Systems Engineering and Electronics ›› 2020, Vol. 42 ›› Issue (1): 52-60.doi: 10.3969/j.issn.1001-506X.2020.01.08
Previous Articles Next Articles
Yuzhao MA(), Nan CHEN(
), Xinglong XIONG(
)
Received:
2019-07-02
Online:
2020-01-01
Published:
2019-12-23
Supported by:
CLC Number:
Yuzhao MA, Nan CHEN, Xinglong XIONG. Wind shear warning algorithm based on PCA and phase difference correction[J]. Systems Engineering and Electronics, 2020, 42(1): 52-60.
Table 1
Comparison of experimental results of peak frequency estimation with four algorithms"
转速/(r/min) | 线速度/(m/s) | 理论峰值频率/MHz | 相干积累+FFT算法估计峰值频率/MHz | 相干积累+相位差校正法估计峰值频率/MHz | PCA+FFT算法估计峰值频率/MHz | PCA+相位差校正法估计峰值频率/MHz |
500 | 3.70 | 75.23 | 76.67 | 76.67 | 74.75 | 74.76 |
700 | 6.48 | 71.65 | 73.33 | 73.33 | 68.75 | 71.46 |
1 000 | 9.25 | 68.07 | 70.00 | 70.00 | 67.66 | 68.00 |
1 300 | 12.03 | 64.48 | 66.67 | 66.67 | 64.22 | 64.84 |
1 600 | 14.81 | 60.90 | 63.33 | 63.33 | 61.18 | 60.63 |
1 900 | 17.58 | 57.32 | 63.33 | 60.00 | 58.08 | 57.56 |
2 200 | 20.35 | 53.74 | 56.67 | 56.67 | 53.58 | 54.12 |
2 500 | 23.13 | 50.16 | 53.33 | 53.33 | 49.67 | 50.10 |
MAE | 空白 | 空白 | 2.72 | 2.31 | 0.72 | 0.26 |
1 | LUERS J K , REEVES J B . Wind shear effects on the landing of aircraft[J]. Joural of Aircraft, 2015, 12 (7): 565- 566. |
2 | XIONG X L , LI M , JIANG L H , et al. A method for determining cirrus height with multiple scattering[J]. Chinese Optics Letters, 2013, 10, 5- 7. |
3 | YU Y J, LI Y, LI J H. Simulation and study of windshear signal in airborne pulse Doppler weather radar[C]//Proc.of the 3rd International Conference on Computer Science and Network Techno-logy, 2014: 1152-1156. |
4 |
SMALIKHO I N , BANAKH V A . Measurements of wind turbulence parameters by a conically scanning coherent Doppler lidar in the atmospheric boundary layer[J]. Atmospheric Measurement Techniques, 2017, 10 (11): 4191- 4208.
doi: 10.5194/amt-10-4191-2017 |
5 | DOLFIBOUTEYRE A , CANAT G , LOMBARD L , et al. Long-range wind monitoring in real time with optimized coherent lidar[J]. Optical Engineering, 2017, 56 (3): 031217. |
6 | LI H , ZHOU M , GUO Q , et al. Compressive sensing-based wind speed estimation for low-altitude wind-shear with airborne phased array radar[J]. Multidimensional Systems & Signal Processing, 2018, 29 (2): 719- 732. |
7 |
XIAO D , HU Y , XU S , et al. Echoing characteristics of coherent lidar in different aerosol environments[J]. Acta Optica Sinica, 2018, 38 (1): 0101001.
doi: 10.3788/AOS201838.0101001 |
8 | CHAN P W, SHUN C M, WU K C. Operational LIDAR-based system for automatic windshear alerting at the Hong Kong International Airport[C]//Proc.of the 12th Conference on Aviation, Range, and Aerospace Meteorology, 2006. |
9 | BRACALENTE E M , JONES W R , BRITT C L . Airborne Doppler radar detection of low-altitude wind shear[J]. Journal of Aircraft, 2015, 27 (2): 151- 157. |
10 |
CHAN P W , HON K K , SHIN D K . Combined use of headwind ramps and gradients based on LIDAR data in the alerting of low-level windshear/turbulence[J]. Meteorologische Zeitschrift, 2011, 20 (6): 661- 670.
doi: 10.1127/0941-2948/2011/0242 |
11 | 靳笑晗, 汪岳峰, 竹孝鹏, 等. 相干多普勒测风激光雷达低信噪比区域回波信号的估计方法[J]. 光学与光电技术, 2013, 11 (3): 10- 14. |
JIN X H , WANG Y F , ZHU X P , et al. Estimation method of low SNR regional echo signal of coherent Doppler wind lidar[J]. Optics & Optoelectronic Technology, 2013, 11 (3): 10- 14. | |
12 | HON K K , CHAN P W . Application of LIDAR-derived eddy dissipation rate profiles in low-level wind shear and turbulence alerts at Hong Kong international airport[J]. Meteorological Applications, 2014, 21 (1): 74- 85. |
13 | 蒋立辉, 闫妍, 熊兴隆, 等. 基于斜坡检测的多普勒激光雷达低空风切变预警算法[J]. 红外与激光工程, 2016, 45 (1): 27- 33. |
JIANG L H , YAN Y , XIONG X L , et al. Doppler lidar alerting algorithm of low-level wind shear based on ramps detection[J]. Infrared and Laser Engineering, 2016, 45 (1): 27- 33. | |
14 | 郭贤斌, 郭磐, 张寅超, 等. 最大似然频谱估计法与周期图最大值法的性能比较分析[J]. 中国激光, 2016, (3): 230- 237. |
GUO X B , GUO Q , ZHANG Y C , et al. Performance analysis of maximum likelihood spectral estimator compared with PM estimator[J]. Chinese Journal of Lasers, 2016, (3): 230- 237. | |
15 |
WANG C , XIA H , LIU Y , et al. Spatial resolution enhancement of coherent Doppler wind lidar using joint time-frequency analysis[J]. Optics Communications, 2018, 424, 48- 53.
