Research on simulation and validation methods of aerosol radiative forcing on the Tibetan Plateau based on satellite and ground-based remote sensing observations over the past 20 years

IF 4.5 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Atmospheric Research Pub Date : 2024-09-12 DOI:10.1016/j.atmosres.2024.107683
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Abstract

Atmospheric radiative changes induced by aerosol radiative forcing are the most uncertain factors in climate change, affecting a comprehensive understanding of aerosol's role in the climate system and ecosystem, with current research mainly focused on densely populated and heavily polluted regions. This study utilizes satellite and ground-based remote sensing data to establish a multi-source data processing and analysis workflow suitable for the Qinghai-Tibet Plateau region, and based on atmospheric radiative transfer models, constructs methods for simulating and validating regional aerosol radiative forcing, optimizing the long-term observational, simulation, and variation studies of aerosol radiative forcing at regional scales. The results indicate: (1) Key input parameters for simulating aerosol radiative forcing regions were determined through sensitivity tests of radiative transfer model parameters to be AOD, surface albedo, atmospheric column water vapor content, and total atmospheric ozone. A method for simulating aerosol direct radiative forcing regions was constructed. Comparison and validation against aerosol radiative forcing site simulations based on ground-based remote sensing observations at the Yangbajing station in Tibet showed R2 values above 0.8 and NRMSE values between 0.25 and 0.39, indicating high accuracy of the method, suitable for the Qinghai-Tibet Plateau. (2) Utilizing satellite remote sensing data, aerosol direct radiative forcing simulations for the Qinghai-Tibet Plateau region over the past 20 years were conducted based on the constructed method. Results showed: ① The annual mean aerosol radiative forcing at the top of the atmosphere was −3.03 W/m2, gradually increasing from west to east; monthly means were negative, decreasing by an average of 0.0025 W/m2 per year, with decreases mainly in February to May. ② The annual mean surface aerosol radiative forcing was −13.56 W/m2, gradually increasing from west to east; monthly means were negative, decreasing by an average of 0.015 W/m2 per year, with decreases mainly in February, June to July, and October to December. ③ The annual mean atmospheric aerosol radiative forcing was 10.6 W/m2, gradually increasing from southwest to northeast; monthly means were positive, increasing by 0.007 W/m2 per year, with increases mainly in October to December. Overall, the annual and monthly mean aerosol direct radiative forcing values at the top of the atmosphere and surface were negative, indicating a cooling effect, while those in the atmosphere were positive, indicating a heating effect; the strongest aerosol radiative forcing occurred in summer at the top of the atmosphere, and in spring for both surface and atmosphere; April showed the fastest variation.

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基于过去 20 年卫星和地面遥感观测的青藏高原气溶胶辐射强迫模拟和验证方法研究
气溶胶辐射强迫引起的大气辐射变化是气候变化中最不确定的因素,影响着人们对气溶胶在气候系统和生态系统中作用的全面认识,目前的研究主要集中在人口稠密和污染严重的地区。本研究利用卫星和地面遥感数据,建立了适合青藏高原地区的多源数据处理和分析工作流程,并基于大气辐射传输模式,构建了模拟和验证区域气溶胶辐射强迫的方法,优化了区域尺度气溶胶辐射强迫的长期观测、模拟和变化研究。结果表明:(1)通过对辐射传递模型参数的敏感性测试,确定了模拟气溶胶辐射强迫区域的关键输入参数为AOD、地表反照率、大气柱水汽含量和大气臭氧总量。构建了模拟气溶胶直接辐射强迫区域的方法。根据西藏羊八井站的地面遥感观测资料,与气溶胶辐射强迫区模拟结果进行了对比验证,结果表明 R2 值在 0.8 以上,NRMSE 值在 0.25 至 0.39 之间,表明该方法精度较高,适用于青藏高原。(2)利用卫星遥感数据,基于所构建的方法对青藏高原地区近 20 年的气溶胶直接辐射强迫进行了模拟。结果表明大气顶部气溶胶辐射强迫年均值为-3.03 W/m2,自西向东逐渐增大;月均值为负值,平均每年减小0.0025 W/m2,主要在2-5月减小。年平均地表气溶胶辐射强迫为-13.56 W/m2,自西向东逐渐增大;月平均值为负值,平均每年减小 0.015 W/m2,主要减小在 2 月、6 月至 7 月和 10 月至 12 月。大气气溶胶辐射强迫年平均值为 10.6 W/m2,从西南向东北逐渐增加;月平均值为正值,每年平均增加 0.007 W/m2,主要在 10 月至 12 月增加。总体而言,大气顶部和地表的气溶胶直接辐射强迫年平均值和月平均值均为负值,表明具有冷却效应,而大气中的气溶胶直接辐射强迫年平均值和月平均值均为正值,表明具有加热效应;夏季大气顶部的气溶胶辐射强迫最强,春季地表和大气的气溶胶辐射强迫均最强;4月份的变化最快。
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来源期刊
Atmospheric Research
Atmospheric Research 地学-气象与大气科学
CiteScore
9.40
自引率
10.90%
发文量
460
审稿时长
47 days
期刊介绍: The journal publishes scientific papers (research papers, review articles, letters and notes) dealing with the part of the atmosphere where meteorological events occur. Attention is given to all processes extending from the earth surface to the tropopause, but special emphasis continues to be devoted to the physics of clouds, mesoscale meteorology and air pollution, i.e. atmospheric aerosols; microphysical processes; cloud dynamics and thermodynamics; numerical simulation, climatology, climate change and weather modification.
期刊最新文献
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