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PLoS ONE • Vol 20 • No 1
Open Soil Spectral Library (OSSL): Building reproducible soil calibration models through open development and community engagement
January 2025 • José Lucas Safanelli, Tomislav Hengl, Leandro Parente, Robert Minařík, Dellena E. Bloom, Katherine EO Todd-Brown, Asa Gholizadeh, Wanderson de Sousa …
Soil spectroscopy is a widely used method for estimating soil properties that are important to environmental and agricultural monitoring. However, a bottleneck to its more widespread adoption is the need for establishing large reference datasets for training machine learning (ML) models, which are called soil spectral libraries (SSLs). Similarly, the prediction capacity of new samples is also subject to the number and diversity of soil types and conditions represented in the SSLs. To help bridge this gap and enabl…
Calibration
Environmental Science
Computer Science
Remote Sensing
Near-Infrared Spectroscopy
Mathematics
Statistics
Physics
Embedded System
Quantum Mechanics