大氣激光雷達氣溶膠光學參數質量可信度評估算法
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國家重點研發計劃“超大城市垂直綜合氣象觀測技術研究及試驗”(2017YFC1501701)及國家自然科學基金(40905005、41675028)資助


An Assessment Algorithm for Quality Reliability of Atmospheric Lidar Aerosol Optical Properties
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    摘要:

    氣溶膠激光雷達由于系統設計、觀測場地氣候條件、反演過程中參數選取等因素不同,每次測量反演得到的氣溶膠光學參數質量不一致,可信度難以評估,進而極大地影響了其在氣象、環保等領域業務化應用。為了解決該難題,本文分析了影響激光雷達氣溶膠光學參數質量的因素,開發了一套氣溶膠光學參數質量可信度評估算法。采用科學、合理的評分和權重分配方案對激光雷達每次測量反演得到的氣溶膠光學參數質量可信度進行評估。本文主要討論對偏振、米散射激光雷達氣溶膠光學參數的質量評估,以中國氣象局氣象探測中心的波長為532 nm的偏振、米散射激光雷達為例,對所提出的質量可信度評估算法進行驗證和分析。結果表明:該算法能夠有效地區分出不同激光雷達在不同觀測場景下每次測量反演得到的氣溶膠光學參數質量可信度,具備為氣溶膠激光雷達業務化應用提供可靠性評估的能力。

    Abstract:

    Due to the differences in the system design of aerosol lidar, climate conditions in the observation site, parameters selection in retrieval and other factors, the quality of retrieved aerosol optical properties from each measurement is inconsistent, and its reliability is difficult to evaluate, which greatly affects the operational application in meteorology, environmental protection, and other fields. In order to solve this problem, we analyze the factors that affect the quality reliability of retrieved aerosol optical properties and develop a set of quality reliability assessment algorithms. A scientific and reasonable scoring combined with a weight allocation method is used to evaluate the quality reliability of retrieved aerosol optical properties from each measurement. This study mainly discusses the quality reliability assessment of retrieved aerosol optical properties of polarization Mie scattering lidar. The 532 nm polarization Mie scattering lidars of the Meteorological Observation Centre, China Meteorological Administration, are taken as examples to verify and analyze the proposed quality reliability assessment algorithm. The results show that the algorithm can effectively distinguish the quality reliability of retrieved aerosol optical properties from each measurement of each lidar in different observation scenarios and possesses the ability to provide the reliability assessment for the operational application of aerosol lidar.

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毛松,步志超,陳玉寶,代雅茹,王安宙,趙兵,王宣.大氣激光雷達氣溶膠光學參數質量可信度評估算法[J].氣象科技,2023,51(3):309~318

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  • 收稿日期:2022-09-30
  • 定稿日期:2023-04-24
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  • 在線發布日期: 2023-06-29
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