Kalman filter for the analysis of simulated multipulse Raman lidar water vapor profiles

B.A. Kwaky
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引用次数: 1

Abstract

Kalman filtering theory was used to analyse simulated and real water vapor profiles. The simulation of the Raman lidar water vapor profiles was based on the third harmonic of the Nd-YAG laser. The Kalman filter was applied to both single pulse and multipulse water vapor profiles corrupted by Gaussian white noise. The results obtained by the Kalman filter approach were later compared with conventional signal averaging techniques and the smoothing filter technique. In general, the Kalman filter out-performed the conventional filters in both its smoothing and predictive capabilities. The merits and demerits of the Kalman filter when applied for the analysis of atmospheric water vapor profiles are discussed.
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用于模拟多脉冲拉曼激光雷达水汽剖面分析的卡尔曼滤波
利用卡尔曼滤波理论对模拟和实际的水汽剖面进行了分析。利用Nd-YAG激光的三次谐波对拉曼激光雷达水汽剖面进行了模拟。将卡尔曼滤波应用于受高斯白噪声干扰的单脉冲和多脉冲水汽剖面。随后将卡尔曼滤波方法得到的结果与传统的信号平均技术和平滑滤波技术进行了比较。总的来说,卡尔曼滤波器在平滑和预测能力方面都优于传统滤波器。讨论了卡尔曼滤波在大气水汽剖面分析中的优缺点。
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