General model for estimating range variances of terrestrial laser scanners based on (un-)scaled intensity values
Omar AbdelGafar, Selin Palaz, Yihui Yang, Christoph Holst

TL;DR
This paper develops a methodology to accurately estimate the range variances of terrestrial laser scanners by analyzing raw and scaled intensity data, enhancing the stochastic modeling of measurement uncertainties in geodetic applications.
Contribution
It introduces a new approach for measuring and estimating TLS range variances using intensity values, improving the construction of variance-covariance matrices for better uncertainty modeling.
Findings
Effective estimation of range variances from intensity data
Validation on water dam surface data
Enhanced stochastic model for TLS measurements
Abstract
Recent advancements in technology have established terrestrial laser scanners (TLS) as a powerful instrument in geodetic deformation analysis. As TLS becomes increasingly integrated into this field, it is essential to develop a comprehensive stochastic model that accurately captures the measurement uncertainties. A key component of this model is the construction of a complete and valid variance-covariance matrix (VCM) for TLS polar measurements, which requires the estimation of variances for range, vertical, and horizontal angles, as well as their correlations. While angular variances can be obtained from manufacturer specifications, the range variance varies with different intensity measurements. As a primary contribution, this study presents an effective methodology for measuring and estimating TLS range variances using both raw and scaled intensity values. A two-dimensional scanning…
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