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

A scale-consistent framework that integrates UAV-LiDAR, three-dimensional simulation, multisource remote sensing, and machine learning for Chinese fir (Cunninghamia lanceolata) plantation AGB estimation is developed, highlighting its potential for scalable and reliable forest biomass estimation in data-limited subtropi...

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