[2] Mao S N, Ma Y M, Cai Y Q et al. Present situation and progress of PM2.5 detection standard and value traceability method (continued)[J]. China Metrology, 22-24(2013).

[3] Wang J, Christopher S A. Intercomparison between satellite‐derived aerosol optical thickness and PM2.5 mass: Implications for air quality studies[J]. Geophysical Research Letters, 30, 2095(2003).

[4] Liu Y, Sarnat J A, Kilaru A et al. Estimating ground-level PM2.5 in the eastern united states using satellite remote sensing[J]. Environmental Science & Technology, 39, 3269-3278(2005).

[5] Wang Z F, Chen L F, Tao J, et a. Satellite-based estimation of regional particulate matter (PM) in Beijing using vertical-and-RH correcting method[J]. Remote Sensing of Environment, 114, 50-63(2010).

[6] Tian J, Chen D M. A semi-empirical model for predicting hourly ground-level fine particulate matter (PM2.5) concentration in southern Ontario from satellite remote sensing and ground-based meteorological measurements[J]. Remote Sensing of Environment, 114, 221-229(2010).

[7] Chen X L, Li H, Zhang S T et al. High spatial resolution PM2.5 retrieval using MODIS and ground observation station data based on ensemble random forest[J]. IEEE Access, 7, 44416-44430(2019).

[8] Xue T, Zheng Y X, Tong D et al. Spatiotemporal continuous estimates of PM2.5 concentrations in China, 2000–2016: A machine learning method with inputs from satellites, chemical transport model, and ground observations[J]. Environment International, 123, 345-357(2019).

[9] Li J M, Jin M J, Li H L. Exploring spatial influence of remotely sensed PM2.5 concentration using a developed deep convolutional neural network model[J]. International Journal of Environmental Research and Public Health, 16, 454(2019).

[10] Yang L J, Xu H Q, Jin Z F. Estimating ground-level PM2.5 over a coastal region of China using satellite AOD and a combined model[J]. Journal of Cleaner Production, 227, 472-482(2019).

[11] Toth T D, Zhang J, Reid J S et al. A bulk-mass-modeling-based method for retrieving particulate matter pollution using CALIOP observations[J]. Atmospheric Measurement Techniques, 12, 1739-1754(2019).

[12] Lakshmi N B, Resmi E A, Padmalal D. Assessment of PM2.5 using satellite lidar observations: Effect of bio-mass burning emissions over India[J]. Science of The Total Environment, 833, 155215(2022).

[13] Hu J B, Wang X, Zhao S H et al. Spaceborne high spectral resolution lidar for atmospheric aerosols and clouds profiles measurement[J]. Acta Optica Sinica, 43, 1899901(2023).

[14] Zha C X, Bu L B, Li Z et al. Aerosol optical property measurement using the orbiting high-spectral-resolution lidar on board the DQ-1 satellite: Retrieval and validation[J]. Atmospheric Measurement Techniques, 17, 4425-4443(2024).

[15] Dong J F, Liu J Q, Bi D C et al. Optimal iodine absorption line applied for spaceborne high spectral resolution lidar[J]. Applied Optics, 57, 5413-5419(2018).

[16] Eloranta E E. High Spectral Resolution Lidar[M]. Lidar, 143-163(2006).

[17] Zhang Y P, Liu D, Zheng Z F et al. Effects of auxiliary atmospheric state parameters on the aerosol optical properties retrieval errors of high-spectral-resolution lidar[J]. Applied Optics, 57, 2627-2637(2018).

[18] Chu D A, Tsai T C, Chen J P. Interpreting aerosol lidar profiles to better estimate surface PM2.5 for columnar AOD measurements[J]. Atmospheric Environment, 79, 172-187(2013).

[19] Wang Z F, Chen L F, Tao J H et al. An empirical method of RH correction for satellite estimation of ground-level PM concentrations[J]. Atmospheric Environment, 95, 71-81(2014).

[20] Zhu H, Wang Y Q, Tao J H et al. Analysis of aerosol hygroscopic growth based on meteorological factors: A case study of Zhejiang Province[J]. Climatic and Environmental Research, 24, 186-198(2019).

[21] Carrico C M, Kus P, Rood M J. Mixtures of pollution, dust, sea salt, and volcanic aerosol during ACE-Asia: Radiative properties as a function of relative humidity[J]. Journal of Geophysical Research: Atmospheres, 108, 8650(2003).

[22] Wang L, Xie C B, Han Y et al. Comparison of retrieval methods of planetary boundary layer height from lidar data[J]. Journal of Atmospheric and Environmental Optics, 7, 241-247(2012).