Achieving a comprehensive protection system associated with unpredictability of human behavior, complexity of the cutting task and variety of the environmental working condition, is a task, which presents a considerable challenge. To address such difficulties, this article presents an effective detection algorithm based on the measurement of impedance between the bar of chainsaw and the rear handle, extended by the human body. A multitone signal has been exploited to evaluate the system's response and validate the equivalent electrical model experimentally. To evaluate the transfer function, discrete Fourier transform is performed, and the Fourier coefficients are evaluated by multiplying the acquired signals by two vectors of sine and cosine at four frequencies. As results show, the magnitude of the transfer function carries information about the approaching distance, while phase provides very useful information to distinguish between the proximity to body instead of tree. Finally, the developed algorithm demonstrates a successful human body detection rate of 100% with 4% of false-positive detections.

Active Protection System for Safety Stop Mechanism in Portable Cutting Tools

Esmaili P.;Cavedo F.;Norgia M.
2025-01-01

Abstract

Achieving a comprehensive protection system associated with unpredictability of human behavior, complexity of the cutting task and variety of the environmental working condition, is a task, which presents a considerable challenge. To address such difficulties, this article presents an effective detection algorithm based on the measurement of impedance between the bar of chainsaw and the rear handle, extended by the human body. A multitone signal has been exploited to evaluate the system's response and validate the equivalent electrical model experimentally. To evaluate the transfer function, discrete Fourier transform is performed, and the Fourier coefficients are evaluated by multiplying the acquired signals by two vectors of sine and cosine at four frequencies. As results show, the magnitude of the transfer function carries information about the approaching distance, while phase provides very useful information to distinguish between the proximity to body instead of tree. Finally, the developed algorithm demonstrates a successful human body detection rate of 100% with 4% of false-positive detections.
2025
Protection
Sensors
Bars
Impedance
Electrodes
Capacitance
Cutting tools
Capacitive sensors
Blades
Artificial intelligence
discrete Fourier transform
impedance measurement
mobile protection system
multitone detection
proximity sensing
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1293766
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