A Machine Learning Approach for the Autonomous Identification of Hardness in Extraterrestrial Rocks from Digital Images

A Machine Learning Approach for the Autonomous Identification of Hardness in Extraterrestrial Rocks from Digital Images

Understanding rock hardness on extraterrestrial planets offers valuable insights into planetary geological evolution. Rock hardness correlates with morphological parameters, which can be extracted from navigation images, bypassing the time and cost of rock sampling and return. This research proposes...

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Bibliographic Details
Main Authors: Shuyun Liu, Haifeng Zhao, Zihao Yuan, Liping Xiao, Chengcheng Shen, Xue Wan, Xuhai Tang, Lu Zhang
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Aerospace
Subjects:
extraterrestrial exploration
rock hardness
machine learning
image recognition
meta learning
Random Forest
Online Access:https://www.mdpi.com/2226-4310/12/1/26
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