Huo Zhiguo, Li Chunhui, Kong Rui, et al. Review on disaster of wire icing in China. J Appl Meteor Sci, 2021, 32(5): 513-529. DOI:  10.11898/1001-7313.20210501.
Citation: Huo Zhiguo, Li Chunhui, Kong Rui, et al. Review on disaster of wire icing in China. J Appl Meteor Sci, 2021, 32(5): 513-529. DOI:  10.11898/1001-7313.20210501.

Review on Disaster of Wire Icing in China

DOI: 10.11898/1001-7313.20210501
  • Received Date: 2021-03-10
  • Rev Recd Date: 2021-05-31
  • Publish Date: 2021-09-30
  • The disaster of wire icing is one important natural disaster that causes accidents in the power system. Its research progress is summarized from the related concepts and classification of wire icing, the influence and hazard of wire icing, temporal and spatial distribution characteristics, causes, influence factors, forecast models, risk assessment, and preventive measures are integrated. Besides, the further research directions of wire icing are also investigated. In China, wire icing can be classified as two major kinds, including glaze ice and rime ice. The hazards caused by wire icing mainly include line overload accidents, adjacent uneven ice coating or deicing accidents in different periods, insulator string ice flash accidents, and ice-coated wire galloping accidents. The most important conditions for ice accretion are the presence of cold air and sufficient water vapor conditions, which are closely related to the atmospheric circulation situation. The environmental causes of wire icing also include quasi-stationary fronts, vertical atmospheric structure, and temperature inversion. In addition, it is also affected by meteorological factors, terrain, height, the characteristics of the wires themselves and so on. In general, the disaster of wire icing presents a distribution pattern of rime ice in the north and glaze ice in the south. In the north, the areas with frequent wire icing are scattered, and in the south are distributed in strips. The disaster of wire icing mainly occurs in winter, and occasionally occurs in autumn and spring. The earliest start date is usually in October and the last finish date is in the next April, and the dates vary depending on the latitudes. The disaster of wire icing appears more frequently in the winter months of December, January, and February. Under historical climate warming condition, the number of ice accretions has a change in the 1980s and 1990s, which declines after the 1990s. Since the 1950s, various ice accretion prediction models have been developed. In the early days, some fixed models are proposed, and later, many regional models are established using regression methods, artificial neural networks, support vector machines and other methods. The current risk assessment of disaster of wire icing mainly focuses on risks and vulnerabilities. Future research directions include the comprehensive indicators of wire icing based on multidisciplinary indicators, comprehensive risk assessment based on catastrophic processes, and the impact of climate change on wire icing.
  • Table  1  Meteorological index of wire icing(from Reference [40])

    区域 日平均气温/℃ 日平均相对湿度/% 日平均风速/(m·s-1)
    雾凇型区 [-24, -3] [65, 100] [0, 7]
    雨凇型区 [-10, -1] [75, 100] [0, 8]
    混合型区 [-7, 0] [70, 100] [0, 5]
    DownLoad: Download CSV

    Table  2  Weather risk level of wire icing (from Reference [40])

    风险等级 气象条件持续时间/d 标准冰厚/mm
    1级(轻) 1~3 0<B0<5
    2级(中) 4~6 5≤B0<10
    3级(重) 7~11 10≤B0<15
    4级(严重) ≥12 B0≥15
    DownLoad: Download CSV
  • [1]
    Peng Y Y, Liu Y, Miao Y C. A Numerical study on impacts of greenhouse gases on Asian summer monsoon. J Appl Meteor Sci, 2021, 32(2): 245-256. doi:  10.11898/1001-7313.20210209
    [2]
    IPCC. Climate Change 2013: The Physical Science Basis. Cambridge: Cambridge University Press, 2013.
    [3]
    Wang Y J, Zhou B T, Ren Y Y, et al. Impacts of global climate change on China's climate security. J Appl Meteor Sci, 2016, 27(6): 750-758. doi:  10.11898/1001-7313.20160612
    [4]
    Yan Z W, Ding Y H, Zhai P M, et al. Re-assessing climatic warming in China since the last century. Acta Meteor Sinica, 78(3): 370-378.
