1. Introduction
Wind power generation and solar photovoltaic power generation, as mature and widely applied renewable energy technologies, represent core pathways to achieving global carbon peak and carbon neutrality objectives, playing an indispensable role in energy structure transformation [
1]. However, in cold or high-altitude regions, as shown in
Figure 1, the surfaces of wind turbine blades and photovoltaic panels are highly susceptible to icing and frosting at low temperatures. The frost layer can distort the aerodynamic profile of the blades and significantly reduce the light transmittance of the photovoltaic panels, leading to decreased power generation efficiency, increased equipment vibration, and even forced shutdowns, resulting in significant energy losses and economic costs [
2,
3,
4]. Conventional de-icing methods, such as electrical heating and chemical de-icing agents, are currently widely adopted but suffer from high energy consumption, low efficiency, potential equipment damage, and environmental pollution [
5,
6]. Therefore, delving into the mechanisms of low-temperature surface frost formation, systematically investigating the frosting characteristics and action mechanisms of different microscopic surface structures, and identifying effective methods to delay frost layer formation have become critical scientific and technological issues. These efforts are essential for enhancing energy utilisation efficiency, ensuring the reliable operation of equipment systems, and promoting the green and low-carbon development of related industries, thereby advancing the sustainable development of clean energy.
Frost formation is essentially a complex phase transition process whereby water vapour in moist air condenses upon cold surfaces. When the solid surface temperature falls below both the air’s dew point and freezing point, water vapour contacting the cold surface undergoes an initial stage of either condensation followed by nucleation and freezing, or direct sublimation nucleation. This is followed by a series of sequential steps: droplet coalescence, growth at the tips of solidifying droplets, frost layer expansion, and structural aggregation. Ultimately, this process forms a frost layer exhibiting the characteristic properties of a porous medium [
9].
Surface frost formation, as a complex physical process involving multiphase flow, coupled heat and mass transfer with phase change, has long attracted numerous scholars to conduct in-depth research across multiple dimensions, including theoretical analysis, experimental observation, and numerical simulation. Early investigations focused on quantifying the influence of environmental parameters. Li et al. [
10] conducted experimental studies on frost deposition on horizontal low-temperature surfaces under free convection. They quantified the coupled effects of cold surface temperature and ambient humidity on frost layer growth rate and final density under free convection conditions, establishing the classic parametric relationship governing frost layer growth. With advances in observational techniques, research has shifted towards micro-dynamics. Zheng et al. [
11] employed visualisation methods to investigate the freezing process on vertical copper surfaces, superhydrophobic surfaces, and hybrid patterned surfaces. They discovered that surface wetting properties effectively regulate the distribution, size, and freezing sequence of initial condensation droplets, thereby guiding the propagation pathways of subsequent frost branches and the macroscopic morphology of the frost layer. He et al. [
12] further focused on the ‘edge effect’ of millimetre-scale structural edges on the anti-frost performance of superhydrophobic surfaces. Experiments demonstrated that this ‘edge effect’ represents a common failure mode for anti-frosting on superhydrophobic surfaces, where millimetre-scale structural edges preferentially induce ice nucleation, leading to rapid frost layer propagation from the edges towards the centre. Wang et al. [
13] combined experiments with simulations to investigate frost layer growth behaviour under ultra-low dew point conditions. They revealed that frost layer growth kinetics under extreme dry conditions differ markedly from those in conventional environments, with frost structures exhibiting greater porosity. A predictive model applicable to these special operating conditions was established.
Based on an understanding of the mechanisms of frost formation, the development of long-lasting, low-energy passive anti-frost coatings has become a research focus. Gu et al. [
14] applied superhydrophobic coatings to aluminium finned heat exchangers in air-source heat pumps, confirming their potential for delaying frost formation and reducing defrosting energy consumption, thereby providing a case study for coating applications in refrigeration equipment. Li et al. [
15] developed an enhanced superhydrophobic coating incorporating a flexible intermediate layer. This coating exhibits stable corrosion resistance, frost delay, and long-term weathering performance. It demonstrated excellent behaviour in mechanical abrasion, chemical corrosion, and UV ageing tests while maintaining superior hydrophobicity and anti-icing properties, achieving a significant improvement in durability.
