Research progress on application of smart technology in anti-icing and de-icing
-
摘要: 结冰会严重影响交通载具、大型建筑、工业生产等社会生活各方面的安全性和稳定性，造成经济损失甚至危及人身安全，因此开展防/除冰材料与技术的研究具有重要价值。伴随着新装备和新技术的快速发展，具有结冰传感探测、自诊断与控制、外场驱动响应等功能的智能防/除冰技术为解决表面结冰问题提供了新思路。本文首先阐述了空中、陆地和海洋等不同环境下的结冰原理，在总结归纳主被动防/除冰技术优缺点的基础上，结合智能防/除冰技术的特点，介绍了微波谐振传感器、电容式传感器和光纤传感器的结冰探测机制；剖析了智能技术在防/除冰系统中的应用，对电加热法与低界面韧性涂层复合的智能混合防/除冰系统、结冰探测和防/除冰一体化的DBD等离子体致动器以及由形状记忆聚合物组成的动态防/除冰系统进行了详细讨论；并概述了光热驱动响应和温度驱动响应的智能防/除冰涂层。最后对智能技术在防/除冰中的未来研究方向和发展趋势进行了展望。Abstract: Icing can seriously affect the safety and stability of various aspects of social life such as traffic vehicles, large buildings and industrial production, causing economic losses and even endangering personal safety. Therefore, it is of great value to carry out research on anti-/de-icing materials and technologies. With the rapid development of new equipment and technologies, smart anti-/de-icing technology with functions such as icing sensing detection, self-diagnose and control, and external field driven response has provided new ideas for solving surface icing problems. In this paper, firstly, the principles of icing in air environment, terrestrial environment and marine environment were described. On the basis of summarizing the advantages and disadvantages of active and passive anti-/de-icing technologies, in combination with the characteristics of smart anti-/de-icing technology, the icing detection mechanism of microwave resonant sensor, capacitive sensor and optical fiber sensor was introduced. And the applications of smart technology in anti-/de-icing systems were analyzed, discussing in detail the smart hybrid anti-/de-icing system composed of electric heating and low-interfacial toughness coatings, the DBD plasma actuator with integrated functions of icing detection and anti-/de-icing, and the dynamic anti-/de-icing system composed of shape memory polymers. What’s more, smart anti-/de-icing coatings for photothermal driven response and temperature driven response were also outlined. Finally, the future research directions and development trends of smart technology in anti-/de-icing were prospected.
-
图 3 用于探测表面结冰的不同种类传感器
(a)双分环微波谐振传感器[56]; (b)单分环微波谐振传感器[57]; (c)贴片天线微波传感器[58];(d)具有尖锐带通响应的微波谐振传感器[59]; (e)电容式传感器[60]; (f)光纤传感器[61]
Figure 3. Different types of sensors used to detect surface icing
(a) Double split-ring microwave resonator[56]; (b) Single split-ring microwave resonator[57]; (c) Patch antenna microwave sensor[58]; (d) Microwave resonator with a sharp bandpass response[59]; (e) Capacitive sensor[60]; (f) Optical fiber sensor[61]
图 4 双分环微波谐振传感器跟踪表征水冷凝、结冰、冰生长及室温解冻全过程[56]
(a)整个过程中谐振器的频谱响应; 以及谐振响应的各参数(b)谐振振幅, (c)谐振频率和(d)品质因子随时间的变化
Figure 4. The double split-ring microwave resonant sensor track and characterize the entire process of water condensation, freezing, ice growth and room temperature thawing[56]
(a) Spectrum response of the resonator throughout the entire process; and the variation of (b) resonance amplitude, (c) resonance frequency and(d) quality factor over time
图 5 单分环微波谐振传感器在不同响应过程中谐振振幅随时间的变化[57]
(a)超疏水表面和未处理表面上的液滴冻结; (b)超疏水表面和未处理表面上的水冷凝和冰生长;(c)加热和室温条件下冰滴的融化
Figure 5. The variation of resonant amplitude over time in a single split-ring microwave resonant sensor under different response processes[57]
(a) Freezing of the water droplet on superhydrophobic and untreated surface; (b) Water condensation and ice growth on superhydrophobic and untreated surface; (c) Melting of the ice droplet under heating and room temperature
图 9 智能混合防/除冰系统中谐振传感器的响应[59]
(a)有LIT涂层覆盖的和无LIT涂层覆盖的谐振传感器的S21频谱响应; (b)智能混合防/除冰系统的传感器分别对水、粘附冰、分离的冰和基线状态下的响应; (c)谐振振幅和(d)谐振频率在整个结冰/除冰过程中随时间的变化
Figure 9. Resonant sensor’s response of the smart hybrid anti-/de-icing system[59]
(a) The S21 spectrum response of the resonant sensor with and without the LIT coating coverage; (b) The smart hybrid system’s sensor response to water, adhered ice, detached ice and the bare sensor; The variation of (c) resonant amplitude and (d) resonant frequency over time during the icing/de-icing process
图 11 外场驱动下可动态防/除冰的形状记忆聚合物
(a)形状记忆GO/EP复合材料的防/除冰结构示意图[80]；(b)近红外光响应下能原位可逆转换表面微观结构的超疏水形状记忆聚合物[82]
Figure 11. Shape memory polymer for dynamic anti-/de-icing under external field driving
