研究目的
To optimize free-form surface modeling of point clouds from laser-based measurement for deformation analysis by combining terrestrial laser scanning (TLS) and laser tracker (LT) technologies, and to validate and optimize the surface-based B-spline approximation with LT corner cube reflectors.
研究成果
The study successfully combines TLS and LT technologies for high-accuracy surface modeling in deformation analysis. Optimal B-spline parameters are determined through hypothesis testing, ensuring the model's consistency with LT measurements. The proposed sampling strategy effectively addresses data gap issues, enhancing the model's reliability. Future work could explore robust parameterization optimization and knot vector studies for even distribution of points and blanks.
研究不足
The study is limited by the data gaps in the point cloud, which can lead to overestimation in the approximation. The control point number should not be too large to avoid singular or badly scaled matrices. Robust methods or denser data are needed for more complex models.
1:Experimental Design and Method Selection:
The study employs B-spline surface approximation for modeling deformation from TLS point cloud data, validated with LT measurements. Hypothesis testing is used to select optimal B-spline parameters.
2:Sample Selection and Data Sources:
Data from a composite masonry structure's deformed surface, measured with TLS and LT at 14 different epochs, is used.
3:List of Experimental Equipment and Materials:
TLS instrument (Z + F 5006 laser scanner) and LT for high-accuracy point measurements.
4:Experimental Procedures and Operational Workflow:
TLS scans the structure's surface to obtain point cloud data; LT measures accurate positions of points attached to the structure. B-spline surface modeling is applied to the TLS data, with parameters optimized based on LT measurements.
5:Data Analysis Methods:
Variance-covariance matrix (VCM) construction considering instrumental and numerical uncertainties, hypothesis testing for parameter optimization, and equal-distance sampling strategy to avoid data gaps.
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