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CIR-Based Device-Free People Counting via UWB Signals
Mauro De Sanctis1, Aleandro Conte1, Tommaso Rossi1
1Department of Electronics Engineering, University of Rome "Tor Vergata", 00133 Roma, Italy.
Sensors (Basel, Switzerland)
|June 2, 2021
Summary
This study introduces a new radio frequency sensing system using ultra-wideband transceivers for automatic people counting. The technology aids in monitoring crowd density to ensure social distancing compliance.
Area of Science:
- Engineering
- Computer Science
- Public Health
Background:
- COVID-19 pandemic necessitated strict social distancing measures globally.
- Maintaining social distancing in public areas is challenging.
- Automatic crowd density estimation offers a technological solution to monitor and enforce social distancing.
Purpose of the Study:
- To propose a novel, low-complexity radio frequency (RF) sensing system for automatic people counting.
- To leverage ultra-wideband (UWB) transceivers for crowd density monitoring.
- To develop a system that supports social distancing enforcement.
Main Methods:
- Utilized a low-cost UWB transceiver system.
- Developed an ordinary classifier leveraging features from Channel Impulse Response (CIR).
- Extracted features from singular value decomposition of CIR vector differences.
Main Results:
- The proposed system demonstrated effectiveness in automatic people counting.
- Experimental results were validated in two distinct environments.
- The system shows promise for real-world crowd density monitoring applications.
Conclusions:
- The novel RF sensing system is a viable solution for automatic people counting.
- The system contributes to technological solutions for enforcing social distancing.
- This approach offers a promising direction for future crowd density monitoring systems.
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