Long term series of icing weather phenomenon during 1954-2015 were extracted from the ground observations covering more than 2 400 national level surface stations over China. Then several quality control procedures were carried out, such as meteorological elements inherent consistency check and statistical check by using 30-year climate normal. Especially, we paid much attention on the following two situations when checked the time series. The first one was that a part of national stations under the historical guidance for simplifying observation did not measured and recorded the icing weather phenomenon before the year of 1981, and the other one was that the annual icing days from hundreds of stations in several years before 1981 were less than their normal values with remarkable differences. The results showed that, 662 stations actually did not take the mission of icing weather observation in the whole of 6 328 years during 1954-1979, which were mainly distributed in Hebei, Jiangsu, Jiangxi, Henan, Hubei, Hunan and Shaanxi provinces. Before 1981 there were also other 1 453 years from 839 stations obtaining much less icing weather records when compared to the normal of 1981-2000. Based on the raw data and the quality controlled data, we calculated the national mean values of annual icing days during 1961-2015. It illustrated that the raw data had an upward trend with about 2.0 days for every decade while the quality controlled data showed a declined trend of -1.5 days per decade. The national mean annual days of daily minimum air temperature lower than -1℃ had a high correlation (0.92) with the quality controlled national icing day series, which indicated the decline trend of icing days was acceptable. The annual mean icing day of the stations to the south of Latitude 25°N and of the stations in Sichuan Basin were almost less than 10 while it was greater than 200 in the northwest of Heilongjiang, northeast of Inner Mongolia, and Qinghai-Tibetan Plateau. We also analyzed the variations of the icing duration over Northern China from 1971 to 2015 by choosing 708 stations which were all located to the north of Latitude 35°N with consecutive observations. The average value of annual icing duration of Northern China was about 149 days with a downward trend of -2.1 days per 10 years. The icing duration of 288 north stations significantly reduced in the past 45 years, and the starting dates of icing duration from 155 stations were delayed, while the ending dates of 144 stations were brought forward.
[1]Donat M G, Alexander L V, Yang H, 2013. Global land-based datasets for monitoring climatic extremes[J]. Bull Amer Meteor Soc, 94(7):997-1006.
[2]Easterling D R, 2002. Recent changes in frost days and the frost-free season in the United States[J]. Bull Amer Meteor Soc, 83(9):1327 -1332.
[3]Frich P, Alexander L V, Della-Marta P, et al, 2002. Observed coherent changes in climatic extremes during the second half of the twentieth century[J]. Climate Res, 19:193-212.
[4]Meehl G A, Tebaldi C, Nychka D, 2004. Changes in frost days in simulations of twenty first century climate[J]. Climate Dyn, 23(5):495-511.
[5]Scheifinger H, Menzel A, Koch E, et al, 2002. Trends of spring time frost events and phenological dates in Central Europe[J]. Theor Appl Climatol, 74(1):141-151.
[6]Wang Q, Fu C, 1992. The detection of climate abrupt change with madd-kendall rank statistics[J]. Acta Meteor Sin, 6(2):254-260.
[7]Kang Y Z, Wang S G, Yang X, et al, 2016. Progress of traffic meteorological researches about monitoring and forecasting services on express highways[J]. J Arid Meteor, 34(4):591-603.<br/>康延臻, 王式功, 杨旭, 等, 2016.高速公路交通气象监测预报服务研究进展[J].干旱气象, 34(4):591-603.
[8]Li L, Jian M Q, 2010. Climatic statistics on frost in northwestern Guangdong[J]. Guangdong Meteor, 32(6):1-4.<br/>李丽, 简茂球, 2010.粤西北霜冻天气的气候统计特征[J].广东气象, 32(6):1-4.
[9]Li X, Yin Z C, Ding D P, et al, 2012. Meteorological conditions of road surface icing on Beijing expressway[J]. J Appl Meteor Sci, 23(5):578-584.<br/>李迅, 尹志聪, 丁德平, 等, 2012.北京地区高速公路道面结冰特征及气象条件[J].应用气象学报, 23(5):578-584.
[10]Liu H L, Zhang Q, Zhao X Q, et al, 2013. Comparison analysis of BP neural network and statistical models for forecasting icing thickness of the Zhangye National Wetland Park[J]. J Arid Meteor, 31(2):425-431.<br/>刘洪兰, 张强, 赵小强, 等, 2013.张掖湿地公园水域结冰厚度预报的BP神经网络与统计回归方法对比[J].干旱气象, 31(2):425-431.
[11]Liu H L, Zhang J G, Que L K, et al, 2014. Forecasting model for ice thickness in Zhangye national wetland park based on BP neural network[J]. Plateau Meteor, 33(3):832-837. DOI:10.7522/j.issn. 1000-0534.2013.00051.<br/>刘洪兰, 张俊国, 阙龙凯, 等, 2014.基于BP神经网络的张掖国家湿地公园水域结冰厚度预报模型[J].高原气象, 33(3):832-837.
[12]Wang D, You Q L, Jiang Z H, et al, 2016. Analysis of extreme temperature changes in China based on the homogeneity-adjusted data[J]. Plateau Meteor, 35(5):1352-1363. DOI:10.7522/j.issn. 1000-0534.2016.00019.<br/>王岱, 游庆龙, 江志红, 等, 2016.基于均一化资料的中国极端地面气温变化分析[J].高原气象, 35(5):1352-1363.
[13]Wang D, Gao H Y, Huang S N, et al, 2016. Characteristics of disastrous weather in airport expressway of Xi'an-Xianyang[J]. J Arid Meteor, 34 (4):731-737.<br/>王丹, 高红燕, 黄少妮, 等, 2016.西-咸机场高速公路灾害天气特征[J].干旱气象, 34(4):731-737.
[14]Wei F Y, 2007. Statistical diagnosis and forecasting techniques of modern climate[M]. Beijing:China Meteorological Press.<br/>魏凤英, 2007.现代气候统计诊断与预测技术[M].北京:气象出版社.
[15]Yu Y, Meng X Y, Zhang X, 2013. Trends and abruption analysis on the visibility in the urban area of Beijing city during 1980-2011[J]. Res Environ Sci, 26(2):129-136.<br/>余予, 孟晓艳, 张欣, 2013.1980-2011年北京城区能见度变化趋势及突变分析[J].环境科学研究, 26(2):129-136.
[16]Zhang Z F, Xi S, Yu Y, et al, 2015. Climatic characteristics and variations of the gelivation weathers in China during 1961-2012[J]. Journal of Glaciology and Geocryology, 37(6):1435-1442.<br/>张志富, 希爽, 余予, 等, 2015.1961-2012年中国5类主要冰冻天气的气候及变化特征[J].冰川冻土, 37(6):1435-1442.
[17]Zhao K, Zhong W, Wang J P, et al, 2011. The temperature statistics analysis in the winter ice month of Haerbin Airport runway in recent 24 years[J]. Heilongjiang Meteor, 28(4):5-8.<br/>赵凯, 钟伟, 王加平, 等, 2011.近24a哈尔滨机场跑道易结冰月气温统计分析[J].黑龙江气象, 28(4):5-8.
[18]China Meteorological Administration, 2003. Guidance of surface meteorological observation[S]. Beijing: China Meteorological Press.<br/>中国气象局, 2003. 地面气象观测规范[S]. 北京: 气象出版社.