of the frost layer.
“The values of j and l vary continuously with growth of the frost layer.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 3. Results and discussion · p. 10
Saturation degree of water-vapor at the frost surface is increased as porosity of the frost layer increases.
“The results imply that saturation degree of the water-vapor at the frost surface is increased as porosity of the frost layer increases.”
Quote in the paperSubstantial claim - Interpretationreasoning§ 3. Results and discussion · p. 9
The supersaturation model can solve or explain the inconsistency of diffusion resistance of water-vapor in the frost layer, particularly for high porosities.
“These results imply that the supersaturation model can solve the inconsistency of diffusion resistance of the water-vapor in the frost layer, which is depicted in Fig. 11.”
- Also stated in: § 4. Conclusions · p. 11 · hedged
“The supersaturation model could explain the inconsistency of the diffusion resistance of the water-vapor in the frost layer for a range of high porosities.”
Quote in the paperSubstantial claim - Also stated in: § 4. Conclusions · p. 11 · hedged
- Interpretationreasoning§ 3. Results and discussion · p. 7
Variations of frost layer thickness and density with respect to environmental parameters are mainly due to the characteristic of the early crystal growth period.
“The variations of the frost layer thickness and density with respect to the environmental parameters are mainly due to the characteristic of the early crystal growth period of the frost formation.”
Quote in the paperSubstantial claim - Interpretationown data§ 1. Introduction · p. 2
The models can predict transport phenomena and the growth of the frost layer on a plate in a hydrodynamically and thermally developing region.
“The models can predict transport phenomena and the growth of the frost layer on a plate in a hydrodynamically and thermally developing region.”
Quote in the paperSubstantial claim - Premisecitation§ 2.1. Water-vapor concentration in the frost layer · p. 4
Frost has a flat density profile in the y direction.
“Studies agree that frost has a flat density profile in the y direction [6,12]”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [6] Fukada, 1999, Internal mass flux through frost, AIChE J. source
- cites [12] Brian, 1969, Cryogenic frost properties, Cryo. Technol.
Not checked in the free run.
- Interpretationreasoning§ 3. Results and discussion · p. 7
Specific surface area, effective thermal conductivity and effective mass diffusivity control the growth of the frost layer.
“Eventually these parameters control the growth of the frost layer.”
Quote in the paperSubstantial claim - Interpretationown data§ 3. Results and discussion · p. 10
Further observation about microscopic phenomena inside the frost layer seems to support the validity of the supersaturation model.
“Further observation about the microscopic phenomena inside the frost layer, such as pore size of the ice crystals, coagulation and phase change of the water-vapor molecules, seems to support the validity of the supersaturation model and produces more precise values of parameter j and diffusion resistance factor l .”
Quote in the paperNot a substantial claim
- May combine two claims. 9
- Classified as probably not a substantial claim. 8
May combine two claims.
Findingown data§ 3. Results and discussion · p. 6The model results agree adequately or well with experimental data.
“The results from the calculation agree well with the experimental data.”
- Also stated in: § 3. Results and discussion · p. 7 · plain
“The results agreed with the experimental data adequately, even though a simple model was used.”
- Also stated in: § 4. Conclusions · p. 11 · plain
“The results from the model adequately agree with the experimental data.”
Quote in the paperSubstantial claim- Also stated in: § 3. Results and discussion · p. 7 · plain
May combine two claims.
Findingreasoning§ 3. Results and discussion · p. 6As distance from the leading edge increases, mass transfer coefficient decreases and water-vapor flux to the frost layer diminishes, so the frost layer becomes thinner.
“As distance from the leading edge increases, the mass transfer coefficient decreases and then water-vapor flux to the frost layer diminishes; therefore the frost layer becomes thinner.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationnone given§ 3. Results and discussion · p. 9The supersaturation model includes the effect of varying specific surface area, which decreases as porosity goes up and is an important parameter of the porous medium.
“The supersaturation model also includes the effect of varying specific surface area, which decreases as porosity goes up and is important parameter of the porous medium.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone given§ 2.3.3. Analogy between heat and mass transfer on the frost surface · p. 5The heat and mass analogy equations (17)-(18) are valid for surfaces without frost and should be regarded as an approximation.