    [5]
    Qiu M J, Liu B C, Liu Y, et al. Water requirement and precipitation suitability of apple planting in northern China. J Appl Meteor Sci, 2021, 32(2): 175-187. doi:  10.11898/1001-7313.20210204
    [6]
    Huo Z G, Shang Y, Wu D R, et al. Review on disaster of hot dry wind for wheat in China. J Appl Meteor Sci, 2019, 30(2): 129-141. doi:  10.11898/1001-7313.20190201
    [7]
    Huang X N, Xu J H, Yang C S, et al. Transmission line icing prediction based on data driven algorithm and LS-SVM. Automat Electron Power Sys, 2014, 38(15): 81-86. doi:  10.7500/AEPS20131022011
    [8]
    Zheng Z H, Liu J S. Prediction method of ice thickness on transmission lines based on the combination of GA and BP neural network. Power System and Clean Energy, 2014, 30(4): 27-30. doi:  10.3969/j.issn.1674-3814.2014.04.006
    [9]
    Zhao L N, Mu X X, Ma C P, et al. A review on stable precipitation type forecast in winter. J Appl Meteor Sci, 2021, 32(1): 12-24. doi:  10.11898/1001-7313.20210102
    [10]
    Liu J C, Guo E F, Kang W Y. Climatic characteristics of wire icing in Henan Province and its influence on overhead lines. Henan Meteorology, 1999(1): 3-5. https://www.cnki.com.cn/Article/CJFDTOTAL-HNQX901.020.htm
    [11]
    Lu J Z, Jiang Z L, Lei H C, et al. Analysis of Hunan power grid ice disaster accident in 2008. Automat Electron Power Sys, 2008, 32(11): 16-19. doi:  10.3321/j.issn:1000-1026.2008.11.004
    [12]
    Huang X B, Liu J B, Cai W, et al. Present research situation of icing and snowing of overhead transmission lines in China and foreign countries. Power Sys Techno, 2008, 32(4): 23-28. doi:  10.3969/j.issn.1674-0629.2008.04.005
    [13]
    Yang J, Xie Z Z. Advances of study on physical processes and modeling of ice accretion on wires. Meteor Mon, 2011, 37(9): 1158-1165. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXX201109016.htm
    [14]
    Xie Y H. Review of the research on wet snow coating on electric wires. Electric Power Survey & Design, 2019(Suppl Ⅰ): 203-206. https://www.cnki.com.cn/Article/CJFDTOTAL-DLKC2019S1051.htm
    [15]
    Safety Supervision and Environmental Protection Division of East China Electric Power Management Bureau. Overview of snow disaster accidents in East China power grid. East China Power, 1984(4): 20-21. https://www.cnki.com.cn/Article/CJFDTOTAL-HDDL198404007.htm
    [16]
    Zhao L N, Ma Q Y, Yang G M, et al. Disasters and its impact of a severe snow storm and freezing rain over southern China in January 2008. Climatic Environ Res, 2008, 13(4): 556-566. https://www.cnki.com.cn/Article/CJFDTOTAL-QHYH200804020.htm
    [17]
    McKay G A, Thompson H A. Estimating the hazard of ice accretion in Canada from climatological data. J Appl Meteor, 1969, 8(6): 927-935. doi:  10.1175/1520-0450(1969)008<0927:ETHOIA>2.0.CO;2
    [18]
    Sundin E, Makkonen L. Ice loads on a Lattice Tower estimated by weather station data. J Appl Meteor, 1998, 37(5): 523-529. doi:  10.1175/1520-0450(1998)037<0523:ILOALT>2.0.CO;2
    [19]
    Zarnani A, Musilek P, Shi X, et al. Learning to predict ice accretion on electric power lines. Eng Appl Artif Intel, 2012, 25(3): 609-617. doi:  10.1016/j.engappai.2011.11.004
    [20]
    Degaetano A T, Belcher B N, Spier P L. Short-term ice accretion forecasts for electric utilities using the weather research and forecasting model and a modified precipitation-type algorithm. Wea Forecasting, 2008, 23(5): 838-853. doi:  10.1175/2008WAF2006106.1
    [21]
    Ping F, Masoud F, Gilles B. Two-dimensional modelling of the ice accretion process on transmission line wires and conductors. Cold Reg Sci Technol, 2006, 46(2): 132-146. doi:  10.1016/j.coldregions.2006.06.004
    [22]