(a) Schematic of anti-/de-icing structure based on the shape memory GO/EP composite[80]; (b) The superhydrophobic shape memory polymer that can reversibly convert surface microstructure in situ under near-infrared light response[82]
图 12 光热驱动响应的智能防/除冰涂层
(a)Fe3O4/氟化环氧树脂的光热性质和超疏水性[96]; (b)利用沉淀法和逐层喷涂法制备ER/H-ZnO@CuS/PDMS光热超疏水涂层[98]; (c)PCPAS光热超疏水涂层优异的防/除冰性能[101]
Figure 12. Smart anti-/de-icing coatings for photothermal driven response
(a) Photothermal properties and superhydrophobicity of Fe3O4/fluorinated epoxy resin[96]; (b) Preparation of ER/H-ZnO@CuS/PDMS photothermal superhydrophobic coating using precipitation and layer-by-layer spraying method[98]; (c) Excellent anti-/de-icing performance of PCPAS photothermal superhydrophobic coating[101]
图 13 温度驱动响应的智能防/除冰涂层
(a)碱腐蚀和机械破坏的SiO2-FPU涂层在高温诱导自修复前后的微观形貌对比图[107];(b)MPCM/PRTV涂层中相变微胶囊吸收和释放潜热增强防/除冰性能[108]
Figure 13. Smart anti-/de-icing coatings for temperature driven response
(a) Comparison of SEM images of SiO2-FPU coatings subjected to alkali etching and mechanical damage before and after high-temperature induced self-healing[107]; (b) Phase change microcapsules in MPCM/PRTV coatings enhancing anti-/de-icing performance by absorbing and releasing latent heat[108]
表 1 主被动防/除冰技术原理及其优缺点
Table 1. The principles, advantages and disadvantages of active and passive anti-/de-icing technologies
Technologies Principles Advantages Disadvantages Active methods Mechanical methods Utilizing external forces such as aerodynamic force, shear stress or vibration, for example, electro-impulse[34], pneumatic impulse[35] and ultrasonic[36]. Mature technology, de-icing thoroughly, and suitable for thicker ice layers. Complex design, additional equipment, low work efficiency and severe surface damage. Thermal
MethodsHeating the surfaces through Joule heating, electromagnetic energy conversion or compressed air, for example, electric heating[37], microwave heating[38] and hot air[39]. Suitable for large-scale de-icing, with faster speed and less surface damage. High energy consumption, high cost, requiring frequent manual operation and regular maintenance. Chemical
methodsUsing solid or liquid anti-icing agents to inhibit the formation of ice by lowering the freezing point[40]. Good effect, widely used on the ground. High cost and serious environmental pollution. Passive methods Superhydrophobic surfaces Contact angle>150°, sliding angle<5°, with low surface energy and micro-nano rough hierarchical structure. Droplets maintain non-wetting in Cassie-Baxter state[41, 42]. Promote rebound and combination of the droplets, prevent heat exchange with the substrate, thus result in excellent anti-icing performance[43]. The freezing of condensate droplets under low temperature and high humidity actually increases the ice adhesion, leading to loss of hydrophobicity. Meanwhile, environmental erosion can damage the structure and chemical composition of surfaces[44]. Slippery liquid-infused porous surfaces The surface is smooth and uniform, the lubricant has high affinity and is water-immiscible. The extremely low contact angle hysteresis can promote the sliding of droplets[45]. Significantly delay the formation and accumulation of ice, resulting in a decrease of 1-2 orders of magnitude in ice adhesion strength[46]. Lubricant finally loses the anti-/de-icing performance due to evaporation, shedding and mechanical wear[47]. Low-modulus elastomer coatings The stiffness inhomogeneity between the coatings and ice can cause deformation incompatibility, leading to interface cavitation[48]. Coatings can also induce local stress concentration at the interface, leading to crack initiation and propagation[49]. Significantly weaken the ice adhesion strength without damaging the entire interface. After multiple cycles of icing and de-icing, the poor mechanical properties of the coatings seriously limit the durability[50]. Low-interfacial toughness materials When the interface’s macroscopic length is greater than the cohesive length, de-icing performance is dominated by interfacial toughness rather than interfacial strength[51, 52]. The energy dissipated by creating a unit area of new crack is equivalent to the interfacial toughness. The de-icing force maintain constant. The research is still in initial stage, and the factors affecting properties of LIT materials are not yet clear[53]. 
