[1] Chen S Y, Huang J P, Li J X et al. Comparison of dust emissions, transport, and deposition between the Taklimakan Desert and Gobi Desert from 2007 to 2011[J]. Scientia Sinica (Terrae), 47, 939-957(2017).

[2] Qin H J, Yang X J, Ma L et al. Characteristics and causes of regional sandstorms in Northwest of China from 2000 to 2020[J]. Journal of Desert Research, 42, 53-64(2022).

[3] Li D L, Zhong H L, Wei L et al. Climatic characteristics of annual sand-dust storm days in Northern China and its response to surface sensible heat in spring of Qinghai-Xizang Plateau[J]. Plateau Meteorology, 22, 337-345(2003).

[4] Zhou Z J, Wang X W, Niu R Y. Climate characteristics of sandstorm in China in recent 47 years[J]. Quarterly Journal of Applied Meteorlolgy, 13, 193-200(2002).

[5] Zhuang G S, Guo J H, Yuan H et al. Composition, source, particle size distribution of sandstorm in China in 2000 and its influence on global environment[J]. Chinese Science Bulletin, 46, 191-197(2001).

[6] Wang W, Yue X, Liu H J et al. Study on pollution characteristics of aerosols during sand-dust storm weather in Beijing[J]. Acta Scientiae Circumstantiae, 22, 494-498(2002).

[7] Wang W, Wang Y, Su H M et al. Acidity and acid buffering capacity of aerosols during sand-dust storm weather in Beijing[J]. Chinese Journal of Enviromental Science, 22, 25-28(2001).

[8] Li H T, Qi J H, Dong L J et al. Influence of dust events on the concentration and size distribution of microorganisms in bioaerosols[J]. Environmental Science, 38, 3169-3177(2017).

[9] Chen Y H, Gao Q X, Gao W K et al. Quantitative research on sandstorm effects on environmental air quality[J]. Research of Environmental Sciences, 26, 364-369(2013).

[10] Liu B L, Peng W Y, Liu S L et al. Estimation on the dust lift amount and source contribution of the heavy dust weather in mid-March 2021 over Central East Asia[J]. Journal of Desert Research, 42, 79-86(2022).

[11] Niu R J, Wen L J, Wang M X et al. Effects of snow and dust on radiation and temperature in Qinghai Lake during ice-covered period[J]. Plateau Meteorology, 42, 913-922(2023).

[12] Yi N N, Jiang X G, Dong Z L et al. Effect of vegetation coverage on the dust weather in Inner Mongolia[J]. Chinese Journal of Atmospheric Sciences, 48, 521-538(2024).

[13] Liu X R, Wang J Y, Qiu J Y et al. Impact of dust emission schemes on the simulation of dust storms in the northwest region[J]. Environmental Protection Science, 44, 69-76(2018).

[14] Sun X M, Wang H H, Liu W Q et al. Nonspherical model for sand dust storm and its application to the research of light multiple scattering[J]. Acta Optica Sinica, 30, 1506-1510(2010).

[15] Yang X H, He Q, Ajiguli S et al. Character analysis of boundary layer during a sandstorm in hinterland of the Taklimakan Desert[J]. Desert and Oasis Meteorology, 5, 11-15(2011).

[16] Qiu J H, Sun J H. Optically remote sensing of the dust storm and result analysis[J]. Chinese Journal of Atmospheric Sciences, 18, 1-10(1994).

[17] Zhang Y M, Li X L, Zhang H S et al. Micrometeorological characteristics and dust transport during a blowing sand event in the spring of 2020 over Northern China[J]. Journal of Meteorology and Environment, 38, 19-26(2022).

[18] Liu D, Zheng Z F, Chen W B et al. Performance estimation of space-borne high-spectral-resolution lidar for cloud and aerosol optical properties at 532 nm[J]. Optics Express, 27, A481-A494(2019).

[19] Pal S, Lee T R, Phelps S et al. Impact of atmospheric boundary layer depth variability and wind reversal on the diurnal variability of aerosol concentration at a valley site[J]. Science of the Total Environment, 496, 424-434(2014).

[20] Deng T, Wu D, Deng X J et al. A vertical sounding of severe haze process in Guangzhou area[J]. Science China Earth Sciences, 57, 2650-2656(2014).

[21] Ma N, Yang S P, Wang J et al. Joint observation of a haze episode in Beijing-Tianjin-Hebei Region with spaceborne and ground-based lidar[J]. Environmental Monitoring in China, 35, 147-156(2019).

[22] Wang W H, Cao N W. Discussion on calibration constants of the water vapor inversion process of Raman lidar[J]. Laser & Optoelectronics Progress, 62, 0301001(2025).