    Tan G R. On the microclimatological characteristics of icing on wires. Acta Meteor Sinica, 1982, 40(1): 13-23. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXB198201001.htm
    [23]
    Jiang Z F. Research on the increasing speed of ice accretion on wires. Chin Sci Bull, 1983(15): 928-931. https://www.cnki.com.cn/Article/CJFDTOTAL-KXTB198315009.htm
    [24]
    Wang S L. Study and analysis of the factors affecting wire ice coating. Power Sys Techno, 1994, 18(4): 18-24. https://www.cnki.com.cn/Article/CJFDTOTAL-DWJS404.004.htm
    [25]
    Gu G Q, Tian G Q, Zhou X W. Climatic characteristic of wire icing in Hebei Province and synoptic process analysis. Meteor Environ Sci, 2012, 35(1): 8-13. doi:  10.3969/j.issn.1673-7148.2012.01.002
    [26]
    Wu S L, Cai X L, He X Y, et al. The characteristic of wire icing in Shaanxi Province. J Appl Meteor Sci, 2009, 20(2): 247-251. doi:  10.3969/j.issn.1001-7313.2009.02.015
    [27]
    Yin X Z, Ren Y L, Yang Z H, et al. The variation of wire icing in Huajialing in 2008 and analysis of its meteorological conditions. Arid Meteor, 2013, 31(3): 530-534. https://www.cnki.com.cn/Article/CJFDTOTAL-GSQX201303014.htm
    [28]
    Wu S L, Wang Q, Zhang W J. Meteorological conditions wire icing day in Huashan. J Shaanxi Meteor, 2013(1): 30-34. doi:  10.3969/j.issn.1006-4354.2013.01.008
    [29]
    Liao Y F, Duan L J. Study on estimation model of wire icing thickness in Hunan Province. Trans Atmos Sci, 2010, 33(4): 395-400. doi:  10.3969/j.issn.1674-7097.2010.04.002
    [30]
    Ren Y J, Zhou Y H, Xiao Y, et al. The method of calculating the ice thickness on wire in the areas without meteorological observation. J Meteor Sci, 2011, 31(3): 313-317. doi:  10.3969/j.issn.1009-0827.2011.03.010
    [31]
    Wang T, Niu S J, Lv J J, et al. Observation and simulation studies of three types of wire icing. Atmosphere, 2019, 10(5): 234. doi:  10.3390/atmos10050234
    [32]
    Qu Q N, Li D L, Yang X, et al. Circulation anomalies during weather process of electric wire freezing in Southwestern China. Plateau Meteor, 2011, 30(3): 641-650. https://www.cnki.com.cn/Article/CJFDTOTAL-GYQX201103011.htm
    [33]
    Xu D, Luo X P. Analysis of circulation characteristics typical freezing years and non-freezing years in Guizhou Province. J Guizhou Meteor, 2001, 25(3): 14-15. doi:  10.3969/j.issn.1003-6598.2001.03.006
    [34]
    Niu S J, Zhou Y, Jia R, et al. Preliminary study of the microphysical of ice accretion on wires: Observations and simulations. Sci China(Earth Sci), 2011, 41(12): 1812-1821. https://www.cnki.com.cn/Article/CJFDTOTAL-JDXK201112010.htm
    [35]
    Jia R, Niu S J, Li R. Observational study on microphysical characteristics of wire icing in west Hubei. J Meteor Sci, 2010, 30(4): 481-486. doi:  10.3969/j.issn.1009-0827.2010.04.008
    [36]
    Zhou Y, Niu S J, Lv J J, et al. Mteorological condition of ice accretion based on real-time observation of high voltage transmission line. Chin Sci Bull, 2012, 57(4): 276-281. https://www.cnki.com.cn/Article/CJFDTOTAL-KXTB201204010.htm
    [37]
    Li D W, Yang J, Wu X Y. Discussion on genesis of wire icing in Guizhou during the freezing rain and snow storm in January 2008. Meteor Mon, 2011, 37(2): 161-169. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXX201102006.htm
    [38]
    Wang C H, Yao Y Q, Xia L Z, et al. Cause of the galloping in Anhui Province along the Yangtze River in early 2018. Plateau Meteor, 2019, 38(5): 1091-1098. https://www.cnki.com.cn/Article/CJFDTOTAL-GYQX201905017.htm
    [39]
    China Meteorological Administration. Ground Meteorological Observation Specification. Beijing: China Meteorological Press, 2017.
    [40]
    China Meteorological Administration. Weather Risk Level of Icing on Electric Wires. Beijing: China Meteorological Press, 2016.
