2013 World Haptics Conference (WHC) 2013
DOI: 10.1109/whc.2013.6548395
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A predictive model for haptic assistance in robot assisted trocar insertion

Abstract: In this work we propose a new Prediction from Expert Demonstration (PED) methodology to provide haptic assistance in robot assisted trocar surgery. Data was collected from expert (clinician) demonstrations for the procedure of trocar insertion. We encode a set of force, torque and penetration trajectories by using a Gaussian Mixture Model (GMM). A generalization of these profiles and associated parameters are retrieved by Gaussian Mixture Regression (GMR). A haptic assistance mode was devised to help novices p… Show more

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Cited by 6 publications
(4 citation statements)
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References 21 publications
(28 reference statements)
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“…The systems employed various operation control strategies by introducing flexible software to perform surgical tasks under HRC. In [31], a prediction from expert demonstration (PED) method with haptic feedback was proposed for the trocar insertion task. By encoding the force, position, and trajectory information from the observations with the GMM method, a GMR algorithm was used to generate the task model based on PED.…”
Section: Applicationsmentioning
confidence: 99%
“…The systems employed various operation control strategies by introducing flexible software to perform surgical tasks under HRC. In [31], a prediction from expert demonstration (PED) method with haptic feedback was proposed for the trocar insertion task. By encoding the force, position, and trajectory information from the observations with the GMM method, a GMR algorithm was used to generate the task model based on PED.…”
Section: Applicationsmentioning
confidence: 99%
“…Operators can do insertion simulation on the platform. And a master-slave assisted robot [10], [11] have been developed by Ashiwad Chowriappa.…”
Section: Introductionmentioning
confidence: 99%
“…To get the visual feedback to remind operators of forcing and stopping the trocar accurately, some operators put the endoscopy into the trocar to create an optical trocar [4][5] as it is shown in Fig 1. To make operators master the key-skill of the trocar insertion procedure, researchers have developed a VR training system for trocar insertion [6][7]. On the other hand, master-slave assisted-robots for perfecting the operation of surgeons have been developed by Ashiwad Chowriappa [8]. However, researches mentioned above did not analyse the force characteristics when trocar inserts abdomen.…”
Section: Introductionmentioning
confidence: 99%