下载: 导出CSV
-
[1] YAMAZAKI M, JEMCOV A, SAKAUE H. A Review on the Current Status of Icing Physics and Mitigation in Aviation[J]. Aerospace, 2021, 8(7): 188. doi: 10.3390/aerospace8070188 [2] POTAPCZUK M G. Aircraft Icing Research at NASA Glenn Research Center[J]. Journal of aerospace engineering, 2013, 26(2): 260-276. doi: 10.1061/(ASCE)AS.1943-5525.0000322 [3] CALISKAN F, HAJIYEV C. A review of in-flight detection and identification of aircraft icing and reconfigurable control[J]. Progress in Aerospace Sciences, 2013, 60: 12-34. doi: 10.1016/j.paerosci.2012.11.001 [4] JACKSON D G. Primary Ice Detection Certification Under the New FAA and EASA Regulations[R]. SAE Technical Paper, 2015. [5] DALILI N, EDRISY A, CARRIVEAU R. A review of surface engineering issues critical to wind turbine performance[J]. Renewable and Sustainable Energy Reviews, 2009, 13(2): 428-438. doi: 10.1016/j.rser.2007.11.009 [6] 刘韬文, 蒙文川, 戴承伟, 等. 风力发电机防冻融冰综述[J]. 湖北电力, 2019, 43(1): 10-17.LIU Taowen, MENG Wenchuan, DAI Chengwei, et al. An Overview of Wind Turbine Generator Anti-Freezing and Deicing[J]. Hubei Electric Power, 2019, 43(1): 10-17(in Chinese). [7] FAKOREDE O, FEGER Z, IBRAHIM H, et al. Ice protection systems for wind turbines in cold climate: characteristics, comparisons and analysis[J]. Renewable and Sustainable Energy Reviews, 2016, 65: 662-675. doi: 10.1016/j.rser.2016.06.080 [8] ZHOU Z, YI X, JIANG W, et al. Quantitative detection method for icing of horizontal-axis wind turbines[J]. Wind energy (Chichester, England), 2019, 22(3): 433-446. doi: 10.1002/we.2297 [9] PARENT O, ILINCA A. Anti-icing and de-icing techniques for wind turbines: Critical review[J]. Cold Regions Science and Technology, 2011, 65(1): 88-96. doi: 10.1016/j.coldregions.2010.01.005 [10] DEMARTINO C, KOSS H H, GEORGAKIS C T, et al. Effects of ice accretion on the aerodynamics of bridge cables[J]. Journal of Wind Engineering and Industrial Aerodynamics, 2015, 138: 98-119. doi: 10.1016/j.jweia.2014.12.010 [11] MATEJICKA L, GEORGAKIS C T. A review of ice and snow risk mitigation and control measures for bridge cables[J]. Cold Regions Science and Technology, 2022, 193: 103429. doi: 10.1016/j.coldregions.2021.103429 [12] MATEJICKA L, GEORGAKIS C T, SCHWARZ A, et al. Cable Surface for the Reduction of Risk Associated with Bridge Cable Ice Accretions[J]. Structural engineering international: journal of the International Association for Bridge and Structural Engineering (IABSE), 2019, 29(3): 425-432. [13] MATEJICKA L, GEORGAKIS C T, KOSS H H, et al. Ice-shedding and aerodynamic investigations of bridge cables with steel wire meshes[C]//IABSE Congress-Resilient technologies for sustainable infrastructure, 2020, pp. 1-8. [14] ABDELAAL A, NIMS D, JONES K, et al. Prediction of ice accumulation on bridge cables during freezing rain: A theoretical modeling and experimental study[J]. Cold Regions Science and Technology, 2019, 164: 102782. doi: 10.1016/j.coldregions.2019.102782 [15] DEHGHANI-SANIJ A R, DEHGHANI S R, NATERER G F, et al. Marine icing phenomena on vessels and offshore structures: Prediction and analysis[J]. Ocean Engineering, 2017, 143: 1-23. doi: 10.1016/j.oceaneng.2017.07.049 [16] SCHUTZIUS T M, JUNG S, MAITRA T, et al. Physics of icing and rational design of surfaces with extraordinary icephobicity[J]. Langmuir, 2015, 31(17): 4807-4821. doi: 10.1021/la502586a [17] BLACKFORD J R. Sintering and microstructure of ice: a review[J]. Journal Of Physics D-applied Physics, 2007, 40(21): R355-R385. doi: 10.1088/0022-3727/40/21/R02 [18] ZHANG Z, LIU X. Control of ice nucleation: freezing and antifreeze strategies[J]. Chemical Society reviews, 2018, 47(18): 7116-7139. doi: 10.1039/C8CS00626A [19] CAO Y, TAN W, WU Z. Aircraft icing: An ongoing threat to