    [41]
    Meng Y, Chen J D, Hu D H. Application of an icing on-line monitoring system in overhead transmission lines. Electric Power, 2011, 44(5): 38-40. doi:  10.3969/j.issn.1004-9649.2011.05.009
    [42]
    Lin L, Xu J, Zhao Y M, et al. Analysis on the formation mechanism of ice coating transmission lines. Journal of Jiangxi Vocational and Technical College of Electricity, 2008, 21(2): 4-6. doi:  10.3969/j.issn.1673-0097.2008.02.002
    [43]
    Yuan J H, Jiang X L, Yi H, et al. The present study on conductor icing of transmission lines. High Voltage Engineering, 2004, 30(1): 6-9. doi:  10.3969/j.issn.1003-6520.2004.01.003
    [44]
    Wang X L. Discussion on ice coating on transmission line. Water Conservancy and Electric Power Technology, 2008, 34(2): 14-26. https://cpfd.cnki.com.cn/Article/CPFDTOTAL-YNDJ201111001175.htm
    [45]
    Min S C, Wang B S. Preliminary statistical analysis of wire icing in Jilin Province. Jilin Meteorology, 2010(3): 14-18. https://www.cnki.com.cn/Article/CJFDTOTAL-JLQX201003006.htm
    [46]
    Sha Z G. Icing damage of transmission line and prevention measures. Qinghai Electric Power, 2012, 31(Suppl Ⅱ): 20-21. https://www.cnki.com.cn/Article/CJFDTOTAL-QHDL2012S2008.htm
    [47]
    Li Z M, Yu Z P, Hu Y F. Transmission line regelation harm and protection. Insulators and Surge Arresters, 2006(2): 12-14. doi:  10.3969/j.issn.1003-8337.2006.02.003
    [48]
    Zhang S P. Analysis of power grid line freezing. Integrated Circuit Application, 2019, 36(11): 42-43. https://www.cnki.com.cn/Article/CJFDTOTAL-JCDL201911017.htm
    [49]
    Jia W. Research on the hazards of ice coating on transmission lines and anti-icing strategies. Electromechanical Information, 2012(3): 36-37. https://www.cnki.com.cn/Article/CJFDTOTAL-JDXX201203022.htm
    [50]
    Zhao H G, Zhao H. Discussion on the harm and countermeasures of icing and galloping of transmission lines. China Electric Power Education, 2013(5): 203-205. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGDI201305101.htm
    [51]
    Ma Z. Ice coating and main hazards of transmission lines. Technology and Enterprise, 2012(15): 163. https://www.cnki.com.cn/Article/CJFDTOTAL-KJYQ201215149.htm
    [52]
    Ren G Y, Ding Y H, Tang G L. An overview of mainland China temperature change research. J Meteor Res, 2017, 31(1): 3-16. doi:  10.1007/s13351-017-6195-2
    [53]
    Yu H Y, Liu S H, Zhao N, et al. Characteristics of air temperature and precipitation in different regions of China from 1951-2009. J Meteor Environ, 2011, 27(4): 1-11. doi:  10.3969/j.issn.1673-503X.2011.04.001
    [54]
    Zhang T. Characteristic analysis of ice accretion on wires and preliminary study on meteorological conditions in Jilin Province. Meteorological Disaster Prevention, 2015, 22(3): 44-48. doi:  10.3969/j.issn.1006-5229.2015.03.012
    [55]
    Liu H N, Zhang H L, Zhu H R, et al. Power grid icing in Heilongjiang Province: Climatic characteristics and division. Journal of Glaciology and Geocryology, 2014, 36(3): 555-562. https://www.cnki.com.cn/Article/CJFDTOTAL-BCDT201403009.htm
    [56]
    Gong Q, Wang H Y, Lin N, et al. Research on the characteristics of wire icing and the division of grid icing in Liaoning Province. Journal of Glaciology and Geocryology, 2010, 32(3): 549-556. https://www.cnki.com.cn/Article/CJFDTOTAL-BCDT201003017.htm
    [57]
    Wu H Q, Zhang J M, Zhao Z B. Spatial-temporal distribution characteristics of meteorological elements causing ice disaster on transmission wires in Hebei Province. Arid Meteor, 2017, 35(6): 991-997. https://www.cnki.com.cn/Article/CJFDTOTAL-GSQX201706011.htm
    [58]
    Li Y P, Zhao Y Z, Jiang Y A, et al. Characteristics, spatial and temporal distribution of wire icing in Xinjiang and corresponding meteorological condition. Desert and Oasis Meteorology, 2010, 4(5): 20-23. doi:  10.3969/j.issn.1002-0799.2010.05.005
