Machine Learning-Based Material Classification on Spectral Data for a New Multispectral LiDAR Design

William T. Collins,A. Adams,Richard Martin,Trevor L. Courtney,D. Leaird,Alexander Noble,Daniel Carvalho,Jarrod W. Brown,Darrell Card,Christian Keyser

Published 2025 in 2025 IEEE Research and Applications of Photonics in Defense Conference (RAPID)

ABSTRACT

This study presents a machine learning framework for material classification using multispectral LiDAR reflectivity data. The classification results support the prototyping of a Raman-source multispectral LiDAR operating within high atmospheric transmission windows, enabling real-time range and spectral measurements to enhance material differentiation and object classification.

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