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Published on: March 13, 2017
Exploiting Ultra-Wideband Channel Impulse Responses for Device-Free Localization
Marco Cimdins1, Sven Ole Schmidt1, Peter Bartmann1
1Department of Electrical Engineering and Computer Science, Technische Hochschule Lübeck, Mönkhofer Weg 239, 23562 Lübeck, Germany.
Radio tomographic imaging (RTI) and multi-static radar (MSR) improve device-free localization (DFL) using ultra-wideband signals. Multipath-assisted RTI enhances accuracy and reduces sensor needs, outperforming MSR and achieving precise location tracking.
Area of Science:
- Wireless communication
- Localization technologies
- Signal processing
Background:
- Device-free localization (DFL) relies on RF sensors, with accuracy and cost influenced by sensor count.
- Radio tomographic imaging (RTI) and multi-static radar (MSR) are key DFL approaches.
- Basic RTI requires numerous sensors for accuracy, increasing costs.
Purpose of the Study:
- To investigate how multipath propagation enhances RTI performance in DFL.
- To evaluate the effectiveness of ultra-wideband (UWB) signals in mitigating multipath effects.
- To compare the localization accuracy of RTI, multipath-assisted (MA)-RTI, MSR, and a combined approach.
Main Methods:
- Utilized ultra-wideband (UWB) channel impulse response (CIR) measurements.
- Modeled multipath effects to improve RTI accuracy and reduce sensor requirements.
- Implemented and compared RTI, MA-RTI, MSR, and a combined approach using a Decawave DW1000 UWB chip.
Main Results:
- Multipath analysis improves RTI performance.
- MA-RTI demonstrates superior accuracy over MSR, with localization errors better than 0.82 m in 50% of cases.
- The combined approach achieved the best localization accuracy, with errors better than 0.64 m in 50% of cases.
Conclusions:
- Exploiting multipath propagation significantly enhances RTI-based DFL systems.
- MA-RTI offers a more accurate and potentially cost-effective DFL solution compared to MSR.
- Combined approaches yield the highest localization precision, paving the way for advanced DFL applications.
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