“Eqs. (17) and (18), which are valid for surfaces without frost, should be regarded as approximation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3. Results and discussion · p. 6Sublimation density of ice crystal increases as crystal formation temperatures increase.
“Fukuda and Inoue [6] and Miller and Young [22] found that the sublimation density of ice crystal increases as the crystal formation temperatures increase.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Fukuda and Inoue [6]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Miller and Young [22] Miller, 1979, A numerical simulation of ice crystal growth from the vapor phase, J. Atmos. Sci. source
May combine two claims.
Interpretationreasoning§ 3. Results and discussion · p. 6When effective thermal conductivity decreases, frost surface temperature increases and the amount of convective heat transfer decreases.
“When the effective thermal conductivity decreases, the frost surface temperature increases and the amount of convective heat transfer decreases.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ 3. Results and discussion · p. 6Initial value of the volumetric ratio of ice columns in the frost layer is a function of environmental parameters.
“Moreover, according to the S ß ahin Õ s results [7], the initial value of the volumetric ratio of the ice columns in the frost layer is a function of environmental parameters.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sahin [7] Şahin, 2000, Effective thermal conductivity of frost during the crystal growth period, Int. J. Heat Mass Transfer source
May combine two claims.
Interpretationown data§ 1. Introduction · p. 2The models are useful for predicting frost growth and analyzing microscale heat and mass transport within the frost layer.
“The models are useful for predicting frost growth and analyzing microscale heat and mass transport within the frost layer.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisecitation§ 2.1. Water-vapor concentration in the frost layer · p. 4Water-vapor transport through a porous medium is mainly due to Fickian diffusion caused by the gradient of the vapor partial pressure.
“Previous researchers assumed that the water-vapor at the frost surface is saturated with the surface temperature, and water-vapor transport through a porous medium is mainly due to Fickian diffusion caused by the gradient of the vapor partial pressure [4,11,13,14].”
- Also stated in: § 3. Results and discussion · p. 7 · boosted
“As presented, many have agreed that the water-vapor transport through a porous medium is mainly due to Fickian diffusion caused by the vapor partial pressure gradient and to water-vapor at the frost surface, which is saturated at the frost surface temperature.”
Quote in the paperSubstantial claim0 of 4 sources checked- cites [4] Sherif, 1993, A semi-empirical transient method for modelling frost formation on a flat plate, Rev. Int. Froid source
- cites [11] Le Gall, 1997, Modeling of frost growth and densification, Int. J. Heat Mass Transfer source
- cites [13] Ismail, 1997, Frost growth around a cylinder in a wet air stream, Int. J. Refrig. source
- cites [14] Lüer, 2000, Frost deposition in a parallel plate channel under laminar flow conditions, Int. J. Thermal Sci. source
- Also stated in: § 3. Results and discussion · p. 7 · boosted
Classified as probably not a substantial claim.
Premisenone given§ 1. Introduction · p. 2Growth characteristics of the frost layer cannot yet be accurately predicted and explained.
“Despites a fairly large number of studies dealing with frost formation, growth characteristics of frost layer cannot yet be accurately predicted and explained.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationreasoning§ 3. Results and discussion · p. 6As initial porosity increases, effective thermal conductivity diminishes and effective mass diffusivity increases.
“As initial porosity increases, effective thermal conductivity diminishes and effective mass diffusivity increases from Eqs. (14) and (16).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisecitation§ 3. Results and discussion · p. 7Water-vapor in the frost layer is supersaturated.
“Fukada and Inoue [6] suggested that the water-vapor in the frost layer is supersaturated in their experimental research.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fukada and Inoue [6] Fukada, 1999, Internal mass flux through frost, AIChE J. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 3. Results and discussion · p. 7Vapor being transported across the thermal boundary layer undergoes homogeneous nucleation to the liquid phase, and vapor pressure is larger than the saturated value.
“Epstein and Rosner [23] concluded that the vapor being transported across the thermal boundary layer is observed to undergo homogeneous nucleation to the liquid phase, and vapor pressure is larger than saturated value.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Epstein and Rosner [23] Epstein, 1970, Enhancement of diffusion-limited vaporization rates by condensation within the thermal boundary layer, Int. J. Heat Mass Transfer source
May combine two claims.
