AI Article Synopsis

  • Essential tremor (ET) is a neurological disorder causing involuntary shaking, primarily in the hands and fingers.
  • The paper discusses a method to monitor ET using small wireless devices that capture finger-to-nose test measurements, analyzing amplitude and phase signals to detect tremors.
  • A support vector machine algorithm is employed to classify tremor and non-tremor data with over 90% accuracy by transforming and calibrating the signal data effectively.

Article Abstract

Essential tremor (ET) is a neurological disorder characterized by rhythmic, involuntary shaking of a part or parts of the body. The most common tremor is seen in the hands/arms and fingers. This paper presents an evaluation of ETs monitoring based on finger-to-nose test measurement as captured by small wireless devices working in shortwave or [Formula: see text]-band frequency range. The acquired signals in terms of amplitude and phase information are used to detect a tremor in the hands. Linearly transforming raw phase data acquired in the [Formula: see text]-band were carried out for calibrating the phase information and to improve accuracy. The data samples are used for classification using support vector machine algorithm. This model is used to differentiate the tremor and nontremor data efficiently based on secondary features that characterize ET. The accuracy of our measurements maintains linearity, and more than 90% accuracy rate is achieved between the feature set and data samples.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808945PMC
http://dx.doi.org/10.1109/JTEHM.2017.2789298DOI Listing

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