首页|期刊导航|大地测量与地球动力学|基于大气可降水量的AOD模型构建与分析

基于大气可降水量的AOD模型构建与分析OA

Development and Analysis of an Aerosol Optical Depth Model Based on Precipitable Water Vapor

中文摘要英文摘要

为探究大气可降水量(PWV)和气溶胶光学厚度(AOD)的相关性,构建一种基于PWV的AOD模型.该模型包含PWV与AOD的线性函数关系,并且顾及线性模型拟合残差的周期特性.选用云南地区20个测站2016-2019年高精度PWV和AOD数据,进行模型构建和精度验证.结果表明,云南地区PWV相较于AOD存在强滞后相关性,平均相关系数达到0.82;用所提模型进行AOD估计可以达到很好的内外符合精度,平均标准偏差(STD)和均方根误差(RMSE)分别为0.11 mm和0.12 mm.该模型搭建了基于PWV估计高精度AOD的桥梁,为GNSS开展大气环境遥感监测和研究提供了新思路.

To investigate the correlation between precipitable water vapor(PWV)and aerosol optical depth(AOD),a novel AOD estimation model was developed based on PWV.The model incorporates not only a linear relationship between PWV and AOD but also accounts for the periodic characteristics observed in the residuals of the linear fit.Utilizing high-precision PWV and AOD data from 20 sta-tions in Yunnan from 2016 to 2019,the model was constructed and validated.The results reveal a strong lagged correlation between PWV and AOD in the region,with an average correlation coefficient of 0.82.The proposed model achieved excellent performance in AOD estimation,both in internal and external validations,yielding a mean standard deviation(STD)of 0.11 mm and a root mean square er-ror(RMSE)of 0.12 mm.This model effectively paves the way for estimating high-precision AOD from PWV,thereby opening up new avenues for atmospheric environmental monitoring and research using GNSS remote sensing.

董秋林;杨飞;王伟;周大山;许凯雯;刘若涵

中国矿业大学(北京)地球科学与测绘工程学院,北京,100083中国矿业大学(北京)地球科学与测绘工程学院,北京,100083天津市测绘院有限公司,天津,300381天津市测绘院有限公司,天津,300381中国矿业大学(北京)地球科学与测绘工程学院,北京,100083中国矿业大学(北京)地球科学与测绘工程学院,北京,100083

天文与地球科学

GNSS气象学大气可降水量气溶胶光学厚度滞后相关性分析云南地区

GNSS meteorologyprecipitable water vapor(PWV)aerosol optical depth(AOD)lag correlation analysisYunnan region

《大地测量与地球动力学》 2026 (5)

561-568,8

国家自然科学基金(42204022)中央高校基本科研业务费专项(2024ZKPYDC02).

10.14075/j.jgg.2025.06.220

评论