• Acta Optica Sinica
  • Vol. 42, Issue 9, 0901001 (2022)
Run Zhou, Liang Tang, Ping Li, and Xuhui Huang*
Author Affiliations
  • High Speed Aerodynamics Institute, China Aerodynamics Research and Development Center, Mianyang 621000, Sichuan, China
  • show less
    DOI: 10.3788/AOS202242.0901001 Cite this Article Set citation alerts
    Run Zhou, Liang Tang, Ping Li, Xuhui Huang. Density Reconstruction Method for Complex Flow Based on Light Deflection[J]. Acta Optica Sinica, 2022, 42(9): 0901001 Copy Citation Text show less
    Topological structure of neural network
    Fig. 1. Topological structure of neural network
    Distribution diagram of density function to be reconstructed
    Fig. 2. Distribution diagram of density function to be reconstructed
    Residual histograms of theoretical values and active terms estimated by different methods. (a) NNMM; (b) DCPD method
    Fig. 3. Residual histograms of theoretical values and active terms estimated by different methods. (a) NNMM; (b) DCPD method
    Curve of estimated and theoretical values of active terms varying with x coordinates
    Fig. 4. Curve of estimated and theoretical values of active terms varying with x coordinates
    Residual distribution of density reconstruction results and theoretical values. (a) NNMM; (b) DCPD method
    Fig. 5. Residual distribution of density reconstruction results and theoretical values. (a) NNMM; (b) DCPD method
    Variation curve of reconstruction result. (a) Variation curve of residual with x coordinate; (b) variation curve of residual
    Fig. 6. Variation curve of reconstruction result. (a) Variation curve of residual with x coordinate; (b) variation curve of residual
    Video measurement optical path
    Fig. 7. Video measurement optical path
    Experimental model and measurement area
    Fig. 8. Experimental model and measurement area
    Measurement result of deflection angle
    Fig. 9. Measurement result of deflection angle
    Density reconstruction result of NNMM
    Fig. 10. Density reconstruction result of NNMM
    Density reconstruction result of DCPD method. (a) Result; (b) deviation of result from NNMM results
    Fig. 11. Density reconstruction result of DCPD method. (a) Result; (b) deviation of result from NNMM results
    Density reconstruction result by FEM. (a) Result; (b) deviation of result from NNMM results
    Fig. 12. Density reconstruction result by FEM. (a) Result; (b) deviation of result from NNMM results
    Curve comparison of density reconstruction results under different y values. (a) y=35 mm; (b) y=-10 mm
    Fig. 13. Curve comparison of density reconstruction results under different y values. (a) y=35 mm; (b) y=-10 mm
    Run Zhou, Liang Tang, Ping Li, Xuhui Huang. Density Reconstruction Method for Complex Flow Based on Light Deflection[J]. Acta Optica Sinica, 2022, 42(9): 0901001
    Download Citation