    [59]
    Chen X M, Hu M, Huang J J. The relationship between climate characteristics of wire icing days in Hubei Province and atmospheric general circulation anomalies. Torrential Rain Disaster, 2015, 34(3): 260-267. doi:  10.3969/j.issn.1004-9045.2015.03.009
    [60]
    Zhou Y, Gao Z X, Zhou Y H, et al. Characteristics of wire icing and icing zoning in Hubei Province. Journal of Natural Disasters, 2013, 22(6): 169-177. https://www.cnki.com.cn/Article/CJFDTOTAL-ZRZH201306022.htm
    [61]
    Zhao W C, Long Y L, Que Z P, et al. Characteristic and temperature stratification of wire icing in Jiangxi. Meteor Sci Technol, 2018, 46(1): 178-181. https://www.cnki.com.cn/Article/CJFDTOTAL-QXKJ201801023.htm
    [62]
    Zhao S S, Gao G, Zhang Q, et al. Climate characteristics of freezing weather in China. Meteor Mon, 2010, 36(3): 34-38. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXX201003007.htm
    [63]
    Lu J, Wu B W, Lu Y Y. Analysis of the characters and meteorological condition of wires glaze in Anhui Province. Journal of Anhui Agricultural Sciences, 2008, 36(24): 10570-10572;10592. doi:  10.3969/j.issn.0517-6611.2008.24.121
    [64]
    Chen B L, Wu Z P, Zhang Y M, et al. Analysis on wires icing and its weather conditions in Guizhou Province. Meteor Mon, 2014, 40(3): 355-363. doi:  10.3969/j.issn.1000-6362.2014.03.019
    [65]
    Yan H M, Wang L. The relationship between east-west movement of subtropical high over Northwestern Pacific and precipitation in Southwestern China. J Appl Meteor Sci, 2019, 30(3): 360-375. doi:  10.11898/1001-7313.20190309
    [66]
    Ma M L, Zhang G Q. A simulation study on the ice accretion process of wires in eastern Qinghai. Qinghai Meteorology, 2007(1): 16-19.
    [67]
    Hu Y N, Niu S J, Lü J J, et al. Statistical analysis and inversion study on ice accretion in Hubei Province. Climatic Environ Res, 2017, 22(1): 35-44. https://www.cnki.com.cn/Article/CJFDTOTAL-QHYH201701004.htm
    [68]
    Liu D, Niu S J. Observational study on real-time meteorological conditions during two wire icing processes. Trans Atmos Sci, 2015, 38(3): 428-432. https://www.cnki.com.cn/Article/CJFDTOTAL-NJQX201503016.htm
    [69]
    Liu X J, Niu S J. Analysis of the causes for two high-voltage wire icing cases. J Meteor Sci, 2016, 36(2): 230-235. https://www.cnki.com.cn/Article/CJFDTOTAL-QXKX201602012.htm
    [70]
    Lin X H, Wu X Y, Zhang Y Y. Climatic characteristics analysis of wire icing and research on forecast model in Fujian's mountain area. Environmental Science & Technology, 2011, 34(Suppl Ⅱ): 232-235. https://www.cnki.com.cn/Article/CJFDTOTAL-FJKS2011S2053.htm
    [71]
    Zeng H. Characteristics and weather causes of wire icing on the eastern edge of the Tibet Plateau. Sichuan Meteorology, 2004, 24(3): 4-6. doi:  10.3969/j.issn.1674-2184.2004.03.002
    [72]
    Tao Y, Wu X L, Duan X, et al. Meteorological conditions of wire ice coating in Northeastern Yunnan in 2008. Journal of Catastrophology, 2009, 24(2): 82-86. doi:  10.3969/j.issn.1000-811X.2009.02.019
    [73]
    Zhu J, Xiang W G, Zhao X J. Study on disaster-causing mechanism of wire icing in Guizhou. Plateau and Mountain Meteorology Research, 2011, 31(4): 42-50. doi:  10.3969/j.issn.1674-2184.2011.04.008
    [74]
    Zhao S X, Sun J H. Numerical simulation on stratification and surface features of freezing rain and snow storm over Southern China in January 2008. Climatic Environ Res, 2008, 13(4): 351-367. https://www.cnki.com.cn/Article/CJFDTOTAL-QHYH200804002.htm
    [75]
    Zhu Q G, Lin J R, Shou S W, et al. Principles and Methods of Weather(the Forth Edition). Beijing: China Meteorological Press, 1992.
