Cognitive Supervision for Robot-Assisted Minimally Invasive Laser Surgery

This thesis lays the groundwork for the automatic supervision of the laser incision process, which aims to complement surgeons’ perception of the state of tissues and enhance their control over laser incisions. The research problem is formulated as the estimation of variables that are representative of the state of tissues during laser cutting. Prior research in this area leveraged numerical computation methods that bear a high computational cost and are not straightforward to use in a surgical setting. This book proposes a novel solution to this problem, using models inspired by the ability of experienced surgeons to perform precise and clean laser cutting. It shows that these new models, which were extracted from experimental data using statistical learning techniques, are straightforward to use in a surgical setup, allowing greater precision in laser-based surgical procedures.

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Cognitive Supervision for Robot-Assisted Minimally Invasive Laser Surgery

This thesis lays the groundwork for the automatic supervision of the laser incision process, which aims to complement surgeons’ perception of the state of tissues and enhance their control over laser incisions. The research problem is formulated as the estimation of variables that are representative of the state of tissues during laser cutting. Prior research in this area leveraged numerical computation methods that bear a high computational cost and are not straightforward to use in a surgical setting. This book proposes a novel solution to this problem, using models inspired by the ability of experienced surgeons to perform precise and clean laser cutting. It shows that these new models, which were extracted from experimental data using statistical learning techniques, are straightforward to use in a surgical setup, allowing greater precision in laser-based surgical procedures.

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Cognitive Supervision for Robot-Assisted Minimally Invasive Laser Surgery

Cognitive Supervision for Robot-Assisted Minimally Invasive Laser Surgery

by Loris Fichera
Cognitive Supervision for Robot-Assisted Minimally Invasive Laser Surgery

Cognitive Supervision for Robot-Assisted Minimally Invasive Laser Surgery

by Loris Fichera

eBook1st ed. 2016 (1st ed. 2016)

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Overview

This thesis lays the groundwork for the automatic supervision of the laser incision process, which aims to complement surgeons’ perception of the state of tissues and enhance their control over laser incisions. The research problem is formulated as the estimation of variables that are representative of the state of tissues during laser cutting. Prior research in this area leveraged numerical computation methods that bear a high computational cost and are not straightforward to use in a surgical setting. This book proposes a novel solution to this problem, using models inspired by the ability of experienced surgeons to perform precise and clean laser cutting. It shows that these new models, which were extracted from experimental data using statistical learning techniques, are straightforward to use in a surgical setup, allowing greater precision in laser-based surgical procedures.


Product Details

ISBN-13: 9783319303307
Publisher: Springer-Verlag New York, LLC
Publication date: 04/04/2016
Series: Springer Theses
Sold by: Barnes & Noble
Format: eBook
Pages: 99
File size: 3 MB

Table of Contents

Introduction.- Background: Laser Technology and Applications to Clinical Surgery.- Cognitive Supervision for Transoral Laser Microsurgery .- Learning the Temperature Dynamics During Thermal Laser Ablation.- Modeling the Laser Ablation Process.- Realization of a Cognitive Supervisory System for Laser Microsurgery.- Conclusions and Future Research Directions.

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