Author

Xiaodi Zhao

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Review Open access Sep 2026

A deployment-oriented quality-control framework for integrating UAV LiDAR and field inventory in precision forestry

Reliable integration of UAV-LiDAR and field inventory is essential for operational forest monitoring, but heterogeneous data quality can destabilize plot-level predictions. Conventional quality-control procedures generally focus on filtering individual records or applying fixed pass–fail rules, providing limited suppor...

Xiang-Fei Lu, Zi-Yang Liu, Zhe-Yuan Wu et al. · Frontiers in Plant Science · 0 citations

Review Open access Aug 2026

Bridging Individual-Tree and Stand-Scale Aboveground Biomass Estimation for Chinese Fir Using LiDAR and Machine Learning

The accurate estimation of forest aboveground biomass (AGB) typically relies on extensive field surveys, which are highly time-consuming and cost-prohibitive. While unmanned aerial vehicle (UAV) Light Detection and Ranging (LiDAR) provides ultra-high point densities capable of reliable individual-tree analysis, its lim...

Yuanqing Zheng, Yinyin Zhao, Xiao-Di Zhao et al. · Remote Sensing · 0 citations