aviation safety[J]. Aerospace Science and Technology, 2018, 75: 353-385. doi: 10.1016/j.ast.2017.12.028 [20] CZERNKOVICH N. Understanding In-Flight Icing[C]// Transport Canada Aviation Safety Seminar, 2004, 55(1): 1-21. [21] VUKITS T. Overview and risk assessment of icing for transport category aircraft and components[C]//40th AIAA Aerospace Sciences Meeting & Exhibit, 2002, 811: 1-30. [22] JANJUA Z A, TURNBULL B, HIBBERD S, et al. Mixed ice accretion on aircraft wings[J]. Physics of fluids (1994), 2018, 30(2): 027101. doi: 10.1063/1.5007301 [23] https://www.faa.gov/nextgen/programs/weather/awrp/ifi. [24] https://climate-science.press/2021/02/21/americas-big-chill-wind-turbines-frozen-solid-solar-panels-plastered-in-snow-ice. [25] https://dicepilots.com/ice-navigation-procedures. [26] ÇETINDEMIR O, ZÜLFIKAR A C, YEşILYURT A. Structural health monitoring of bridge structures in cold climates[C]//SHMII-11: 11th International Conference on Structural Health Monitoring of Intelligent Infrastructure, 2022, T11-01: 349-352. [27] MAKKONEN L. Models for the Growth of Rime, Glaze, Icicles and Wet Snow on Structures[J]. Philosophical Transactions of the Royal Society of London, Series A: Mathematical, Physical and Engineering Sciences, 2000, 358(1776): 2913-2939. doi: 10.1098/rsta.2000.0690 [28] BOSE N. Icing on a small horizontal-axis wind turbine- Part 1: Glaze ice profiles[J]. Journal of Wind Engineering and Industrial Aerodynamics, 1992, 45(1): 75-85. doi: 10.1016/0167-6105(92)90006-V [29] DESHPANDE S, SæTERDAL A, SUNDSBø P. Sea Spray Icing: The Physical Process and Review of Prediction Models and Winterization Techniques[J]. Journal of Offshore Mechanics and Arctic Engineering, 2021, 143(6): 061601. doi: 10.1115/1.4050892 [30] DEHGHANI-SANIJ A R, DEHGHANI S R, NATERER G F, et al. Sea spray icing phenomena on marine vessels and offshore structures: Review and formulation[J]. Ocean Engineering, 2017, 132: 25-39. doi: 10.1016/j.oceaneng.2017.01.016 [31] YANG F, ZHANG A. The Effect of Icing of Sea Spray on Ship Structure in Ice Zone[J]. Applied Mechanics and Materials, 2012, 253-255: 2197-2200. doi: 10.4028/www.scientific.net/AMM.253-255.2197 [32] DHYANI A, CHOI W, GOLOVIN K, et al. Surface design strategies for mitigating ice and snow accretion[J]. Matter, 2022, 5(5): 1423-1454. doi: 10.1016/j.matt.2022.04.012 [33] SHI K, DUAN X. A Review of Ice Protection Techniques for Structures in the Arctic and Offshore Harsh Environments[J]. Journal of Offshore Mechanics and Arctic Engineering, 2021, 143(6): 064502. doi: 10.1115/1.4050893 [34] ENDRES M, SOMMERWERK H, MENDIG C, et al. Experimental study of two electro-mechanical de-icing systems applied on a wing section tested in an icing wind tunnel[J]. CEAS Aeronautical Journal, 2017, 8(3): 429-439. doi: 10.1007/s13272-017-0249-0 [35] 于周, 舒立春, 胡琴, 等. 风机叶片气动脉冲除冰结构脱冰计算模型及试验验证[J]. 电工技术学报, 2023, 38(13): 3630-3639.YU Zhou, SHU Lichun, HU Qin, et al. De-icing Calculation Model of Pneumatic Impulse De-icing Structure for Wind Turbine Blades and Experiment Verification[J]. Transactions of China Electrotechnical Society, 2023, 38(13): 3630-3639(in Chinese). [36] WANG Z. Recent progress on ultrasonic de-icing technique used for wind power generation, high-voltage transmission line and aircraft[J]. Energy and Buildings, 2017, 140: 42-49. doi: 10.1016/j.enbuild.2017.01.072 [37] WU X, LIAO Y, YAO L, et al. A non-percolative rGO/XLPE composite with high electrothermal performance at high voltage and effective de/anti-icing for transmission-lines[J]. Composites Science and Technology, 2022, 230: 109772. doi: 10.1016/j.compscitech.2022.109772 [38] ZHAO J, WANG X, XIN L, et al. Concrete pavement with microwave heating enhancement functional layer for efficient de-icing: Design and case