    [76]
    Yang G M, Kong Q, Mao D Y, et al. Analysis of the long-lasting cryogenic freezing rain and snow weather in the beginning of 2008. Acta Meteor Sinica, 2008, 66(5): 836-849. doi:  10.3321/j.issn:0577-6619.2008.05.016
    [77]
    Wang X L, Li X Y, Li Z X, et al. Analysis of freezing hazard event in 2005 in Hunan Province. Meteor Mon, 2006, 32(2): 87-91. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXX200602015.htm
    [78]
    He Y L, Huang J F, Ji T Y. Atmospheric stratification characteristics of snowfall and freezing weather in Guiyang. J Guizhou Meteor, 2007, 31(4): 12-13. doi:  10.3969/j.issn.1003-6598.2007.04.004
    [79]
    Tao S Y, Wei J. Severe snow and freezing-rain in January 2008 in the Southern China. Climatic Environ Res, 2008, 13(4): 337-350. https://www.cnki.com.cn/Article/CJFDTOTAL-QHYH200804001.htm
    [80]
    Du S, Zhou N, Han Y X, et al. Simulation of wire ice thickness during a freezing rain process in Henan Province. Meteor Mon, 2019, 45(5): 641-650. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXX201905005.htm
    [81]
    Zhou Y, Niu S J, Gao Z X, et al. Research to the influence factors on shedding processes of three-types icing. Cold Reg Sci Technol, 2018, 155(8): 300-307. http://en.cnki.com.cn/Article_en/CJFDTOTAL-KJJB201801011.htm
    [82]
    Jiang Z H, Hang Y H, Liu D, et al. Reconstruction of an extreme wire icing series in southern China. Climatic Environ Res, 2013, 18(3): 407-413. https://www.cnki.com.cn/Article/CJFDTOTAL-QHYH201303013.htm
    [83]
    Luo N, Wen J F, Zhao C, et al. Observation study on properties of cloud and fog in ice accretion area. J Appl Meteor Sci, 2008, 19(1): 91-95. doi:  10.3969/j.issn.1001-7313.2008.01.012
    [84]
    Ding Y H, Li X, Li Q P. Advances of surface wind speed changes over China under global warming. J Appl Meteor Sci, 2020, 31(1): 1-12. doi:  10.11898/1001-7313.20200101
    [85]
    Zhang G Q, Zhang J K, Qi D L, et al. Preliminary observation and analysis of ice accretion on wires in Eastern Qinghai. J Appl Meteor Sci, 2006, 17(4): 508-510. doi:  10.3969/j.issn.1001-7313.2006.04.018
    [86]
    Jin X P. The influence of micro landform and micro climate on icing of overhead power lines. Distribution & Utilization, 2008, 25(4): 17-20. doi:  10.3969/j.issn.1006-6357.2008.04.005
    [87]
    Wei Q W. Analysis and engineering application of wire icing mechanism. Electric Power Construction, 2007, 28(3): 26-28. doi:  10.3969/j.issn.1000-7229.2007.03.008
    [88]
    Deng D F, Gao S T, Hu L, et al. The impact of Guizhou topography on the distribution of freezing rain in early January 2011. Quart J Royal Meteor Soc, 2015, 141(693): 3252-3267. doi:  10.1002/qj.2607
    [89]
    Xia Z H, Zhou Y H, Liu M, et al. The recognization and study of microrelief's influence on wire icing in Hubei Province. Meteor Mon, 2012, 38(1): 103-108. doi:  10.3969/j.issn.1674-7097.2012.01.012
    [90]
    Tan G R. Some researches of wire icing in recent years. Meteor Mon, 1983(10): 25-26. doi:  10.7519/j.issn.1000-0526.1983.10.009
    [91]
    Wu S L, Fan J X, Jiang C Y, et al. Icing of wires with different heights and diameters from Lanzhou to Guanzhong. J Appl Meteor Sci, 2010, 21(1): 63-69. doi:  10.3969/j.issn.1001-7313.2010.01.008
    [92]
    Xu Y, Zhu J, Gao F, et al. Comparative analysis on two types of wire icing data in China. Meteor Mon, 2013, 39(3): 362-369. https://www.cnki.com.cn/Article/CJFDTOTAL-QXXX201303012.htm
    [93]
    Robert W, Lenhard J. An indirect method for estimating the weight of glaze on wires. Bull Amer Meteor Soc, 1955, 36(3): 1-5. http://www.researchgate.net/publication/291875690_An_Indirect_Method_for_Estimating_the_Weight_of_Glaze_on_Wires
