1. Instrument Interactions as Source of Information in Robot-Assisted Surgery.
- Author
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Sühn, Thomas, Spiller, Moritz, Esmaeili, Nazila, Costa, Maximilian, Lohmann, Christoph, Friebe, Michael, Illanes, Alfredo, and Boese, Axel
- Subjects
ACOUSTICS ,K-nearest neighbor classification ,SEMANTICS ,TISSUES ,MEDICAL personnel - Abstract
The interaction between the surgical instrument and tissue is a yet little-exploited source of information. Vibroacoustic signals resulting from an interaction can be analyzed to extract relevant information related to the tissue. This work presents a summary of feasibility studies with synthetic-, animal-, and ex-vivo tissue specimen. A standard palpation probe is equipped with a vibration measurement system. A manual and robot-assisted setup is used for data acquisition. Simple features derived from the signals are used in a subsequent classification step using kNN and SVM. The obtained results show the capability to differentiate various tissues, such as subchondral bone with an accuracy of 98.44%. This demonstrates the potential of the approach to provide tissue related information based on instrument interactions. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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