Sensors · 2011 · 116 citations · 24 references
EngineeringMechatronics EngineeringRobotics EngineeringBiomedical Signal ProcessingMedical RoboticsRoboticsMotion CaptureMotion SensorsSpatiotemporal Time-frequency AnalysisTremor Filtering
Accurate filtering of physiological tremor is extremely important in robotics assisted surgical instruments and procedures. This paper focuses on developing single stage robust algorithms for accurate tremor filtering with accelerometers for real-time applications. Existing methods rely on estimating the tremor under the assumption that it has a single dominant frequency. Our time-frequency analysis on physiological tremor data revealed that tremor contains multiple dominant frequencies over the entire duration rather than a single dominant frequency. In this paper, the existing methods for tremor filtering are reviewed and two improved algorithms are presented. A comparative study is conducted on all the estimation methods with tremor data from microsurgeons and novice subjects under different conditions. Our results showed that the new improved algorithms performed better than the existing algorithms for tremor estimation. A procedure to separate the intended motion/drift from the tremor component is formulated.
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New Results in Linear Filtering and Prediction Theory
R. E. Kalman, R. S. Bucy · Journal of Basic Engineering · 1961 · 6.3K citations
Brian D. O. Anderson, J.B. Moore, Mansour Eslami · IEEE Transactions on Systems Man and Cybernetics · 1982 · 3.2K citations
A state-space approach to adaptive RLS filtering
Ali H. Sayed, T. Kailath · IEEE Signal Processing Magazine · 1994 · 447 citations · Full text
Design and Validation of a Rehabilitation Robotic Exoskeleton for Tremor Assessment and Suppression
Eduardo Rocón, Juan Manuel Belda Lois, Andrés F. Ruíz-Olaya et al. · IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2007 · 347 citations
Medicine, Mechatronics Engineering, Rehabilitation Medicine +17