doi: 10.1016/j.optcom.2018.04.042 |
16 |
张鹏飞, 潘静岩, 张涛, 等. 相干激光雷达探测目标研究[J]. 激光与红外, 2015, 45 (7): 753- 756.
doi: 10.3969/j.issn.1001-5078.2015.07.004 |
ZHANG P F , PAN J Y , ZHANG T , et al. Study on the object detection with the coherent lidar system[J]. Laser & Infrared, 2015, 45 (7): 753- 756.
doi: 10.3969/j.issn.1001-5078.2015.07.004 |
|
17 | CHEN V C , LI F , HO S S , et al. Micro-Doppler effect in radar:phenomenon, model, and simulation study[J]. IEEE Trans.on Aerospace and Electronic Systems, 2006, 42 (1): 2- 21. |
18 |
TANG L , SHU Z F , DONG J H , et al. Mobile rayleigh doppler wind lidar based on double-edge technique[J]. Chinese Optics Letters, 2010, 8 (8): 726- 731.
doi: 10.3788/COL20100808.0726 |
19 |
CHOUZA K , FERNANDO G , WITSCHAS B , et al. Heterodyne high-spectral-resolution lidar[J]. Applied Optics, 2017, 56 (29): 8121- 8134.
doi: 10.1364/AO.56.008121 |
20 | ZHANG Q , CONG P , LU Y , et al. Airborne electromagnetic data levelling using principal component analysis based on flight line difference[J]. Journal of Applied Geophysics, 2018, 151, 290- 297. |
21 |
ABDI H , WILLIAMS L J . Principal component analysis[J]. Wiley Interdisciplinary Reviews:Computational Statistics, 2010, 2 (4): 433- 459.
doi: 10.1002/wics.101 |
22 |
QIN L , LIU S , LONG T , et al. Wind field reconstruction using dimension-reduction of CFD data with experimental validation[J]. Energy, 2018, 151, 272- 288.
doi: 10.1016/j.energy.2018.02.141 |
23 | XIE B, WANG L, LIN J, et al. An improved principal component analysis approach to noise removal for airborne electromagnetic data[C]//Proc.of the SEG Annual Meeting, 2014. |
24 | XIA W J , JIANG Y S , CAI J J . An improved method for power harmonic analysis based on blackman window and phase difference correction[J]. Applied Mechanics & Materials, 2015, 742, 312- 317. |
25 | 邢晓晴.相干激光测风雷达大气探测方法实验研究[D].哈尔滨:哈尔滨工业大学, 2016. |
XING X Q.Experimental research on atmospheric probing using coherent doppler lidar[D]. Harbin: Harbin University of Technology, 2016. | |
26 |
CHAI T , DRAXLER R R . Root mean square error (RMSE) or mean absolute error (MAE)?-Arguments against avoiding RMSE in the literature[J]. Geoscientific Model Development, 2014, 7 (3): 1247- 1250.
doi: 10.5194/gmd-7-1247-2014 |
27 | KARLSSON E, SCHATZ S P, BAIER T, et al. Automatic flight path control of an experimental DA42 general aviation aircraft[C]//Proc.of the 14th IEEE International Conference on Control, Automation, Robotics and Vision, 2016. |
28 | KARLSSON E , SCHATZ S P , BAIER T , et al. Development of an automatic flight path controller for a DA42 general aviation aircraft[M]. Berlin: Advances in Aerospace Guidance, Navigation and Control, 2018. |
[1] | He TIAN, Chunzhu DONG, Hongcheng YIN. Radar target three-dimensional scattering centers inversion based on compressed sensing and frequency sparsity [J]. Systems Engineering and Electronics, 2022, 44(9): 2783-2790. |
[2] | Chenrui SHI, Lu TIAN, Zhan XU, Ruxin ZHI, Jinhui CHEN. Effectiveness evaluation method of emergency communication and sensing equipment based on PSO-BP [J]. Systems Engineering and Electronics, 2022, 44(11): 3455-3462. |
[3] | Lu GUO, Xiaodong LIU, Dongtao WEI, Pu ZHU. Extraction method of missile equipment health characterization parameters based on improved PCA [J]. Systems Engineering and Electronics, 2022, 44(10): 3275-3281. |
[4] | LIU Zhong-jie, ZHUANG Li-kui, CAO Yun-fen, DING Meng. Target recognition of SAR images using principal component analysis and sparse representation [J]. Journal of Systems Engineering and Electronics, 2013, 35(2): 282-286. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||