Addressing the anti-icing requirements for wind turbine blades and photovoltaic sheets, Fakorede et al. [
7] conducted a comprehensive review and comparative analysis of various anti-icing systems suitable for cold-climate wind turbines. They noted that while active heating methods are reliable, they exhibit high energy consumption, whereas passive coating methods face durability challenges. Ma et al. [
16] explored porous surfaces infused with lubricants for wind turbine blade de-icing, finding this technology significantly reduces ice adhesion strength. However, issues concerning lubricant consumption and replenishment limit its long-term outdoor application. Li et al. [
17] specifically investigated the durability and dynamic de-icing performance of elastomeric coatings on wind turbine blades. They discovered that elastomeric coatings, owing to their flexibility, better withstand the shear stresses generated during repeated freeze/thaw cycles, thereby exhibiting a longer service life than rigid coatings. Nevertheless, their photothermal conversion efficiency is typically lower than that of rigid coatings. de-icing cycles, their flexibility enables better tolerance of shear stresses generated during ice detachment, resulting in longer service life compared to rigid coatings. However, their photothermal conversion efficiency is typically lower than rigid coatings, highlighting the necessity for future development of composite coatings combining toughness with high photothermal efficiency. Ji et al. [
18] combined high-fidelity CFD(Computational Fluid Dynamics)simulations with wind tunnel experiments to quantify the impact of varying ice morphologies and coverage rates on power generation efficiency, establishing precise correlations between ice formation patterns and aerodynamic losses. Nevertheless, the ice geometries employed remained based on idealised models, differing from the complex morphologies of natural ice accumulation. Manni et al. [
8] further investigated the impact of de-icing nanomaterial coatings on solar sheets in high-latitude regions, discovering that certain coatings may slightly affect light transmittance while reducing ice accumulation, necessitating a balance between anti-icing performance and optical loss. Przybyszewski et al. [
19] employed dual/tri-functional cage-type sesamsiloxane-modified transparent coatings to successfully impart surface de-icing properties to photovoltaic glass while maintaining high light transmittance, achieving a unified optical and anti-icing performance. Sun et al. [
20] developed a composite film with high photothermal conversion efficiency. Under simulated solar irradiation, the film surface rapidly heated above freezing point, enabling self-powered passive de-icing. Its de-icing efficiency significantly surpassed conventional electric heating, offering an innovative solution for outdoor equipment such as photovoltaic sheets.
A large body of literature has demonstrated the superior performance of superhydrophobic surfaces in delaying ice formation and reducing ice adhesion strength; however, most studies have used metal, glass, or silicon wafers as substrates and conducted tests under ideal conditions. However, the engineering materials actually used on the surfaces of clean energy facilities—such as wind turbine blades and photovoltaic panels—include polymeric materials like HIPS, ABS, and acrylic. The surface properties of these single-component polymeric materials differ significantly from those of metal substrates, and research on the behavior of typical engineering polymeric materials under low-temperature frosting conditions remains scarce. Currently, research on the anti-icing performance and mechanisms of superhydrophobic surfaces in low-temperature environments is largely concentrated in the sub-freezing range of −5 °C to −10 °C. Studies on the characteristics of superhydrophobic surfaces regarding nucleation, frost crystal growth, and frost layer accumulation under the extreme −20 °C conditions actually faced by clean energy equipment in frigid regions remain insufficient. Systematic experimental observations are still needed to understand the crystalline morphologies that superhydrophobic surfaces adopt to suppress frost layer accumulation and prevent abnormal frost crystal growth. The interaction between the microstructure of superhydrophobic surfaces and frost crystals remains unclear, and there is a lack of in-depth understanding of key scientific issues such as changes in nucleation energy barriers and heat and mass transfer. Therefore, systematically analyzing the distribution of frost crystal heterogeneous nucleation sites, growth kinetics, and microstructure–ice crystal interaction mechanisms under −20 °C conditions through high-precision in situ observation methods holds significant theoretical value and practical significance for verifying the engineering applicability, performance stability, and evaluation reliability of superhydrophobic coatings in clean energy acquisition and storage.
