title: Jacobian-Based Iterative Method for Magnetic Localization in Robotic Capsule Endoscopy.
abstract: The purpose of this study is to validate a Jacobian-based iterative method for real-time localization of magnetically controlled endoscopic capsules. The proposed approach applies finite-element solutions to the magnetic field problem and least-squares interpolations to obtain closed-form and fast estimates of the magnetic field. By defining a closed-form expression for the Jacobian of the magnetic field relative to changes in the capsule pose, we are able to obtain an iterative localization at a faster computational time when compared with prior works, without suffering from the inaccuracies stemming from dipole assumptions. This new algorithm can be used in conjunction with an absolute localization technique that provides initialization values at a slower refresh rate. The proposed approach was assessed via simulation and experimental trials, adopting a wireless capsule equipped with a permanent magnet, six magnetic field sensors, and an inertial measurement unit. The overall refresh rate, including sensor data acquisition and wireless communication was 7 ms, thus enabling closed-loop control strategies for magnetic manipulation running faster than 100 Hz. The average localization error, expressed in cylindrical coordinates was below 7 mm in both the radial and axial components and 5°in the azimuthal component. The average error for the capsule orientation angles, obtained by fusing gyroscope and inclinometer measurements, was below 5°.
authors.affiliation: STORM Laboratory Department of Mechanical Engineering, Vanderbilt University, Nashville, TN 37235 USA.
authors.forename: Christian
authors.initials: C
authors.lastname: Di Natali
authors.affiliation: STORM Laboratory Department of Mechanical Engineering, Vanderbilt University, Nashville, TN 37235 USA.
authors.forename: Marco
authors.initials: M
authors.lastname: Beccani
authors.affiliation: ARMA Laboratory Department of Mechanical Engineering, Vanderbilt University, Nashville, TN 37235 USA.
authors.forename: Nabil
authors.initials: N
authors.lastname: Simaan
authors.affiliation: STORM Laboratory Department of Mechanical Engineering, Vanderbilt University, Nashville, TN 37235 USA.
authors.forename: Pietro
authors.initials: P
authors.lastname: Valdastri
keywords: Capsule endoscopy; colonoscopy; localization; magnetic manipulation; medical robotics