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Applied Bionics and Biomechanics
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Special Issues
Applied Bionics and Biomechanics
/
2023
/
Article
/
Tab 5
/
Research Article
Surrounding Object Material Detection and Identification Method for Robots Based on Ultrasonic Echo Signals
Table 5
Comparison table between the method in this paper and the methods in the existing literature.
Reference
Method
Accuracy (%)
Present study
SVM
97.3
KNN
91.9
Decision tree
94.6
Bystrov et al. [
19
,
20
]
KNN
94.3
K-means
91
González et al. [
21
]
Peniel
100