This study focuses on the frosting phenomenon on the surfaces of clean energy equipment. We selected three commonly used polymer materials—HIPS, ABS, acrylic—commonly used on the surfaces of clean energy equipment—along with a superhydrophobic coating material. By establishing a low-temperature frosting experimental platform, we systematically recorded and compared the evolution and morphological changes in frost layers across different time scales for the four materials. We conducted a comparative analysis of parameters such as frost layer morphology, coverage, and thickness to evaluate the anti-frosting performance of superhydrophobic surfaces under −20 °C conditions and to elucidate the underlying mechanisms. This provides experimental evidence for the low-temperature protection of clean energy facilities.
2. Experiments and Methods
2.1. Establishment of the Experimental Platform
To observe and investigate frost formation on surfaces of materials with varying degrees of hydrophilicity and hydrophobicity, this paper independently designed and constructed a low-temperature surface frost observation experimental platform. The design principle of the experimental setup is illustrated in
Figure 2.
The Low-Temperature Surface Frosting Observation Experimental Platform comprises four components: the frosting platform, the refrigeration and temperature control system, the frosting observation system, and the data acquisition system. It enables precise control of experimental conditions and real-time observation of the frosting process.
The frosting platform consists of an experimental sheet material and thermal grease. The experimental sheet material is positioned atop the thermal grease, receiving cold energy transmitted from below and serving as the observation subject for low-temperature surface frosting experiments.
The refrigeration and temperature control system comprises equipment including a semiconductor cooling plate, cooling water pipes, a constant-temperature circulating water bath, and an adjustable power supply. It is primarily employed to supply cooling capacity to the frosting platform and regulate the surface temperature of the experimental sheets. The semiconductor cooling plate is positioned beneath the frosting platform, with its cold surface temperature controlled via connection to the adjustable power supply [
21]. When direct current passes through, heat absorption and heat dissipation occur on opposite sides of the plate. The heat-absorbing side faces upwards, contacting thermal grease to deliver the required cooling to the frosting platform. The heat-dissipating side faces downwards, connected to cooling pipes for liquid cooling. The other end of these pipes connects to the thermostatic circulating water bath, absorbing heat from the plate’s heat-emitting side to maintain a constant surface temperature on the test sheets during experiments.
The frost observation system comprises a CCD (Charge-coupled Device) lens, three-dimensional electrically controlled guide rails, an operating console, a monitor, and a cold light lamp. It is primarily used to observe and record the frosting process under varying hydrophilic and hydrophobic conditions. During experimental filming, the CCD lens captures the frost formation on the surface of experimental sheet material, while the cold light lamp serves as an auxiliary light source, with its position and brightness adjustable via fibre optics. The CCD lens is mounted on the three-dimensional electrically controlled guide rails. The operating console enables adjustment of the shooting position, angle, and mode. Captured footage is transmitted to the monitor for real-time viewing and storage, facilitating subsequent data processing and analysis post-experiment.
The data acquisition system comprises equipment such as thermometer and hygrometer and infrared thermometer, primarily employed to record experimental environmental conditions. The thermometer and hygrometer probes are positioned around the frosting platform to record ambient temperature and relative humidity throughout the experiment. The infrared thermometer measures real-time surface temperatures of the test sheets to monitor and ensure the frosting process occurs under constant surface conditions. The layout of the low-temperature surface frosting observation platform is shown in
Figure 3, while
Table 1 details the principal equipment employed.
2.2. Selection of Experimental Materials
This study selected four materials for comparative testing, namely HIPS (high-impact polystyrene), ABS (Acrylonitrile Butadiene Styrene), acrylic, and acrylic sheet with low-temperature flexible superhydrophobic coating (LFSC), all used in renewable energy installations. The aim was to evaluate the impact of varying hydrophilic and hydrophobic surface properties on frost formation behaviour.
