[1] ZHOU H, JIANG Z, JIANG B et al. Optimization of tire tread pattern based on flow characteristics to improve hydroplaning resistance[J]. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, 234, 2961-2974(2020).

[2] JUGA I, NURMI P, HIPPI M. Statistical modelling of wintertime road surface friction[J]. Meteorological Applications, 20, 318-329(2013).

[3] MALIN F, NORROS I, INNAMAA S. Accident risk of road and weather conditions on different road types[J]. Accident Analysis & Prevention, 122, 181-188(2019).

[4] ANDERSSON A, CHAPMAN L. The use of a temporal analogue to predict future traffic accidents and winter road conditions in Sweden[J]. Meteorological Applications, 18, 125-136(2011).

[5] XIA Minjie, CAO Jie, ZHOU Wenjun. Analysis on relation between meteorological condition and road traffic accident in Nanjing[J]. Journal of the Meteorological Sciences, 34, 305-309(2014).

[6] DÖRING J, LÜTKEHAUS L, KRIEGER K L. Study on the effect of electrical conductivity on road surface wetness classification using capacitive measurement data[J]. IEEE Sensors Journal, 22, 19722-19728(2022).

[7] SHEN Y, WANG S. Condensation frosting detection and characterization using a capacitance sensing approach[J]. International Journal of Heat and Mass Transfer, 147, 118968(2020).

[8] ZHAO J, WANG H, CHEN Y et al. Detection of road surface anomaly using distributed fiber optic sensing[J]. IEEE Transactions on Intelligent Transportation Systems, 23, 22127-22134(2022).

[9] VIIKARI V V, VARPULA T, KANTANEN M. Road-condition recognition using 24-GHz automotive radar[J]. IEEE Transactions on Intelligent Transportation Systems, 10, 639-648(2009).

[10] DEWANGAN D K, SAHU S P. RCNet: road classification convolutional neural networks for intelligent vehicle system[J]. Intelligent Service Robotics, 14, 199-214(2021).

[11] CASSELGREN J, ROSENDAHL S, SJÖDAHL M et al. Road condition analysis using NIR illumination and compensating for surrounding light[J]. Optics and Lasers in Engineering, 77, 175-182(2016).

[12] XU Songsong. Research on a non-contact pavement meteorological sensing technology[D](2014).

[13] MA Y, WANG M, FENG Q et al. Current non-contact road surface condition detection schemes and technical challenges[J]. Sensors, 22, 9583(2022).

[14] WU Decao, LIU Peng, LUO Binbin et al. Research on non-contact dual wavelength laser road meteorological sensing method[J]. Acta Optica Sinica, 40, 2312004(2020).

[15] DING Junya, HE Tianbo, WANG Hongliang et al. Detection method of volatile organic compounds based on external cavity quantum cascade laser spectroscopy[J]. Acta Optica Sinica, 38, 0430002(2018).

[16] XU Q, LIU Y. A new formula on the Fresnel reflectance and its application in microwave remote sensing[J]. Science in China Series D: Earth Sciences, 47, 1045-1052(2004).