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Indoor tracking of multiple persons with a 77 GHz MIMO FMCW radar
- Source :
- 2017 EUROPEAN RADAR CONFERENCE (EURAD)
- Publication Year :
- 2017
-
Abstract
- In this paper, we tackle the task of multi-target tracking of humans in an indoor setting using a low power 77 GHz MIMO CMOS radar. A drawback of such a highresolution and low-power device is the higher sensitivity to noise, which makes the analysis of signals more challenging. Therefore, a pipeline is proposed to address both pre-processing of the radar signal and multi-target tracking. In the pre-processing phase, we focus on handling the low Signal-to-Noise Ratio (SNR) and eliminating so-called ghost targets. The tracking method we propose is based on Markov Chain Monte Carlo Data Association (MCMCDA), thus taking a combinatorial approach towards the task of tracking. The pipeline is tested on a number of real-world scenarios and shows promising results, overcoming the significant amount of noise associated with embedded radar devices.
- Subjects :
- 0209 industrial biotechnology
Computer science
Pipeline (computing)
Real-time computing
MIMO
0211 other engineering and technologies
Markov chain Monte Carlo
02 engineering and technology
Tracking (particle physics)
law.invention
Continuous-wave radar
symbols.namesake
Noise
020901 industrial engineering & automation
law
symbols
IBCN
Sensitivity (control systems)
Radar
021101 geological & geomatics engineering
Subjects
Details
- Language :
- English
- ISBN :
- 978-2-87487-049-1
- ISBNs :
- 9782874870491
- Database :
- OpenAIRE
- Journal :
- 2017 EUROPEAN RADAR CONFERENCE (EURAD)
- Accession number :
- edsair.doi.dedup.....797c298882a26de241fbad510b79e970