Research on Wind Retrieval Method of Coherent Doppler Lidar and Experimental Verification

被引:6
|
作者
Feng Changzhong [1 ]
Wu Songhua [1 ]
Liu Bingyi [1 ]
机构
[1] Ocean Univ China, Coll Informat Sci & Engn, Qingdao 266100, Shandong, Peoples R China
来源
关键词
remote sensing; Doppler lidar; velocity azimuth display; wind retrieval method; conjugate gradient;
D O I
10.3788/CJL201845.0410001
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A velocity azimuth display (VAD) wind retrieval method based on conjugate gradient algorithm is proposed, in which the conjugate gradient algorithm is used to replace the solution of Fourier series expansion in original VAD method by using optimization theory. In order to solve the problem that the algorithm does not converge to the optimal solution in wind retrieval, the Hessian matrix is used to modify the algorithm. At the same time, a synchronous comparison experiment had been carried out with Doppler lidar and standard wind cup anemometer in accord with IEC 61400-12-1 international standards for 43 days. The results show that, when the azimuth scanning range and radial number of lidar are 60 and 7 respectively, the correlation coefficients of wind speed and wind direction are 0. 991 and 0. 998, the standard deviations of wind speed and wind direction are 0.52 m/s and 5.1, the deviations of wind speed and wind direction are 0. 02 m/s and 3. 6. The results of comparison experiment prove that the VAD wind retrieval method based on conjugate gradient algorithm can guarantee the measurement accuracy to meet international standard in case of low azimuth scanning range with strong applicability. Meanwhile, the measurement performance of lidar system is confirmed, which provides a better choice for the monitoring of dynamic complex wind field.
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页数:9
相关论文
共 28 条
  • [11] METHODS OF CONJUGATE GRADIENTS FOR SOLVING LINEAR SYSTEMS
    HESTENES, MR
    STIEFEL, E
    [J]. JOURNAL OF RESEARCH OF THE NATIONAL BUREAU OF STANDARDS, 1952, 49 (06): : 409 - 436
  • [12] Huang Min, 2012, Laser Technology, V36, P22, DOI 10.3969/j.issn.1001-3806.2012.01.007
  • [13] Li Zhigang, 2016, Journal of Applied Optics, V37, P765, DOI 10.5768/JAO201637.0507001
  • [14] EFFICIENT GENERALIZED CONJUGATE-GRADIENT ALGORITHMS, .1. THEORY
    LIU, Y
    STOREY, C
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1991, 69 (01) : 129 - 137
  • [15] Nocedal J., 1999, NUMERICAL OPTIMIZATI, P29
  • [16] Pan Jingyan, 2013, Infrared and Laser Engineering, V42, P1720
  • [17] Polak E., 1969, USSR COMP MATH MATH, V9, P94, DOI DOI 10.1016/0041-5553(69)90035-4
  • [18] RESTART PROCEDURES FOR CONJUGATE GRADIENT METHOD
    POWELL, MJD
    [J]. MATHEMATICAL PROGRAMMING, 1977, 12 (02) : 241 - 254
  • [19] Rothlauf F., 1980, PRACTICAL METHODS OP, P71
  • [20] Beat by Beat: Classifying Cardiac Arrhythmias with Recurrent Neural Networks
    Schwab, Patrick
    Scebba, Gaetano C.
    Zhang, Jia
    Delai, Marco
    Karlen, Walter
    [J]. 2017 COMPUTING IN CARDIOLOGY (CINC), 2017, 44