• Laser & Optoelectronics Progress
  • Vol. 57, Issue 17, 171407 (2020)
Songqing Cao, Wanjun Hao*, Hao Wang, Zhihui Sun, and Jiayu Zhou
Author Affiliations
  • Institute of Electronics and Information Engineering, Suzhou University of Science and Technology, Suzhou, Jiangsu 215009, China
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    DOI: 10.3788/LOP57.171407 Cite this Article Set citation alerts
    Songqing Cao, Wanjun Hao, Hao Wang, Zhihui Sun, Jiayu Zhou. Prediction of Effective Wind Speed at Hub of Wind Turbine Based on Lidar-Armax[J]. Laser & Optoelectronics Progress, 2020, 57(17): 171407 Copy Citation Text show less
    Schematic of lidar measuring wind speed
    Fig. 1. Schematic of lidar measuring wind speed
    Schematic of measuring device
    Fig. 2. Schematic of measuring device
    Training wind speed sequence at 100 m in front of the hub
    Fig. 3. Training wind speed sequence at 100 m in front of the hub
    Training wind speed sequence at 50 m in front of the hub
    Fig. 4. Training wind speed sequence at 50 m in front of the hub
    First-order differential preprocessing results of wind speed
    Fig. 5. First-order differential preprocessing results of wind speed
    Autocorrelation graph
    Fig. 6. Autocorrelation graph
    Partial autocorrelation diagram
    Fig. 7. Partial autocorrelation diagram
    Measured wind speed sequence at 100 m in front of the hub
    Fig. 8. Measured wind speed sequence at 100 m in front of the hub
    Comparison of model output wind speed and measured wind speed at 50 m in front of the hub
    Fig. 9. Comparison of model output wind speed and measured wind speed at 50 m in front of the hub
    Fitting of wind speed test data at 50 m in front of the hub
    Fig. 10. Fitting of wind speed test data at 50 m in front of the hub
    Comparison of predicted wind speed and estimated wind speed at the hub. (a) Overall comparison graph; (b) local comparison graph
    Fig. 11. Comparison of predicted wind speed and estimated wind speed at the hub. (a) Overall comparison graph; (b) local comparison graph
    rn
    012345
    00.32570.33160.41250.26730.21450.2089
    10.21430.19150.28370.19630.22010.3135
    20.19880.20850.21460.28810.17290.2123
    30.40450.35480.21270.35760.19440.2534
    40.31420.25740.16580.24320.41180.3201
    50.24320.28710.19450.20540.18870.1658
    Table 1. BIC calculated values of different model structures
    Songqing Cao, Wanjun Hao, Hao Wang, Zhihui Sun, Jiayu Zhou. Prediction of Effective Wind Speed at Hub of Wind Turbine Based on Lidar-Armax[J]. Laser & Optoelectronics Progress, 2020, 57(17): 171407
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