    [94]
    Jones K F. A simple model for freezing rain ice loads. Atmos Res, 1998, 46(1): 87-97. http://www.sciencedirect.com/science/article/pii/S0169809597000537
    [95]
    Makkonen L. Modeling of ice accretion on wires. J Climate Appl Meteor, 1984, 23(6): 929-939. doi:  10.1175/1520-0450(1984)023<0929:MOIAOW>2.0.CO;2
    [96]
    Makkonen L. Modeling power line icing in freezing precipitation. Atmos Res, 1998, 46(1/2): 131-142. http://www.sciencedirect.com/science/article/pii/S0169809597000562
    [97]
    Zhang H K. The Research on model of ice-coating of transmission line in east and north-east of Yunnan. Electric Power Survey & Design, 2007(4): 40-42. doi:  10.3969/j.issn.1671-9913.2007.04.011
    [98]
    Zhou S Y, Su Z, Qin J, et al. Study on covered ice area of transmission line in Guangxi based on covered ice model and GIS. Guangxi Electric Power, 2010, 33(2): 11-13. https://www.cnki.com.cn/Article/CJFDTOTAL-GXDL201002005.htm
    [99]
    Deng F P, Kang L L, Jiang Y J, et al. An hourly standard ice thickness model using conventional meteorological data with its validation. J Appl Meteor Sci, 2017, 28(2): 142-156. doi:  10.11898/1001-7313.20170202
    [100]
    Wang W, Cai X J. Reconstruction of wire ice-covering series in Erlang Mountain of Sichuan Province. Arid Meteor, 2010, 28(1): 26-29. doi:  10.3969/j.issn.1006-7639.2010.01.004
    [101]
    Wang Y, Wang X Y, Jiang Z H, et al. Assessment and zonation of wire icing disaster risk in China. Journal of Natural Disasters, 2012, 21(3): 110-118. https://www.cnki.com.cn/Article/CJFDTOTAL-ZRZH201203017.htm
    [102]
    Wen H Y, Tian H, Tang W A, et al. Establishment of meteorological model for estimating standard ice thickness in Anhui Province. J Appl Meteor Sci, 2011, 22(6): 747-752. doi:  10.3969/j.issn.1001-7313.2011.06.013
    [103]
    Song D, Xia X L, Zhang L, et al. Guizhou wire icing thickness forecast method based on stepwise regression and discriminant analysis. J Meteor Res Appl, 2018, 39(4): 26-29. doi:  10.3969/j.issn.1673-8411.2018.04.007
    [104]
    Wu S L, Fan J X, Song L L, et al. Regional division of ice zone in Shaanxi Province based on thickness of ice accretion on conductors. Power Sys Techno, 2010, 34(4): 152-157. https://www.cnki.com.cn/Article/CJFDTOTAL-DWJS201004030.htm
    [105]
    Yin S Q, Zhao S S, Wang Z Y, et al. Characteristic analysis of ice accumulation on transmission lines and simulation based on ANN model over China. J Appl Meteor Sci, 2009, 20(6): 722-728. doi:  10.3969/j.issn.1001-7313.2009.06.010
    [106]
    Lai M Y, Chen A Y, Zhang X H. Bayesian model of ice thickness and its analysis based on error correction. J Hunan Univ(Nat Sci Ed), 2011, 38(10): 88-92. https://www.cnki.com.cn/Article/CJFDTOTAL-HNDX201110017.htm
    [107]
    Dai D, Huang X T, Dai Z, et al. Regression model for transmission lines icing based on support vector machine. High Voltage Engineering, 2013, 39(11): 2822-2828. https://www.cnki.com.cn/Article/CJFDTOTAL-GDYJ201311036.htm
    [108]
    Hou Y S, Wang X L. Meteorological process information mining and transmission lines icing forecast. J Xi'an Jiaotong Uni, 2014, 48(6): 43-49. https://www.cnki.com.cn/Article/CJFDTOTAL-XAJT201406009.htm
    [109]
    Yin Z R, Su X L. Icing thickness forecasting of transmission line based on particle swarm algorithm to optimize SVM. Journal of Electric Power, 2014, 29(1): 6-9. https://www.cnki.com.cn/Article/CJFDTOTAL-DILY201401002.htm
    [110]