[23] Zhang K, Liu D, Li W Z et al. A comparative study of two lidar-based water cloud retrieval methods[J]. Acta Optica Sinica, 44, 1801014(2024).

[24] Huang Z W, Huang J P, Hayasaka T et al. Short-cut transport path for Asian dust directly to the Arctic: a case study[J]. Environmental Research Letters, 10, 114018(2015).

[25] Huang Z W, Huang J P, Bi J R et al. Dust aerosol vertical structure measurements using three MPL lidars during 2008 China-U.S. joint dust field experiment[J]. Journal of Geophysical Research: Atmospheres, 115, D00-15(2010).

[26] Burton S P, Vaughan M A, Ferrare R A et al. Separating mixtures of aerosol types in airborne high spectral resolution lidar data[J]. Atmospheric Measurement Techniques, 7, 419-436(2014).

[27] Omar A, Vaughan M, Kittaka C et al. Case studies and comparisons of the CALIPSO aerosol optical depth measurements and aerosol type estimates[J]. Proceedings of SPIE, 7111, 71110A(2008).

[28] Chen G B, Li S S, Knibbs L D et al. A machine learning method to estimate PM2.5 concentrations across China with remote sensing, meteorological and land use information[J]. Science of the Total Environment, 636, 52-60(2018).

[29] Wang T H, Han Y, Hua W L et al. Profiling dust mass concentration in Northwest China using a joint lidar and Sun-photometer setting[J]. Remote Sensing, 13, 1099(2021).

[30] Voss K J, Welton E J, Quinn P K et al. Lidar measurements during Aerosols99[J]. Journal of Geophysical Research: Atmospheres, 106, 20821-20831(2001).

[31] Fernald F G. Analysis of atmospheric lidar observations: some comments[J]. Applied Optics, 23, 652-653(1984).

[32] Klett J D. Stable analytical inversion solution for processing lidar returns[J]. Applied Optics, 20, 211-220(1981).

[33] Liu H T, Mao M J. An accurate inversion method of aerosol extinction coefficient about ground-based lidar without needing calibration[J]. Acta Physica Sinica, 68, 074205(2019).

[34] Yuan Y J, Ren D M, Hu X Y. Computing scattering phase function by recursive formula of Mie theory[J]. Chinese Journal of Light Scattering, 17, 366-371(2005).

[35] Shi Y Y, Zhang L, Tian P F et al. The optical and microphysical characteristics of dust aerosol over a typical semi-arid region in Loess Plateau[J]. Plateau Meteorology, 37, 286-295(2018).

[36] Yue D L, Hu M, Wang Z B et al. Comparison of particle number size distributions and new particle formation between the urban and rural sites in the PRD region, China[J]. Atmospheric Environment, 76, 181-188(2013).

[37] Gao J, Wang T, Zhou X H et al. Measurement of aerosol number size distributions in the Yangtze River Delta in China: formation and growth of particles under polluted conditions[J]. Atmospheric Environment, 43, 829-836(2009).

[38] Heintzenberg J. Properties of the log-normal particle size distribution[J]. Aerosol Science and Technology, 21, 46-48(1994).

[39] Hussein T, Maso M D, Petäjä Tet a1. Evaluation of an automatic algorithm for fitting the particle number size distributions[J]. Boreal Environment Research, 10, 337-355(2005).

[40] Hussein T, Puustinen A, Aalto P P et al. Urban aerosol number size distributions[J]. Atmospheric Chemistry & Physics, 4, 391-411(2004).

[41] Zheng J Y, Peng Y, Wei J et al. Study on effective density of size-resolved particles and the influencing factors in Shenzhen[J]. China Environmental Science, 42, 1526-1533(2022).

[42] Xia Z Y, Lü B, Li H B et al. Size distribution characteristic of atmospheric particles during winter in Jinan[J]. Environmental Engineering, 37, 109-112, 123(2019).

[43] Xin J Y, Wu X Y, Zhang W Y et al. A review on the extinction contribution of aerosol components in the United States and China[J]. Chinese Journal of Atmospheric Sciences, 48, 273-286(2024).

[44] Han D W, Liu W Q, Liu J G et al. Retrieval method for aerosol mass concentration vertical distribution[J]. Chinese Journal of Lasers, 33, 1567-1573(2006).

[45] Yi M J, Huang X M, Jiang Y Q et al. Numerical simulation of summer ozone in Hefei: role of solar radiation and its associated mechanisms[J]. Acta Optica Sinica, 44, 0601011(2024).