Premisecitation§ 3. Results and discussion · p. 7The Knudsen effect of the microsize pore in the frost layer and the possibility of nucleation of particles by coagulation of water-vapor molecules due to supersaturation reduce the mass diffusivity of water-vapor and affect the growth of the frost layer.
“One is the Knudsen effect of the microsize pore in the frost layer, which is the space between microscale ice crystals. Second is the possibility of nucleation of the particles by the coagulation of the water-vapor molecule due to the supersaturation. Both of them reduce the mass diffusivity of the water-vapor and affect the growth of the frost layer.”
Quote in the paperSubstantial claim
The authors state this as an assumption.
Transport processes are one-dimensional in the frost layer.
“(a) Transport processes are assumed to be one-dimensional in the frost layer.”
The authors state this as an assumption.
Convection and radiation effects are negligible within the frost layer.
“(b) Convection and radiation effects are negligible within the frost layer.”
The authors state this as an assumption.
Frost growth is in quasi-steady state.
“(c) Frost growth is in quasi-steady state.”
The authors state this as an assumption.
Porosity of the frost layer is uniform in the frost layer.
“(d) Porosity of the frost layer is uniform in the frost layer.”
The authors state this as an assumption.
Temperature of the gaseous phase is the same as that of the solid phase.
“(e) The temperature of the gaseous phase is the same as that of the solid phase.”
The authors state this as an assumption.
Total pressure of the gaseous phase inside the frost layer is constant.
“(f) And the total pressure of the gaseous phase inside the frost layer is constant.”
The authors state this as an assumption.
Water-vapor concentration at the frost surface is saturated (simple model).
“A simple model was built on the assumption that the water-vapor concentration at the frost surface is saturated, and that the gradient of vapor pressure is the same as the value obtained from the ClausiusClapeyron equation.”
The authors state this as an assumption.
Gradient of vapor pressure is the same as the value obtained from the Clausius-Clapeyron equation.
“A simple model was built on the assumption that the water-vapor concentration at the frost surface is saturated, and that the gradient of vapor pressure is the same as the value obtained from the ClausiusClapeyron equation.”
The authors state this as an assumption.
Water-vapor concentration at the frost surface is in supersaturation (modified model).
“In order to solve the inconsistency of the diffusion resistance of water-vapor in the region of high porosity, the model was modified with the assumption that the concentration of water-vapor at the frost surface was in supersaturation.”
The authors state this as an assumption.
Rate of ablimation of water-vapor per unit area is proportional to the difference of water-vapor densities in air and on the ice crystal surface.
“The rate of ablimation of water-vapor per unit area is assumed to be proportional to the difference of watervapor densities in air and on the ice crystal surface, and a symbol w is adapted as a coefficient for phase change.”
The authors state this as an assumption.
The second term of Eq. (22) can be assumed as constant.
“As assumed in Eq. (3), the second term of Eq. (22) can be assumed as constant.”
The authors state this as an assumption.
Water-vapor densities on the interface between ice crystal and air are the same as the saturated value at the temperature of the location.
“Here another assumption is used as boundary conditions at the frost surface, which is g = 1, and the base, which is g = 0; namely that water-vapor densities on the interface between ice crystal and air are same as the saturated value at the temperature of the location.”
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?
Deposition should be more homogeneous within the frost layer as shown by experimental observations (Lee and Ro, 2005) or the CFD results (Kim et al., 2015).
“Deposition should be more homogeneous within the frost layer as shown by experimental observations (Lee and Ro, 2005) or the CFD results (Kim et al., 2015).”
From Frosting modeling on a cold flat plate: Comparison of the different assumptions and impacts on frost growth predictions (2016) · cites this paper as Lee and Ro, 2005
The Introduction (p. 2) reports experimental observations of an almost flat frost-density profile through the layer, and §2.1 (p. 3) uses that finding to assume uniform porosity. This is consistent with a more homogeneous layer, but Lee and Ro attribute the observation to Fukada and Inoue; their own experimental comparisons do not establish that deposition is homogeneous within the layer. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThe conclusions of Lee and Ro on the effect of air moisture content on frost density are opposite to those of [50,54].
