Report of Algorithm in FOG Detection and Prediction

This brief report is to research the feasibility of algorithms in prediction and detection in the freezing gait of <b>Parkinson's Disease (PD)</b>. Furthermore, this report provides technological proof for the potential integration with a soft pneumatic exoskeleton. This report is based on the public dataset Daphnet FOG. This report examined two ways to achieve the goal: one is the mathematical calculation based on the original work by Bächlin et al., and the <b>second is the use of the LSTM model to predict the FOG.</b>

Publication Details

Journal
Figshare
Published
2025-08-04
DOI
https://doi.org/10.6084/m9.figshare.29819165
Primary Topic
Parkinson's Disease and Spinal Disorders
Type
article
Field-Weighted Citation Impact
0.00
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Report of Algorithm in FOG Detection and Prediction

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Parkinson's Disease and Spinal Disorders
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Report of Algorithm in FOG Detection and Prediction

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Abstract

This brief report is to research the feasibility of algorithms in prediction and detection in the freezing gait of <b>Parkinson's Disease (PD)</b>. Furthermore, this report provides technological proof for the potential integration with a soft pneumatic exoskeleton. This report is based on the public dataset Daphnet FOG. This report examined two ways to achieve the goal: one is the mathematical calculation based on the original work by Bächlin et al., and the <b>second is the use of the LSTM model to predict the FOG.</b>

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Openalex Percentile: Top 40%
Parkinson's Disease and Spinal Disorders
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