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Real-Time Pose Measurement Framework of Wind Tunnel Aircraft Models Based on a Monocular Time-of-Flight Camera
Jianqiang Huang1, Cui Liang1, Shuai Zhao1
1College of Optical Science and Engineering, Zhejiang University, Hangzhou 310027, China.
This study introduces a new pose measurement system using a monocular Time-of-Flight (ToF) camera for wind tunnel experiments. The framework achieves high-precision, real-time aircraft model attitude tracking with minimal rotation angle errors.
Area of Science:
- Aerospace Engineering
- Computer Vision
- Metrology
Background:
- Accurate, real-time aircraft model attitude measurement is crucial for aerodynamic analysis in wind tunnel experiments.
- Existing non-contact measurement methods face challenges in achieving high precision and real-time performance.
Purpose of the Study:
- To develop a novel pose measurement framework for high-precision, non-contact attitude acquisition of aircraft models in wind tunnels.
- To fuse keyframe global registration with non-keyframe local registration for robust and efficient pose estimation.
- To address the limitations of current methods in terms of accuracy, robustness, and computational efficiency.
Main Methods:
- A monocular Time-of-Flight (ToF) camera is employed for data acquisition.
- A novel hand-crafted local feature combined with TCF-RANSAC is used for robust keyframe global registration.
- The GICP algorithm is utilized for fast, incremental local registration of non-keyframes, ensuring continuity and avoiding local optima.
Main Results:
- The proposed framework achieves a single-axis rotation angle error of less than 0.03 degrees.
- Processing speeds exceed 40 FPS, meeting real-time measurement demands.
- Demonstrated superior accuracy and robustness compared to existing methods, reducing rotation angle errors by 9% to 39%.
Conclusions:
- The developed framework provides a high-precision, real-time solution for aircraft model attitude measurement in wind tunnel experiments.
- The study identifies an 'axis-sensitivity' in monocular ToF pose estimation, with lower errors around the optical axis.
- Findings offer practical guidance for camera placement and system design in aerodynamic measurement applications.
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