study[J]. Cold regions science and technology, 2023, 210: 103846. doi: 10.1016/j.coldregions.2023.103846 [39] LI L, LIU Y, TIAN L, et al. An experimental study on a hot-air-based anti-/de-icing system for aero-engine inlet guide vanes[J]. Applied Thermal Engineering, 2020, 167: 114778. doi: 10.1016/j.applthermaleng.2019.114778 [40] RAMACHANDRAN R, KOZHUKHOVA M, SOBOLEV K, et al. Anti-Icing Superhydrophobic Surfaces: Controlling Entropic Molecular Interactions to Design Novel Icephobic Concrete[J]. Entropy (Basel, Switzerland), 2016, 18(4): 132. doi: 10.3390/e18040132 [41] JEEVAHAN J, CHANDRASEKARAN M, JOSEPH B G, et al. Superhydrophobic surfaces: a review on fundamentals, applications, and challenges[J]. Journal of Coatings Technology and Research, 2018, 15(2): 231-250. doi: 10.1007/s11998-017-0011-x [42] JIANG S, DIAO Y, YANG H. Recent advances of bio-inspired anti-icing surfaces[J]. Advances in Colloid and Interface Science, 2022, 308: 102756. doi: 10.1016/j.cis.2022.102756 [43] LI W, ZHAN Y, YU S. Applications of superhydrophobic coatings in anti-icing: Theory, mechanisms, impact factors, challenges and perspectives[J]. Progress in Organic Coatings, 2021, 152: 106117. doi: 10.1016/j.porgcoat.2020.106117 [44] 李君, 矫维成, 王寅春, 等. 超疏水材料在防/除冰技术中的应用研究进展[J]. 复合材料学报, 2022, 39(1): 23-38.LI Jun, JIAO Weicheng, WANG Yinchun, et al. Research progress on application of superhydrophobic materials in anti-icing and de-icing technology[J]. Acta Materiae Compositae Sinica, 2022, 39(1): 23-38(in Chinese). [45] WONG T, KANG S H, TANG S K Y, et al. Bioinspired self-repairing slippery surfaces with pressure-stable omniphobicity[J]. Nature, 2011, 477(7365): 443-447. doi: 10.1038/nature10447 [46] KIM P, WONG T, ALVARENGA J, et al. Liquid-infused nanostructured surfaces with extreme anti-ice and anti-frost performance[J]. ACS Nano, 2012, 6(8): 6569-6577. doi: 10.1021/nn302310q [47] WANG G, GUO Z. Liquid infused surfaces with anti-icing properties[J]. Nanoscale, 2019, 11(47): 22615-22635. doi: 10.1039/C9NR06934H [48] BEEMER D L, WANG W, KOTA A K. Durable gels with ultra-low adhesion to ice[J]. Journal of Materials Chemistry A, 2016, 4(47): 18253-18258. doi: 10.1039/C6TA07262C [49] HE Z, XIAO S, GAO H, et al. Multiscale crack initiator promoted super-low ice adhesion surfaces[J]. Soft Matter, 2017, 13(37): 6562-6568. doi: 10.1039/C7SM01511A [50] LI J, JIAO W, JIN H, et al. Robust polyurea icephobic coatings with static large-scale de-icing and dynamic anti-icing performance[J]. Chemical Engineering Journal, 2023, 478: 147339. doi: 10.1016/j.cej.2023.147339 [51] GOLOVIN K, DHYANI A, THOULESS M D, et al. Low-interfacial toughness materials for effective large-scale deicing[J]. Science (American Association for the Advancement of Science), 2019, 364(6438): 371-375. doi: 10.1126/science.aav1266 [52] MOHSENI M, RECLA L, MORA J, et al. Quasicrystalline Coatings Exhibit Durable Low Interfacial Toughness with Ice[J]. ACS Applied Materials & Interfaces, 2021, 13(30): 36517-36526. [53] 金浩正, 矫维成, 李君, 等. 低冰粘附防/除冰涂层的技术现状及研究趋势[J]. 复合材料学报, 2024, 41(5): 2191-2210.JIN Haozheng, JIAO Weicheng, LI Jun, et al. Technology status and research trend of low-ice-adhesion anti-icing and de-icing coatings[J]. Acta Materiae Compositae Sinica, 2024, 41(5): 2191-2210(in Chinese). [54] SHEN Y, WU X, TAO J, et al. Icephobic materials: Fundamentals, performance evaluation, and applications[J]. Progress in Materials Science, 2019, 103: 509-557. doi: 10.1016/j.pmatsci.2019.03.004 [55] ZHUO Y, XIAO S, AMIRFAZLI A, et al. Polysiloxane as icephobic materials–The past, present and the future[J]. Chemical Engineering Journal, 2021, 405: 127088. doi: 10.1016/j.cej.2020.127088 [56] WILTSHIRE B, MIRSHAHIDI K, GOLOVIN K, et al. Robust and sensitive frost and ice