HIPS plastic is an impact-modified material formed by introducing a rubber phase into polystyrene, and it can be used in photovoltaic power generation to manufacture additional insulation layers [
22]. ABS plastic is an engineering plastic with excellent comprehensive properties, and can be used in wind power generation for the leading edges of small wind turbine blades, and in photovoltaic power generation for manufacturing photovoltaic sheet support structures [
23,
24]. Acrylic is a transparent engineering plastic with favourable thermoplasticity and light transmission properties. It is commonly employed in wind power generation for manufacturing wind turbine blades and in photovoltaic power generation as lightweight transparent covering materials, such as protective covers for photovoltaic sheets [
25,
26,
27,
28].
The LFSC constitutes the core experimental subject of this study. Based on biomimetic principles, this coating incorporates flexible siloxane segments into the main chain to synthesise a modified silicone-fluorine copolymer matrix. This confers exceptional flexibility and low-temperature adaptability upon the coating. Furthermore, by compounding with environmentally friendly materials such as HDTMS (Hexadecyltrimethoxysilane) and functional fillers like nano-SiO
2, establishing a micro-nano dual structure comprising micrometre-scale protrusions and nanoscale wax-like structures. This achieves low surface energy and high hydrophobicity. The coating is uniformly applied via spraying onto clean acrylic substrates, forming the LFSC [
29,
30]. As shown in
Figure 4, the surface characteristics of the LFSC under a CCD lens reveal micro- and nano-scale papillae structures resembling a lotus leaf surface, as highlighted in the figure.
The four materials selected for this study were 5 mm thick and measured 50 mm × 100 mm. Prior to the frosting experiments, a static contact angle measurement platform was constructed as shown in
Figure 5. The static contact angle of the samples was measured at room temperature (25 ± 1 °C). Deionized water with a droplet volume of 0.03 mL was used as the test liquid. The flow rate and velocity of the test liquid were set and controlled using a syringe to ensure that the droplet fell vertically and smoothly onto the test plate. Multiple measurements were taken at five different locations on the surface of each sample plate, and the average value was calculated [
31,
32].
The static contact angle of HIPS (
Figure 6a) is 87° (±3°), which is close to the threshold between hydrophilic and hydrophobic properties; the static contact angle of ABS (
Figure 6b) is 67° (±2°), classifying it as a hydrophilic material. The static contact angle of acrylic (
Figure 6c) is 58° (±4°), also classifying it as a hydrophilic material. The static contact angle of the prepared acrylic sheet with LFSC (
Figure 6d) is 154° (±1.5°), demonstrating superhydrophobic properties.
In response to the practical application requirements for wind turbine blades and photovoltaic panels to withstand low-temperature icing, this study systematically evaluated the service performance of LFSC in these scenarios. This study conducted the following physical, chemical, and mechanical property tests: Under a 100 g load, the coating surface was subjected to 50 cycles of abrasion against 800-grit sandpaper; the contact angle remained at 151°, maintaining its superhydrophobic state, demonstrating excellent abrasion resistance. After being tightly adhered with 3M tape and rapidly peeled off, the coating showed no significant damage and no noticeable decline in hydrophobicity after more than 50 cycles, indicating a strong bond between the functional layer and the primer layer; after continuous UV irradiation for several days, the contact angle of the coating surface remained at 152°, still above 150°, indicating that the HDTMS-modified SiO
2 structure possesses good resistance to UV aging.
Table 2 compares the properties of this coating with those of some coatings from other existing studies.