“which was totally opposite to the conclusions of Lee and Ro [39,80]”
From Frosting mechanism and behaviors on surfaces with simple geometries: A state-of-the-art literature review (2022) · cites this paper as [80]
The Results and discussion (p. 7) say that air humidity affects the initial porosity and density of the frost layer, supporting an effect of air moisture content on frost density. Our copy does not state that Lee and Ro’s conclusion is opposite to those of [50,54], so it does not support the comparison. (LLM, conf=0.78)
Experimental — accuracy not yet measuredIn some studies, the average frost thickness on flat plates with a fixed surface temperature decreases with an increase in air temperature.
“In some studies, the average frost thickness was decreased with an increase in air temperature [50,54,61,80].”
From Frosting mechanism and behaviors on surfaces with simple geometries: A state-of-the-art literature review (2022) · cites this paper as [80]
The Results and discussion (p. 7) examine frost-layer growth as air temperature varies, and the Fig. 8(c) caption specifies a fixed cooling-surface temperature. Our copy does not state that thickness decreases as air temperature rises; the figure is represented only by an image placeholder. The caption also specifies a plate location rather than an average thickness. (LLM, conf=0.76)
Experimental — accuracy not yet measuredLee and Ro [10] modeled the air gaps in the frost as cylindrical capillary tubes to model water vapor diffusion in the frost layer.
“Lee and Ro [10] modeled the air gaps in the frost as cylindrical capillary tubes to model the water vapor diffusion in the frost layer.”
From Numerical Simulation of Frosting on Fin-and-Tube Heat Exchanger Surfaces (2017) · cites this paper as [10]
The water vapor density gradient inside the frost layer near the plate surface was significantly smaller than that near the frost surface.
“For water vapor density, its gradient inside the frost layer near the plate surface was significantly smaller than that near the frost surface [50,80,86,88,90,91].”
From Frosting mechanism and behaviors on surfaces with simple geometries: A state-of-the-art literature review (2022) · cites this paper as [80]
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Cited by
Sorted by citations
A Review of Condensation Frosting
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Review on the measurement and calculation of frost characteristics
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Effect of contact angle on water droplet freezing process on a cold flat surface
Huang, L., Liu, Z., Liu, Y., Gou, Y., & Wang, L. (2012) · Experimental Thermal and Fluid Science · doi:10.1016/j.expthermflusci.2012.02.002 · Cited by 158 · see citing works
“The factors that influence the frost formation such as the ambient conditions, cold surface temperature and surface characteristics have been discussed repeatedly [3–5].”
BackgroundOn Localized Vapor Pressure Gradients Governing Condensation and Frost Phenomena
Nath, S., & Boreyko, J. B. (2016) · Langmuir · doi:10.1021/acs.langmuir.6b01488 · Cited by 155 · see citing works
An analytical solution to the problem of frost growth and densification on flat surfaces
Hermes, C. (2012) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2012.06.070 · Cited by 107 · see citing works
A new time- and space-dependent model for predicting frost formation
Cui, J., Li, W. Z., Liu, Y., & Jiang, Z. Y. (2011) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2010.09.022 · Cited by 101 · see citing works
Phase change mass transfer model for frost growth and densification
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Frosting model based on phase change driving force
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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
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A mathematical model for frost growth and densification on flat surfaces
ElCheikh, A., & Jacobi, A. M. (2014) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2014.05.054 · Cited by 77 · see citing works
Heat transfer—A review of 2005 literature
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Preparation and anti-frosting performance of super-hydrophobic surface based on copper foil
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Experimental and numerical investigations of frost formation on wavy plates
Ma, Q., Wu, X., Chu, F., & Zhu, B. (2018) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2018.04.098 · Cited by 56 · see citing works
Analysis of CO2 frost formation properties in cryogenic capture process
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“Frost formation is a common phenomenon that exists in various fields, such as cryosurgery, meteorology, agriculture, aerospace industry, refrigeration industry, civil engineering (Lee and Ro, 2005).”