detection via planar microwave resonator sensor[J]. Sensors and Actuators B: Chemical, 2019, 301: 126881. doi: 10.1016/j.snb.2019.126881 [57] KOZAK R, WILTSHIRE B D, KHANDOKER M A R, et al. Modified Microwave Sensor with a Patterned Ground Heater for Detection and Prevention of Ice Accumulation[J]. ACS Applied Materials & Interfaces, 2020, 12(49): 55483-55492. [58] KOZAK R, KHORSAND K, ZARIFI T, et al. Patch antenna sensor for wireless ice and frost detection[J]. Scientific Reports, 2021, 11(1): 13707. doi: 10.1038/s41598-021-93082-2 [59] DIJVEJIN Z A, JAIN M C, KOZAK R, et al. Smart low interfacial toughness coatings for on-demand de-icing without melting[J]. Nature communications, 2022, 13(1): 5119. doi: 10.1038/s41467-022-32852-6 [60] ZHI X, CHO H C, WANG B, et al. Development of a capacitive ice sensor to measure ice growth in real time[J]. Sensors (Basel), 2015, 15(3): 6688-6698. doi: 10.3390/s150306688 [61] ZHANG C, XIAO C, LI S, et al. A Novel Fiber-Optic Ice Sensor to Identify Ice Types Based on Total Reflection[J]. Sensors (Basel, Switzerland), 2023, 23(8): 3996. doi: 10.3390/s23083996 [62] MARTIN F, VELEZ P, GIL M. Microwave Sensors Based on Resonant Elements[J]. Sensors (Basel), 2020, 20(12): 3375. doi: 10.3390/s20123375 [63] GARGARI A M, ZARIFI M H, MARKLEY L. Passive Matched Mushroom Structure for a High Sensitivity Low Profile Antenna-Based Material Detection System[J]. IEEE Sensors Journal, 2019, 19(15): 6154-6162. doi: 10.1109/JSEN.2019.2908687 [64] ZARIFI M H. Sensitivity and Selectivity Enhancement in Coupling Ring Resonator Sensors Using Splitting Resonant Frequencies[C]//2018 IEEE/MTT-S International Microwave Symposium-IMS. IEEE, 2018, pp. 36-39. [65] MUGHAL U N, VIRK M S, MUSTAFA M Y. State of the Art Review of Atmospheric Icing Sensors[J]. Sensors & transducers, 2016, 198(3): 2-15. [66] OWUSU K P, KUHN D C S, BIBEAU E L. Capacitive probe for ice detection and accretion rate measurement: Proof of concept[J]. Renewable Energy, 2013, 50: 196-205. doi: 10.1016/j.renene.2012.06.003 [67] MADI E, POPE K, HUANG W, et al. A review of integrating ice detection and mitigation for wind turbine blades[J]. Renewable and Sustainable Energy Reviews, 2019, 103: 269-281. doi: 10.1016/j.rser.2018.12.019 [68] ZHU Y, HUANG X, TIAN Y, et al. Experimental Study on the Icing Dielectric Constant for the Capacitive Icing Sensor[J]. Sensors (Basel, Switzerland), 2018, 18(10): 3325. doi: 10.3390/s18103325 [69] STOCKSREITER W, ZANGL H. Compact Multifunctional Wireless Capacitive Sensor System and Its Application in Icing Detection[J]. Sensors (Basel, Switzerland), 2019, 19(24): 5562. doi: 10.3390/s19245562 [70] JOE H, YUN H, JO S, et al. A Review on Optical Fiber Sensors for Environmental Monitoring[J]. International Journal of Precision Engineering and Manufacturing-Green Technology, 2018, 5(1): 173-191. doi: 10.1007/s40684-018-0017-6 [71] LI W, ZHANG J, YE L, et al. A Fiber-Optic Solution to Aircraft Icing Detection and Measurement Problem[C]//2009 International Conference on Information Technology and Computer Science. IEEE, 2009, 1: 357-360. [72] IKIADES A A, SPASOPOULOS D, AMOIROPOULOS K, et al. Detection and rate of growth of ice on aerodynamic surfaces using its optical characteristics[J]. Aircraft Engineering and Aerospace Technology, 2013, 85(6): 443-452. doi: 10.1108/AEAT-11-2012-0219 [73] ZOU J, YE L, GE J, et al. Novel fiber optic sensor for ice type detection[J]. Measurement, 2013, 46(2): 881-886. doi: 10.1016/j.measurement.2012.09.020 [74] TAI Y, KAMAL A S A, PARK Y, et al. Real-Time Monitoring of Frost/Defrost Processes Using a Tapered Optical Fiber[J]. IEEE Sensors Journal, 2021, 21(5): 6188-6194. doi: 10.1109/JSEN.2020.3041443 [75] RODRIGUES F, ABDOLLAHZADEHSANGROUDI M, NUNES-PEREIRA