2.3. Experimental Procedure
This experiment observes the frosting process on a low-temperature surface. The sample surface temperature was set to −20 °C to simulate the surface temperature of clean energy equipment in dry, cold winter conditions. This temperature represents typical operating conditions in high-latitude winters; wind turbine blades and photovoltaic panels operating in high-latitude regions can easily reach and remain stable at this temperature level for extended periods during the night, when there is no solar radiation or when strong radiation causes cooling. This temperature is below the critical temperature for heterogeneous nucleation of water, allowing for rapid frost formation, while remaining above the glass transition temperature of the superhydrophobic coating, ensuring that the LFSC retains its flexibility. The experiment achieved this constant boundary condition using a semiconductor cooling plate and a thermostatic circulating water bath, focusing on studying frosting behavior under constant cooling drive while eliminating interfering factors such as solar radiation fluctuations and sudden changes in wind speed found in real-world environments. The specific experimental procedure is as follows:
(1) Clean and wipe the four types of test panels to ensure the surfaces are free of impurities and moisture, then place them in a drying oven for 30 min.
(2) Start the experimental refrigeration system and set the target temperature to −20 °C.
(3) Using an infrared thermometer, select five measurement points evenly distributed across the cold surface of the cooling plate. Record the current temperatures and calculate the average until the average temperature stabilizes at −20 °C and remains constant for 30 min.
(4) Use a thermo-hygrometer to record ambient temperature and humidity, and monitor the surface temperature of the test panels and environmental parameters in real-time throughout the experiment.
(5) Place the test panels on thermal grease and start the observation timer; adjust the focus of the top and side CCD cameras for filming, using a cold light lamp for supplementary lighting; and after 15 min of continuous observation, stop recording and save the vertical and horizontal views.
(6) Remove the test panels, wash, wipe, and dry them again to ensure consistent initial experimental conditions; repeat the above frosting test steps three times for each type of panel. After all experiments are completed, shut down all equipment on the platform.
(7) Record vertical images at 0, 5, 10, and 15 min; count the number of frost crystal nuclei and calculate the frost coverage within a designated 1 mm × 1 mm area; analyze the diffusion patterns and distribution of the frost layer; record horizontal images at the same time points; and analyze the vertical growth patterns of the frost layer and measure its thickness.
4. Discussion
Based on 15 min frosting observations of different panel materials conducted through low-temperature surface frosting experiments, it can be seen that the degree of frosting on the four panel types follows a gradient pattern: acrylic panels > ABS panels > HIPS panels > acrylic panels with LFSC. Acrylic panels exhibited the most severe frosting with the largest coverage area, while the panels with the superhydrophobic coating showed the least frosting. with frost crystals forming isolated hemispherical structures, demonstrating exceptional overall anti-frost performance.
Throughout the experiment, the superhydrophobic surface consistently maintained the lowest frost coverage rate and thinnest average frost layer thickness. The LFSC demonstrated frost suppression efficiency exceeding 80%, with slight improvement over time. Compared to the most severely frosted acrylic sheet surface, frost coverage was reduced by nearly 90%. This highly effective frost suppression capability holds significant importance for extending the operational lifespan of clean energy facilities.
In experiments, nucleation sites on superhydrophobic surfaces are sparse and randomly distributed. For such surfaces, the extremely high contact angle results in minimal droplet contact area, thereby substantially increasing the critical nucleation energy barrier and significantly elevating the difficulty of heterogeneous nucleation [
35,
36]. Once an ice droplet forms, the saturated vapour pressure of ice being lower than that of supercooled water causes surrounding water vapour molecules to preferentially migrate to and sublimate onto this existing ice crystal surface. This triggers rapid vertical and horizontal growth of the frost crystal at that point, forming tall ‘frost patches’. In regions distant from frost patches, the protective air cushion and low surface energy persistently inhibit new nucleation. Consequently, the nucleation density on superhydrophobic surfaces is markedly lower than on the other three materials. This growth pattern itself is inefficient, as water vapour must diffuse over greater distances to reach growth sites, thereby increasing the difficulty of frost crystal nucleation.
- 2.
Micro-nano structures on superhydrophobic surfaces reduce thermal conductivity efficiency, thereby slowing the growth rate of frost layers.