    Ma B C. Definition and expression methods for natural disaster risk. Journal of Catastrophology, 2015, 30(3): 16-20. doi:  10.3969/j.issn.1000-811X.2015.03.003
    [111]
    Shan L, Marr L, McCafferty R M. Ice storm data base and ice severity maps. Atmo Res, 1998, 46(1): 159-168. http://www.sciencedirect.com/science/article/pii/s0169809597000586
    [112]
    Dalle B, Admirat P. Wet snow accretion on overhead lines with French report of experience. Cold Reg Sci Technol, 2011, 65(1): 43-51. doi:  10.1016/j.coldregions.2010.04.015
    [113]
    Wang C Z, Huo Z G, Guo A H, et al. Climatic risk assessment of winter wheat aphids in northern China. J Appl Meteor Sci, 2021, 32(2): 160-174. doi:  10.11898/1001-7313.20210203
    [114]
    Xu W J, Yang H M, Zhao J H, et al. Probability calculation of broken transmission lines and collapsed towers under ice storms. Automat Electron Power Sys, 2011, 35(1): 13-17. https://www.cnki.com.cn/Article/CJFDTOTAL-DLXT201101004.htm
    [115]
    Wang J X, Zhang Y, Wu S, et al. Influence of large-scale ice disaster on transmission system reliability. Proc Chin Soc Electrical Eng, 2011, 31(28): 49-56. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGDC201128008.htm
    [116]
    Xie Y Y, Xue Y S, Wen F S, et al. Space-time evaluation for impact of ice disaster on transmission line fault probability. Automat Electron Power Sys, 2013, 37(18): 32-41. doi:  10.7500/AEPS20130606017
    [117]
    Zhu B, Pan L L, Zou Y, et al. Fault probability calculation of transmission line considering ice melting factors. Power System Protection and Control, 2015, 43(10): 79-84. doi:  10.7667/j.issn.1674-3415.2015.10.013
    [118]
    Yang L, Lou W J, Chen Y, et al. Test for failure mechanism of a transmission tower under iced conductor galloping. J Vib Shock, 2013, 32(24): 70-75;82. doi:  10.3969/j.issn.1000-3835.2013.24.013
    [119]
    Wang Y, Miao H, Mo S T, et al. Summary of research on anti-ice, ice melting and de-icing of high voltage overhead transmission lines. Power System Protection and Control, 2020, 48(18): 178-187. https://www.cnki.com.cn/Article/CJFDTOTAL-JDQW202018021.htm
    [120]
    Jiang X L, Yi H. Transmission Line Icing and Protection. Beijing: China Electric Power Press, 2002.
    [121]
    Jiang M, Zhao H D, Ma X Q. Icing of HV transmission line and summary of anti-icing and de-icing techmology. Electric Safety Technology, 2020, 22(4): 26-32. doi:  10.3969/j.issn.1008-6226.2020.04.008
    [122]
    Fu Z F, Wu Q J, Liu J C, et al. Application of AI deicing technology to power transmission lines. Hubei Electric Power, 2018, 42(3): 15-18. https://www.cnki.com.cn/Article/CJFDTOTAL-HBDI201803004.htm
    [123]
    Ren S X, Zhao H R, Qi Y, et al. The outbreak and damage of the pleonomus canaliculatus in wheat field under the background of climate change. J Appl Meteor Sci, 2020, 31(5): 620-630. doi:  10.11898/1001-7313.20200509
    [124]
    Chen Y Y, Chen N, Shao J, et al. Comparative analyses of two cold wave processes in December 2008. Meteor Mon, 2009, 35(11): 29-38. doi:  10.7519/j.issn.1000-0526.2009.11.004
    [125]
    Niu R Y, Qiao L, Chen T, et al. Analysis of the cold wave during 2-6 December 2008. Meteor Mon, 2009, 35(12): 74-82. doi:  10.7519/j.issn.1000-0526.2009.12.010
    [126]
    Zhang L, Lü J M, Ding M H. Impact of arctic extreme cyclones on cold spells in China during early 2015. J Appl Meteor Sci, 2020, 31(3): 315-327. doi:  10.11898/1001-7313.20200306
  • 加载中
  • -->

Catalog

    Tables(2)

    Article views (1949) PDF downloads(270) Cited by()
    • Received : 2021-03-10
    • Accepted : 2021-05-31
    • Published : 2021-09-30

    /

    DownLoad:  Full-Size Img  PowerPoint