| Literature DB >> 33746627 |
Nordine Sebkhi1, Arpan Bhavsar1, David V Anderson1, Jun Wang2, Omer T Inan1.
Abstract
Permanent magnet localization (PML) is designed for applications requiring non-line-of-sight motion tracking with millimetric accuracy. Current PML-based tongue tracking is not only impractical for daily use due to many sensors being placed around the mouth, but also requires a large training set of tracer motion. Our method was designed to overcome these shortcomings by generating a local magnetic field and removing the need for the localization to be trained with tracer rotations. An inertial measurement unit (IMU) is used as a tracer that moves in a local magnetic field generated by a magnet strip. The magnetic strength can be optimized to enable the strip to be placed further away from the tracer, thus hidden from view. The tracer is small (6×6×0.8 mm3) to reduce hindrance to natural tongue movements, and the strip is designed to be worn as a neckband. The IMU's magnetometer measures the local magnetic field which is compensated for the tracer's orientation by using the IMU's accelerometer and gyroscope. The orientation-compensated magnetic measurements are then fed into a localization algorithm that estimates the tracer's 3D position. The objective of this study is to evaluate the tracking accuracy of our method. In a 8×8×5 cm3 volume, positional errors of 1.6 mm (median) and 2.4 mm (third quartile, Q3) were achieved on a tracer being rotated ±50° along both pitch and roll. These results indicate this technology is promising for tongue tracking applications.Entities:
Keywords: inertial measurement unit; magnet; magnetic localization; motion tracking; neural network; orientation estimation; permanent magnet localization; tongue tracking
Year: 2020 PMID: 33746627 PMCID: PMC7978385 DOI: 10.1109/jsen.2020.3046469
Source DB: PubMed Journal: IEEE Sens J ISSN: 1530-437X Impact factor: 3.301