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  4. Feedback on tool-tissue interactions with optical coherence tomography and deep learning
 
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Feedback on tool-tissue interactions with optical coherence tomography and deep learning

Citation Link: https://doi.org/10.15480/882.16712
Publikationstyp
Doctoral Thesis
Date Issued
2026
Sprache
English
Author(s)
Mieling, Till Robin  
Advisor
Schlaefer, Alexander  
Referee
Hüttmann, Gereon  
Title Granting Institution
Technische Universität Hamburg
Place of Title Granting Institution
Hamburg
Examination Date
2026-02-10
Institute
Medizintechnische und Intelligente Systeme E-1  
TORE-DOI
10.15480/882.16712
TORE-URI
https://hdl.handle.net/11420/61543
Citation
Technische Universität Hamburg (2026)
This thesis investigates the use of optical coherence tomography (OCT) for sensing tool-tissue interactions in robotic interventions. It explores the integration of miniaturized OCT with collaborative robotic systems to enable real-time, localized feedback at the needle tip. Additionally, it examines the application of deep learning adapted to spatio-temporal OCT data to enhance sensing accuracy and robustness. The results demonstrate the potential of OCT-based feedback for advancing intelligent surgical systems.
Subjects
Optical Coherence Tomography
Deep Learning
Robotics
Tool-Tissue Interactions
Miniaturized Sensors
DDC Class
610: Medicine, Health
629.892: Robot
006.31: Machine Learning
Lizenz
https://creativecommons.org/licenses/by/4.0/
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