BackgroundNumerical simulation of frosting behavior and its effect on a direct-contact ambient air vaporizer
Kuang, Y.-W., Yi, C., & Wang, W. (2015) · Journal of Natural Gas Science and Engineering · doi:10.1016/j.jngse.2015.06.042 · Cited by 45 · see citing works
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Review on frosting, defrosting and frost management techniques in industrial food freezers
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Numerical Simulation of Frosting on Fin-and-Tube Heat Exchanger Surfaces
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A Semi-Empirical Model for Predicting Frost Properties
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Experimental study of frost formation on a fin-and-tube heat exchanger by natural convection
Amini, M., Pishevar, A. R., & Yaghoubi, M. (2014) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2014.06.015 · Cited by 40 · see citing works
Tahavvor, A., & Yaghoubi, M. (2010) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2010.06.004 · Cited by 35 · see citing works
Experimental study on frost formation on a cold surface in low atmospheric pressure
Chen, Y., Lu, P., Shen, C., & Zhang, Q. (2015) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2015.06.098 · Cited by 35 · see citing works
Choi, S.-G., & Kim, S. (2017) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2017.05.033 · Cited by 25 · see citing works
Evaporator Frosting in Refrigerating Appliances: Fundamentals and Applications
Hermes, C., Boeng, J., da Silva, D. D., Knabben, F. T., & Sommers, A. (2021) · Energies · doi:10.3390/en14185991 · Cited by 26 · see citing works
“Korea No Flat plate Their own Their own Saturated Na and Webb [45] 2004 USA Yes Flat plate Prescribed Sanders [31] Supersaturated Lee and Ro [46] 2005 S.”
BackgroundFixed grid numerical modelling of frost growth and densification
Bartrons, E., Galione, P., & Perez-Segarra, C. (2019) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2018.10.080 · Cited by 24 · see citing works
Iranagh, S. A., Tahavvor, A., Yaghoubi, M., & Tavakol, M. (2021) · International Communications in Heat and Mass Transfer · doi:10.1016/j.icheatmasstransfer.2021.105556 · Cited by 22 · see citing works
Frost formation and freeze protection with bypass for counter-flow recuperators
Jedlikowski, A., Anisimov, S., Danielewicz, J., KARPUK, M. M., & Pandelidis, D. (2016) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2016.12.047 · Cited by 24 · see citing works
Zhao, B.-Y., Bi, H.-Q., Wang, H.-L., & Zhou, Y.-L. (2022) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2022.119134 · Cited by 25 · see citing works
Heat and mass transfer inside the rotary heat exchanger operating under high speed rotor conditions
Jedlikowski, A., Kanaś, P., & Anisimov, S. (2020) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2020.119558 · Cited by 24 · see citing works
Predictive models on the frost formation for plain surface - a review and comparative study
Li, S.-M., & Wang, C.-C. (2021) · International Communications in Heat and Mass Transfer · doi:10.1016/j.icheatmasstransfer.2021.105670 · Cited by 24 · see citing works
Modeling of a fan-supplied flat-tube heat exchanger exposed to non-uniform frost growth
Breque, F., & Nemer, M. (2017) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2016.12.012 · Cited by 21 · see citing works
Li, L., Liu, X., & Zhang, T. (2021) · Building and Environment · doi:10.1016/j.buildenv.2021.107779 · Cited by 20 · see citing works
Analysis of early-stage frost formation in natural convection over a horizontal cylinder
Tahavvor, A., & Yaghoubi, M. (2009) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2009.02.002 · Cited by 22 · see citing works
Liang, X.-Y., & Wu, L. (2022) · Energy and Buildings · doi:10.1016/j.enbuild.2022.112366 · Cited by 18 · see citing works
The effect of surface modification on initial ice formation on aluminum surfaces
Rahimi, M., Afshari, A., Fojan, P., & Gurevich, L. (2015) · Applied Surface Science · doi:10.1016/j.apsusc.2015.06.201 · Cited by 18 · see citing works
Analysis of the frost formation and freeze protection with bypass for cross-flow recuperators
Jedlikowski, A., & Anisimov, S. (2017) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2017.01.105 · Cited by 19 · see citing works
Lei, S., Song, M., Zhang, L., Zhang, X., Shao, K.-K., & Shen, J. (2023) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2023.121318 · Cited by 20 · see citing works
Frost Formation in Frozen Meat Packaged with Two Plastic Films (LDPE and PVC)
Meléndez‐Pérez, R., Rodríguez-Hernández, Y., Arjona‐Román, J. L., Méndez‐Albores, A., & Coria‐Hernández, J. (2022) · Processes · doi:10.3390/pr10112415 · Cited by 15 · see citing works
A predictive model of frost formation on leaf surface and estimation of frost amount
Song, H., & Hu, Y.-G. (2023) · Case Studies in Thermal Engineering · doi:10.1016/j.csite.2023.102789 · Cited by 14 · see citing works