J, et al. Recent Developments on Dielectric Barrier Discharge (DBD) Plasma Actuators for Icing Mitigation[J]. Actuators, 2023, 12(1): 5. [76] LIU Y, KOLBAKIR C, HU H, et al. A comparison study on the thermal effects in DBD plasma actuation and electrical heating for aircraft icing mitigation[J]. International Journal of Heat and Mass Transfer, 2018, 124: 319-330. doi: 10.1016/j.ijheatmasstransfer.2018.03.076 [77] CHEN J, LIANG H, WU Y, et al. Experimental Study on Anti-Icing Performance of NS-DBD Plasma Actuator[J]. Applied sciences, 2018, 8(10): 1889. doi: 10.3390/app8101889 [78] ABDOLLAHZADEH M, RODRIGUES F, PASCOA J C. Simultaneous ice detection and removal based on dielectric barrier discharge actuators[J]. Sensors and Actuators A: Physical, 2020, 315: 112361. doi: 10.1016/j.sna.2020.112361 [79] XIA Y, HE Y, ZHANG F, et al. A Review of Shape Memory Polymers and Composites: Mechanisms, Materials, and Applications[J]. Advanced Materials, 2021, 33(6): 2000713. doi: 10.1002/adma.202000713 [80] CHEN L, ZHANG Y, LIU Z, et al. Effect of graphene oxide doping on anti-/deicing performance of shape memory epoxy resin[J]. Materials Today Communications, 2022, 30: 103025. doi: 10.1016/j.mtcomm.2021.103025 [81] ZHANG D, CHENG Z, LIU Y. Smart Wetting Control on Shape Memory Polymer Surfaces[J]. Chemistry–A European Journal, 2019, 25(16): 3979-3992. doi: 10.1002/chem.201804192 [82] WANG Y, SUN Y, XUE Y, et al. Near-infrared light-responsive functionalised surfaces with shape memory microstructure for droplet manipulation and anti-icing/de-icing[J]. Surfaces and Interfaces, 2023, 40: 103056. doi: 10.1016/j.surfin.2023.103056 [83] ZEHRA S, MOBIN M, ASLAM R, et al. Nanocontainers: A comprehensive review on their application in the stimuli-responsive smart functional coatings[J]. Progress in Organic Coatings, 2023, 176: 107389. doi: 10.1016/j.porgcoat.2022.107389 [84] CUI G, BI Z, WANG S, et al. A comprehensive review on smart anti-corrosive coatings[J]. Progress in Organic Coatings, 2020, 148: 105821. doi: 10.1016/j.porgcoat.2020.105821 [85] Svinterikos E, Zuburtikudis I, Khalifeh H A, et al. Multifunctional polymer-based coatings for outdoor glass surfaces: A state of the art[J]. Advanced Industrial and Engineering Polymer Research, 2023, 6(3): 310-332. doi: 10.1016/j.aiepr.2023.04.001 [86] ZHUO Y, CHEN J, XIAO S, et al. Gels as emerging anti-icing materials: a mini review[J]. Materials Horizons, 2021, 8(12): 3266-3280. doi: 10.1039/D1MH00910A [87] JAMIL M I, ALI A, HAQ F, et al. Icephobic Strategies and Materials with Superwettability: Design Principles and Mechanism[J]. Langmuir, 2018, 34(50): 15425-15444. doi: 10.1021/acs.langmuir.8b03276 [88] SHAMSHIRI M, JAFARI R, MOMEN G. Potential use of smart coatings for icephobic applications: A review[J]. Surface & coatings technology, 2021, 424: 127656. [89] WU X, CHEN G Y, OWENS G, et al. Photothermal materials: A key platform enabling highly efficient water evaporation driven by solar energy[J]. Materials Today Energy, 2019, 12: 277-296. doi: 10.1016/j.mtener.2019.02.001 [90] 郭星星, 高航, 殷立峰, 等. 光热转换材料及其在脱盐领域的应用[J]. 化学进展, 2019, 31(4): 580-596. doi: 10.7536/PC180908GUO Xingxing, GAO Hang, YIN Lifeng, et al. Photo-Thermal Conversion Materials and Their Application in Desalination[J]. Progress in Chemistry, 2019, 31(4): 580-596(in Chinese). doi: 10.7536/PC180908 [91] MENG F, JU B, ZHANG S, et al. Nano/microstructured materials for solar-driven interfacial evaporators towards water purification[J]. Journal of materials chemistry, A. Materials for energy and sustainability, 2021, 9(24): 13746-13769. [92] XIE Z, TIAN Y, SHAO Y, et al. Recent progress in anti-icing and deicing applications of the photothermal conversion materials[J]. Progress in Organic Coatings, 2023, 184: 