A number of algorithms have been developed to extract heart rate from physiological motion data using Doppler radar system. Yet, it is very challenging to eliminate noise associated with surroundings, especially with a single-channel Doppler radar system. However, single-channel Doppler radars provide the advantage of operating at lower power. Additionally, heart rate extraction using single-channel Doppler radar has remained somewhat unexplored. This has motivated the development of effective signal processing algorithms for signals received from single-channel Doppler radars. Three algorithms have been studied for estimating heart rate. The first algorithm is based on applying FFT on an FIR filtered signal. In the second algorithm, autocorrelation was performed on the filtered data. Thirdly, a peak finding algorithm was used in conjunction with a moving average preceded by a clipper to determine the heart rate. The results obtained were compared with heart rate readings from a pulse oximeter. With a mean difference of 2.6 bpm, the heart rate from Doppler radar matched that from the pulse oximeter most frequently when the peak finding algorithm was used. The results obtained using autocorrelation and peak finding algorithm (with standard deviations of 2.6 bpm and 4.0 bpm) suggest that a single channel Doppler radar system can be a viable alternative to contact heart rate monitors in patients for whom contact measurements are not feasible.
more »
« less
A Multi-Arc Method for Improving Doppler RadarMotion Measurement Accuracy
In this paper a phase shifter based multi-arc circle fitting method was proposed to improve accuracy of Doppler radar remote motion sensing. Experiments were conducted to validate the approach by measuring displacement of 3 mm using 2.4 GHz quadrature continuous wave (CW) Doppler radar. It was demonstrated that mean error drops from 4.529% to 1.073% when multiple shifting arcs are utilized to enhance detection accuracy. A greater improvement in accuracy is observed when more arcs are applied.
more »
« less
- Award ID(s):
- 1660253
- PAR ID:
- 10129119
- Date Published:
- Journal Name:
- 2018 IEEE/MTT-S International Microwave Symposium - IMS
- Page Range / eLocation ID:
- 244 to 247
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
More Like this
-
-
null (Ed.)While Doppler radar measurement of respiration has shown promise for various healthcare applications, simultaneous sensing of respiration for multiple subjects in the radar field of view remains a significant challenge as reflections from the subjects are received as an interference pattern. Prior research has demonstrated the basic feasibility of using phase comparison with a 24-GHz Monopulse radar for isolation of one subject when another subject was in view, by estimating each subject's angular location with 88% accuracy. The integration of the high-resolution Multiple Signal Classification (MUSIC) algorithm with a phase-comparison technique is proposed to achieve robust accuracy for practical multi-subject respiration monitoring. Experimental results for this work demonstrate that the MUSIC pseudo-spectrum can separate two subjects 1.5 meters apart from each other at a distance of 3 meters from the sensor, using the same antenna array elements, spacing, and experimental scenarios previously reported for phase comparison Monopulse alone. Experimental results demonstrate that the MUSIC algorithm outperforms the phase-comparison technique with an azimuth angular position estimation accuracy over 95%. Higher accuracy indicates the system has improved robustness concerning noise and interference.more » « less
-
null (Ed.)Portable, low-cost, microwave radars have attracted researchers’ attention for being an alternative noncontact solution for structural condition monitoring. In addition, by leveraging their capability of providing the target velocity information, the radar-based remote monitoring of complex rotating structures can also be accomplished. Modern radar systems are compact, able to be easily integrated in sensor networks, and can deliver high accuracy measurements. This paper reviews the recent technical advances in low-cost Doppler radar systems for phase-demodulated displacement measurements and time-Doppler analysis for structural health information, including digital signal processing and emerging applications related to radar sensor networks.more » « less
-
The Doppler radar located in Cayey, Puerto Rico is a critical tool in early weather forecasting. During Hurricane Maria in September 2017, the radar was destroyed as the result of the strong winds. An X-band radar was used as a temporary solution. X-band radar have limited range in comparison with Doppler radars. On June 2018, a new Doppler radar was built and forecasting services were fully restored. This paper uses a five-dimensional project management model (5DPM) and complexity maps to identify and manage the sources of complexity in restoring the radar's functionality and maintaining capacity. When looking at the radar individually, it can be concluded that the radar is fully restored. However, rebuilding the radar is different than providing a resilient and sustainable capacity. In order to ensure that the radar remains functional during and after an adverse natural event, ensuring that the radar suffers no damage is not enough. One has to expand the project́s footprint and use a whole systems approach to look at the project within the framework of supporting critical infrastructure, thus increasing the project́s complexity. For example, the radar has a power generator to supply energy in case of an electrical power failure. During a prolonged power failure, the radar may run out of fuel. If the roads and bridges are damaged, access to the site may be blocked, which compromises the radar's functionality. Based on the complexity analysis, it can be concluded that while the reconstruction of the Doppler radar to restore its functionality has finished, ensuring that it maintains capability to adequately warn Puerto Rico residents of weather events during and after a natural disaster still needs to be addressed. Hurricane Maria increased awareness regarding Puerto Rico's critical infrastructure vulnerabilities. The lessons learned from the natural disaster can be used to develop and implement a whole systems approach to design and build resilient and sustainable infrastructure. This paper contributes to the body of knowledge by demonstrating the concept of applying 5DPM to both individual projects and integrated systems. It moves restoration of services from a project specific basis to capacity maintenance mode, which looks at whole systems approach thus expanding the complexity footprint. This global focus ensures that critical infrastructure is resilient and sustainable.more » « less
-
In this study, a polarimetric radar forward model operator was developed for the Weather Research and Forecasting (WRF) model that was based on a scattering algorithm using the T-matrix methodology. Three microphysics schemes—Thompson, Morrison 2-moment, and Milbrandt-Yau 2-moment—were supported in the operator. This radar forward operator used the microphysics, thermodynamic, and wind fields from WRF model forecasts to compute horizontal reflectivity, radial velocity, and polarimetric variables including differential reflectivity (ZDR) and specific differential phase (KDP) for S-band radar. A case study with severe convective storms was used to examine the accuracy of the radar operator. Output from the radar operator was compared to real radar observations from the Weather Surveillance Radar–1988 Doppler (WSR-88D) radar. The results showed that the radar forward operator generated realistic polarimetric signatures. The distribution of polarimetric variables agreed well with the hydrometer properties produced by different microphysics schemes. Similar to the observed polarimetric signatures, radar operator output showed ZDR and KDP columns from low-to-mid troposphere, reflecting the large amount of rain within strong updrafts. The Thompson scheme produced a better simulation for the hail storm with a ZDR hole to indicate the existence of graupel in the low troposphere.more » « less
An official website of the United States government