Wang, Z., Cui, W., Li, L., Zhan, C., & Zhang, Y. (2024) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2024.125604 · Cited by 14 · see citing works
Development and validation of a numerical model for frost growth based on nucleation theory
Qiu, G., Li, S., Shi, Y., Fang, X., & Cai, W. (2023) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2023.125137 · Cited by 13 · see citing works
Modeling of the frost layer's growth considering its melting and re-solidification
Wang, Z.-P., Han, Z.-M., Liang, Z.-K., Deng, W., & Xu, Z.-M. (2024) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2023.124777 · Cited by 14 · 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
“Porosity ε is presented by the following equation (Lee and Ro, 2005): ε ρi − ρf ρi − ρa .”
Zhuang, D., Yang, Y., Ding, G., & Zhan, F. (2019) · International Journal of Refrigeration · doi:10.1016/j.ijrefrig.2019.10.010 · Cited by 10 · see citing works
Passarelli, A. F., Merlo, U., Pelella, F., Viscito, L., Filippini, S., & Mauro, A. W. (2025) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2025.128790 · Cited by 9 · see citing works
Study on the Heat Transfer Characteristics of an Ambient Air Vaporizer with Multi-Component Fluids
Wang, J., Li, C.-J., Jia, W.-L., & Wang, K. (2022) · Processes · doi:10.3390/pr10050851 · Cited by 9 · see citing works
Modeling Frost Formation Within a Commercial 3-D CFD Code
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“More accurate results might also be possible by using a boundary condition of supersaturated water vapor instead of saturated water vapor at the frost surface, see [8].”
BackgroundAn experimental study on condensation frosting characteristics on vibrating cold surfaces
Zhang, X., Li, K.-L., Zhan, B., Yang, Q., Wang, Z.-C., Zhang, L., & Song, M.-J. (2025) · International Communications in Heat and Mass Transfer · doi:10.1016/j.icheatmasstransfer.2025.109803 · Cited by 8 · see citing works
Impact of Environmental Conditions on Frost Crystal Structure
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Heat transfer in the regenerative heat exchanger
Kanaś, P., Jedlikowski, A., KARPUK, M. M., Anisimov, S., & Vager, B. (2022) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2022.118922 · Cited by 9 · see citing works
The dynamics of frost formation on road surfaces: an experimental analysis
Wang, C., Tan, T., Fang, M., Xing, C., Meng, A., & Tan, Y. (2024) · Cold Regions Science and Technology · doi:10.1016/j.coldregions.2024.104225 · Cited by 7 · see citing works
Variation of Frost Roughness on a Flat Plate Under Forced Convection
Zhang, T., O'Neal, D., & McClain, S. (2021) · Journal of Thermal Science and Engineering Applications · doi:10.1115/1.4047570 · Cited by 7 · see citing works
Tahavvor, A. R. (2016) · Heat and Mass Transfer · doi:10.1007/s00231-016-1848-8 · Cited by 7 · see citing works
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Han, Z.-M., Liu, H.-J., Wang, Z.-P., Han, B., & Chang, H.-L. (2025) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2025.127185 · Cited by 7 · see citing works
Frost Formation: Optimizing solutions under a finite volume approach
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Frost accumulation in the non-hygroscopic rotary heat exchanger for heat recovery
Kanaś, P., Jedlikowski, A., & Anisimov, S. (2024) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2024.125608 · Cited by 6 · see citing works
A modified CFD model for frosting on a horizontal plate
Cai, W.-H., Fang, X.-S., Li, S., & Qiu, G.-D. (2024) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2024.125726 · Cited by 5 · see citing works
A non-iterative solution for frost growth on flat surfaces
Hollon, D., Truster, N., Byrd, L., Roman, A. J., & Wolff, M. (2023) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2023.124578 · Cited by 5 · see citing works
Experimental study on heat transfer characteristics of frost formation on vertical cold surfaces
Han, Z.-M., Liu, H.-J., Chen, H., & Han, B. (2025) · International Communications in Heat and Mass Transfer · doi:10.1016/j.icheatmasstransfer.2024.108485 · Cited by 4 · see citing works
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Comparison of melting frost layers after 2 frozen methods in pork cuts (longissimus dorsi)
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A Mathematical Model for Frost Formation on Ground Aircraft
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Modelling of frost formation and growth on microstuctured surface
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The effect of surface wettability on frost growth and densification on flat plates
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Numerical Modelling of Frost Formation of Flat Surface
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Recent advances in modelling of frost formation for mechanical systems
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“There were several studies focusing on supersaturation conditions in the air stream (fogging phenomena) when the frost layer grew [17,18,34,35].”
