Complementary Model Update: A Method for Simultaneous Registration and Stiffness Mapping in Flexible Environments - Robotics Institute Carnegie Mellon University

Complementary Model Update: A Method for Simultaneous Registration and Stiffness Mapping in Flexible Environments

Arun Srivatsan Rangaprasad, Elif Ayvali, Long Wang, Rajarshi Roy, Nabil Simaan, and Howie Choset
Conference Paper, Proceedings of (ICRA) International Conference on Robotics and Automation, pp. 924 - 930, May, 2016

Abstract

Registering a surgical tool to an a priori model of the environment is an important first step in computer-aided surgery. In this paper we present an approach for simultaneous registration and stiffness mapping using blind exploration of flexible environments. During contact-based exploration of flexible environments, the physical interaction with the environment can induce local deformation, leading to erroneous registration if not accounted for. To overcome this issue, a new registration method called complementary model update (CMU), is introduced. By incorporating measurements of the contact force, and contact location, we minimize a unique objective function to cancel out the effect of local deformation. We are thus able to acquire the necessary registration parameters using both geometry and stiffness information. The proposed CMU method is evaluated in simulation and then experimentally on silicone models and an ex vivo organ.

BibTeX

@conference{Rangaprasad-2016-5529,
author = {Arun Srivatsan Rangaprasad and Elif Ayvali and Long Wang and Rajarshi Roy and Nabil Simaan and Howie Choset},
title = {Complementary Model Update: A Method for Simultaneous Registration and Stiffness Mapping in Flexible Environments},
booktitle = {Proceedings of (ICRA) International Conference on Robotics and Automation},
year = {2016},
month = {May},
pages = {924 - 930},
}