The anti-frost performance of superhydrophobic surfaces fundamentally relies upon the air cushion captured within their rough micro- and nanostructures. When droplets are placed upon such rough surfaces, air becomes trapped beneath the apex of the droplet’s microstructure, creating a metastable non-wetting state known as the Cassie-Baxter state [
37]. Experimental observations confirming this mechanism reveal droplets suspended atop the micro-nanostructures, forming point contacts with the substrate. In this state, the solid–liquid contact area is minimal, with the majority of the surface isolated by an air layer. This results in the formation of a loose, porous frost layer possessing a larger specific surface area and increased diffusion pathways. The presence of this air layer results in a low effective thermal conductivity for the frost layer, significantly impeding heat transfer. This maintains a relatively high effective surface temperature, thereby slowing the rate of water vapour condensation and reducing the rate of frost layer thickening [
38,
39].
- 3.
Constraints imposed by rough surfaces on the orientation of frost crystal growth.
During the frost layer growth phase, the formation of ice bridges constitutes a critical step leading to the rapid and continuous coverage of surfaces by successive frost layers. The micro-nano structural spacing on superhydrophobic surfaces, comparable to frost crystal dimensions, coupled with unique micro-wetness and structural characteristics, physically inhibits and delays this process. When frost crystals grow to a certain size, their expansion becomes physically constrained by the microstructures [
40,
41]. The hemispherical frost crystals observed experimentally indicate that crystal growth is impeded, permitting only limited vertical expansion. This spatial constraint effect hinders lateral coalescence of frost crystals, resulting in slow coverage growth. Constrained by the surface microstructure, condensed water droplets remain trapped atop the microstructures, struggling to wet the structural grooves. The growth of the frost layer requires water vapour migration across the substrate surface. Consequently, the associated growth pathways between two ice nuclei no longer involve short-range diffusion along the solid surface but instead necessitate long-range gas-phase diffusion through the air layer. This significantly increases the difficulty of connecting different frost crystals and prolongs the time required for frost layer formation.
Experiments have confirmed that improving surface wettability by increasing the static contact angle can effectively intervene in the thermodynamic evolution of frost layers in typical low-temperature environments, significantly reducing frost coverage and delaying the onset of frost formation. This provides new experimental evidence for passive anti-icing and de-icing technologies. When combined with low-power active de-icing systems, this approach can substantially reduce curtailment of wind and solar power caused by icing, increase the annual utilization hours of equipment, and directly boost clean energy generation. Compared to traditional active de-icing methods, this approach offers the potential advantages of low energy consumption and continuous, uninterrupted operation.
Experiments observed that anti-icing efficiency slightly increased as the icing process progressed, providing positive indications for the coating’s long-term service under continuous low-temperature conditions. Applying this LFSC to the surfaces of wind turbine blades can effectively inhibit the adhesion and accumulation of frost on the leading edges and airfoil surfaces, thereby maintaining the aerodynamic profile of the blades and reducing power losses caused by increased surface roughness. Coating photovoltaic glass surfaces with this coating can delay frost coverage, maintain the optical transmittance of modules, and ensure the effective power output of photovoltaic power stations under low-temperature, low-light conditions.
This technology can extend the continuous operation cycle of equipment, reduce the frequency of manual de-icing and maintenance costs, avoid increased structural loads and fatigue damage caused by ice accumulation, and extend the service life of the units. The research findings provide critical technical support for addressing the issue of surface icing on clean energy equipment in cold and high-altitude regions. This technical approach can replace traditional chemical de-icing agents, eliminate the ecological risks posed by harmful substances such as ethylene glycol to soil and water sources, reduce energy consumption associated with active de-icing, and achieve dual optimization of environmental and economic benefits. Against the backdrop of the global energy transition, breakthroughs in anti-icing technology will unlock the vast renewable energy potential of high-altitude, cold regions, drive the large-scale deployment of wind and solar power in extremely cold environments, enhance the climate resilience and power supply reliability of renewable energy systems, and provide crucial technical support for building a clean, low-carbon, safe, and efficient modern energy system.