Experimental study on freezing process in a grooved heat pipe
Lei, J., Wang, W., Sixue, L. I. U., Wang, H., Miao, J., & Zhang, H. (2026) · International Journal of Thermal Sciences · doi:10.1016/j.ijthermalsci.2026.110820 · Cited by 2 · see citing works
Modeling of frost accretion on microchannel evaporators for household refrigerators
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“Many researchers presented numerical and experimental models to predict frosting process over a circular cylinder subjected to humid air cross [2-6].”
BackgroundJakończuk, P., Śmierciew, K., Gagan, J., & Butrymowicz, D. (2022) · Sustainability · doi:10.3390/su142113731 · Cited by 2 · see citing works
“Lee and Ro [4] presented simple models for frost growth on a flat plate, which takes into account the frost surface in undersaturated and supersaturated conditions.”
Modeling of the Frost Layer's Growth Considering its Melting and Re-SolidificationPreprint
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A real-time frost thickness prediction model via evaporator resistance identification
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Simulación del depósito de Escarcha en superficies frías
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Data analysis of frost density formed on cooled surfaces
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Measurement and calculation of frost characteristics on cold surfaces
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“…condition is defined in Equation (A21), in which the radiation heat transfer term q lr can be simplified and expressed as h lr (AUST – t 1 ), AUST is an average unheated surface temperature of surrounding surfaces, h lr is an overall radiation heat transfer coefficient (Lee and Ro 2005; 6).”
Liu, S., Ha, X., Lv, G., Zhang, H., Fan, X., Liu, X., Guo, W., & Wandong, Z. (2026) · Applied Energy · doi:10.1016/j.apenergy.2026.128593
- Authors
- Lee, Y. B., & Ro, S. T.
- Affiliations
- LG (South Korea) (KR)
- Seoul National University (KR)
- Corresponding author
- Ro, S.T.
- Venue
- Experimental Thermal and Fluid Science
- Publisher
- Elsevier BV
- Published
- 2005-07
- Volume
- 29
- Issue
- 6
- Pages
- 685-696
- ISSN
- 0894-1777 (ISSN-L)
- OpenAlex
- W2001794842
- Semantic Scholar
- 3770b4c095a21f5e9c60e9dba5b40584095ae42d
- Cited by
- 100
- References
- 20
- Citations by year
- 2026: 7 · 2025: 5 · 2024: 8 · 2023: 6 · 2022: 10 · 2021: 10 · 2020: 3 · 2019: 2 · 2018: 5 · 2017: 6 · 2016: 9 · 2015: 6 · 2014: 3 · 2013: 3 · 2012: 3
- FWCI
- 0.76
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Experimental Thermal and Fluid Science (publishedVersion)
- Topics
- Physical Sciences › Engineering › Aerospace Engineering › Icing and De-icing Technologies
- Physical Sciences › Engineering › Mechanical Engineering › Refrigeration and Air Conditioning Technologies
- Physical Sciences › Engineering › Computational Mechanics › Heat and Mass Transfer in Porous Media
- Keywords
- frost growth, frost layer, flat plate, saturation, supersaturation, water vapor diffusion, porous media, phase transitions
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