首页> 外文会议>Remote Sensing of Clouds and the Atmosphere XIX; and Optics in Atmospheric Propagation and Adaptive Systems XVII >Retrieval of boundary layer height from lidar using extended Kalman filter approach, classic methods, and backtrajectory cluster analysis
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Retrieval of boundary layer height from lidar using extended Kalman filter approach, classic methods, and backtrajectory cluster analysis

机译:使用扩展的卡尔曼滤波方法,经典方法和回弹聚类分析从激光雷达中检索边界层高度

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This contribution evaluates an approach using an extended Kalman filter (EKF) to estimate the planetary boundary layer height (PBLH) from lidar measurements obtained in the framework of the European Aerosol Research LIdar NETwork (EARLINET) at 12 UTC ± 30-min for a 7-year period (2007-2013) under different synoptic flows over the complex geographical area of Barcelona, Spain. PBLH diagnosed with the EKF technique are compared with classic lidar methods and radiosounding estimates. Seven unique synoptic flows are identified using cluster analysis of 5756 HYSPLIT (HYbrid Single Particle Lagrangian Integrated Trajectory) three-day backtrajectories for a 16-year period (1998-2013) arriving at 0.5 km, 1.5 km, and 3 km, to represent the lower PBL, upper PBL, and low free troposphere, respectively. Regional recirculations are dominant with 54% of the annual total at 0.5 km and 57% of the total lidar days at 1.5 km, with a clear preference for summertime (0.5 km: 36% and 1.5 km: 29%). PBLH retrievals using the EKF method range from 0.79 - 1.6 km asl. The highest PBLHs are observed in southwest flows (15.2% of total) and regional recirculations from the east (34.8% of total), mainly caused by the stagnant synoptic pattern in summertime over the Iberian Peninsula. The lowest PBLHs are associated with north (19.6% of total) and northeast (4.3% of total) synoptic flows, when fresh air masses tend to lower PBLH. The adaptive nature of the EKF technique allows retrieval of reliable PBLH without the need for long time averaging or range smoothing, as typical with classic methods.
机译:该贡献评估了一种方法,该方法使用扩展卡尔曼滤波器(EKF)从欧洲气溶胶研究激光雷达网络(EARLINET)框架中以12 UTC±30分钟获得的激光雷达测量结果估计行星边界层高度(PBLH)7西班牙巴塞罗那复杂地理区域内不同天气流的多年期(2007-2013)。将使用EKF技术诊断出的PBLH与经典的激光雷达方法和放射声估计进行比较。使用5756 HYSPLIT(混合单粒子拉格朗日综合轨迹)为期16年(1998-2013年)的三天后轨迹的聚类分析,确定了七个独特的天气流,分别代表0.5 km,1.5 km和3 km。低PBL,高PBL和低自由对流层。区域再循环占主导地位,在0.5 km处占年总数的54%,在1.5 km处占激光雷达总天数的57%,其中明显优先考虑夏季(0.5 km:36%和1.5 km:29%)。使用EKF方法进行的PBLH检索范围为0.79-1.6 km asl。在西南流(占总数的15.2%)和从东部流域的区域回流(占总数的34.8%)中观测到最高的PBLHs,主要是由于夏季伊比利亚半岛上天气停滞不前造成的。 PBLH最低的地方是北部(占总数的19.6%)和东北(占总数的4.3%)的天气流,而新鲜空气质量往往会降低PBLH。 EKF技术的自适应特性允许检索可靠的PBLH,而无需像传统方法那样进行长时间平均或范围平滑。

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