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Published on: April 12, 2016
Adaptive band-pass filter (ABPF) for tremor extraction from inertial sensor data
Lana Z Popović1, Tomislav B Sekara, Mirjana B Popović
1School of Electrical Engineering, University of Belgrade, Bulevar kralja Aleksandra 73, 11000 Belgrade, Serbia. lana.popovic@etf.rs
Functional electrical stimulation (FES) can help cancel pathological tremor. An adaptive band-pass filter (ABPF) accurately estimates tremor from hand movements in real time, offering a simpler and more robust solution for FES systems.
Area of Science:
- Biomedical Engineering
- Neuroscience
- Rehabilitation Technology
Background:
- Pathological tremor significantly impacts daily living activities.
- Functional electrical stimulation (FES) shows promise for tremor cancellation.
- Real-time tremor estimation is crucial for effective FES feedback systems.
Purpose of the Study:
- To present a novel adaptive band-pass filter (ABPF) for real-time tremor estimation.
- To evaluate the performance of the ABPF against established methods.
- To demonstrate the feasibility of using ABPF for FES tremor cancellation.
Main Methods:
- Developed an adaptive band-pass filter (ABPF) for zero-phase lag tremor estimation.
- Utilized inertial sensor data for tremor analysis.
- Compared ABPF performance with the weighted-frequency Fourier linear combiner (WFLC) using synthetic and patient data.
Main Results:
- The ABPF demonstrated comparable performance to the WFLC in tremor extraction.
- ABPF showed faster adaptation capabilities.
- The proposed filter exhibited higher accuracy and robustness in tremor estimation.
Conclusions:
- The adaptive band-pass filter (ABPF) is a simple, implementable, and effective tool for real-time tremor estimation.
- ABPF shows potential for enhancing functional electrical stimulation (FES) systems for tremor management.
- This method offers a promising approach for improving the quality of life for individuals with pathological tremor.
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