107834. doi: 10.1016/j.porgcoat.2023.107834 [93] CONG Q, QIN X, CHEN T, et al. Research Progress of Superhydrophobic Materials in the Field of Anti-/De-Icing and Their Preparation: A Review[J]. Materials, 2023, 16(14): 5151. doi: 10.3390/ma16145151 [94] Zhou P, Wang Y, Zhang X. Bi2Se3 nanosheets-based photothermal composites with hydrophobic surface for synergistic anti-/de-icing[J]. Composites Science and Technology, 2023, 233: 109916. doi: 10.1016/j.compscitech.2023.109916 [95] YIN X, ZHANG Y, WANG D, et al. Integration of Self-Lubrication and Near-Infrared Photothermogenesis for Excellent Anti-Icing/Deicing Performance[J]. Advanced Functional Materials, 2015, 25(27): 4237-4245. doi: 10.1002/adfm.201501101 [96] WU B, CUI X, JIANG H, et al. A superhydrophobic coating harvesting mechanical robustness, passive anti-icing and active de-icing performances[J]. Journal of Colloid and Interface Science, 2021, 590: 301-310. doi: 10.1016/j.jcis.2021.01.054 [97] WU X, ROBSON M E, PHELPS J L, et al. A flexible photothermal cotton-CuS nanocage-agarose aerogel towards portable solar steam generation[J]. Nano Energy, 2019, 56: 708-715. doi: 10.1016/j.nanoen.2018.12.008 [98] BAO Y, YANG H, GAO L, et al. Fabrication of anti-icing/de-icing superhydrophobic composite coating based on hydrangea-like ZnO@CuS[J]. Solar Energy Materials and Solar Cells, 2022, 245: 111838. doi: 10.1016/j.solmat.2022.111838 [99] Deng L, Wang Z, Niu Y, et al. CNTs-induced superhydrophobic and photothermal coating with long-term durability and self-replenishing property for anti-icing/de-icing[J]. Composites Science and Technology, 2024, 245: 110347. doi: 10.1016/j.compscitech.2023.110347 [100] Son S M, Kim M, Yoo J J, et al. Fabrication of carbon fiber/polyamide 6 composites with water resistance and anti-icing performance using a superhydrophobic fluorinated-polydopamine coating[J]. Composites Science and Technology, 2023, 238: 110048. doi: 10.1016/j.compscitech.2023.110048 [101] LIU X, LI S, WU Y, et al. Robust All-Waterborne Superhydrophobic Coating with Photothermal Deicing and Passive Anti-icing Properties[J]. ACS Appl Mater Interfaces, 2023, 15(37): 44305-44313. doi: 10.1021/acsami.3c09150 [102] WU D Y, MEURE S, SOLOMON D. Self-healing polymeric materials: A review of recent developments[J]. Progress in polymer science, 2008, 33(5): 479-522. doi: 10.1016/j.progpolymsci.2008.02.001 [103] TETTEH E, LOTH E. Reducing Static and Impact Ice Adhesion with a Self-Lubricating Icephobic Coating (SLIC)[J]. Coatings, 2020, 10(3): 262. doi: 10.3390/coatings10030262 [104] HEYDARIAN S, JAFARI R, MOMEN G. Recent progress in the anti-icing performance of slippery liquid-infused surfaces[J]. Progress in Organic Coatings, 2021, 151: 106096. doi: 10.1016/j.porgcoat.2020.106096 [105] CHANG Z, WANG K, WU X, et al. Review on the preparation and performance of paraffin-based phase change microcapsules for heat storage[J]. Journal of Energy Storage, 2022, 46: 103840. doi: 10.1016/j.est.2021.103840 [106] YANCHESHME A A, ALLAHDINI A, MAGHSOUDI K, et al. Potential anti-icing applications of encapsulated phase change material-embedded coatings; a review[J]. Journal of Energy Storage, 2020, 31: 101638. doi: 10.1016/j.est.2020.101638 [107] FU K, LU C, LIU Y, et al. Mechanically robust, self-healing superhydrophobic anti-icing coatings based on a novel fluorinated polyurethane synthesized by a two-step thiol click reaction[J]. Chemical engineering journal (Lausanne, Switzerland: 1996), 2021, 404: 127110. [108] YUAN Y, XIANG H, LIU G, et al. Fabrication of phase change microcapsules and their applications to anti-icing coating[J]. Surfaces and Interfaces, 2021, 27: 101516. doi: 10.1016/j.surfin.2021.101516 -
下载:
点击查看大图
计量
- 文章访问数: 106
- HTML全文浏览量: 30
- 被引次数: 0
