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1.
Sci Rep ; 13(1): 16701, 2023 Oct 04.
Article in English | MEDLINE | ID: mdl-37794080

ABSTRACT

The contextual non-invasive monitoring and tracking of multiple human targets for health and surveillance purposes is an increasingly investigated application. Radars are good candidates, since they are able to remotely monitor people without raising privacy concerns. However, radar systems are typically based on complex architectures involving multiple channels and antennas, such as multiple-input and multiple-output (MIMO) or electronic beam scanning, resulting also in a high power consumption. In contrast with existing technologies, this paper proposes a single-input and single-output (SISO) frequency-modulated continuous wave (FMCW) radar in combination with frequency scanning antennas for tracking multiple subjects in indoor environments. A data processing method is also presented for angular separation and clutter removal. The system was successfully tested in five realistic indoor scenarios involving paired subjects, which were either static or moving along predefined paths varying their range and angular position. In all scenarios, the radar was able to track the targets, reporting a maximum mean absolute error (MAE) of 20 cm and 5.64[Formula: see text] in range and angle, respectively. Practical applications arise for ambient assisted living, telemedicine, smart building applications and surveillance.

2.
Sensors (Basel) ; 22(24)2022 Dec 10.
Article in English | MEDLINE | ID: mdl-36560066

ABSTRACT

Frequency-modulated continuous wave (FMCW) radars are currently being investigated for remote vital signs monitoring (measure of respiration and heart rates) as an innovative wireless solution for healthcare and ambient assisted living. However, static reflectors (furniture, objects, stationary body parts, etc.) within the range or range angular bin where the subject is present contribute in the Doppler signal to a direct current (DC) offset. The latter is added to the person's information, containing also a useful DC component, causing signal distortion and hence reducing the accuracy in measuring the vital sign parameters. Removing the sole contribution of the unwanted DC offset is fundamental to perform proper phase demodulation, so that accurate vital signs monitoring can be achieved. In this work, we analyzed different DC offset calibration methods to determine which one achieves the highest accuracy in measuring the physiological parameters as the transmitting frequency varies. More precisely, by using two FMCW radars, operating below 10 GHz and at millimeter wave (mmWave), we applied four DC offset calibration methods to the baseband radar signals originated by the cardiopulmonary activities. We experimentally determined the accuracy of the methods by measuring the respiration and the heart rates of different subjects in an office setting. It was found that the linear demodulation outperforms the other methods if operating below 10 GHz while the geometric fitting provides the best results at mmWave.


Subject(s)
Radar , Signal Processing, Computer-Assisted , Humans , Monitoring, Physiologic/methods , Vital Signs , Respiration , Heart Rate/physiology , Algorithms
3.
Sensors (Basel) ; 22(24)2022 Dec 15.
Article in English | MEDLINE | ID: mdl-36560268

ABSTRACT

Unmanned ground vehicles (UGVs) find extensive use in various applications, including that within industrial environments. Efforts have been made to develop cheap, portable, and light-ranging/positioning systems to accurately locate their absolute/relative position and to automatically avoid potential obstacles and/or collisions with other drones. To this aim, a promising solution is the use of ultrasonic systems, which can be set up on UGVs and can potentially output a precise reconstruction of the drone's surroundings. In this framework, a so-called frequency-modulated continuous wave (FMCW) scheme is widely employed as a distance estimator. However, this technique suffers from low repeatability and accuracy at ranges of less than 50 mm when used in combination with low-resource hardware and commercial narrowband transducers, which is a distance range of the utmost importance to avoid potential collisions and/or imaging UGV surroundings. We hereby propose a modified FMCW-based scheme using an ad hoc time-shift of the reference signal. This was shown to improve performance at ranges below 50 mm while leaving the signal unaltered at greater distances. The capabilities of the modified FMCW were evaluated numerically and experimentally. A dramatic enhancement in performance was found for the proposed FMCW with respect to its standard counterpart, which is very close to that of the correlation approach. This work paves the way for the future use of FMCWs in applications requiring high precision.

4.
Sci Rep ; 12(1): 7651, 2022 05 10.
Article in English | MEDLINE | ID: mdl-35538128

ABSTRACT

In light of the continuously and rapidly growing senior and geriatric population, the research of new technologies enabling long-term remote patient monitoring plays an important role. For this purpose, we propose a single-input-multiple-output (SIMO) frequency-modulated continuous wave (FMCW) radar system and a signal processing technique to automatically detect the number and the 2-D position (azimuth and range information) of stationary people (seated/lying down). This is achieved by extracting the vital signs signatures of each single individual, separating the Doppler shifts caused by the cardiopulmonary activities from the unwanted reflected signals from static reflectors and multipaths. We then determine the number of human subjects present in the monitored environment by counting the number of extracted vital signs signatures while the 2-D localization is performed by measuring the distance from the radar where the vital signs information is sensed (i.e., locating the thoracic region). We reported maximum mean absolute errors (MAEs) of 0.1 m and 2.29[Formula: see text] and maximum root-mean-square errors (RMSEs) of 0.12 m and 3.04[Formula: see text] in measuring respectively the ranges and azimuth angles. The experimental validation demonstrated the ability of the proposed approach in monitoring paired human subjects in a typical office environment.


Subject(s)
Algorithms , Radar , Aged , Heart Rate , Humans , Monitoring, Physiologic/methods , Signal Processing, Computer-Assisted , Vital Signs
5.
IEEE Trans Biomed Eng ; 68(11): 3228-3240, 2021 11.
Article in English | MEDLINE | ID: mdl-33729919

ABSTRACT

OBJECTIVE: Over the last two decades, radar-based contactless monitoring of vital signs (heartbeat and respiration rate) has raised increasing interest as an emerging and added value to health care. However, until now, the flaws caused by indoor multipath propagation formed a fundamental hurdle for the adoption of such technology in practical healthcare applications where reliability and robustness are crucial. Multipath reflections, originated from one person, combine with the direct signals and multipaths of other people and stationary objects, thus jeopardizing individual vital signs extraction and localization. This work focuses on tackling indoor multipath propagation. METHODS: We describe a methodology, based on accurate models of the indoor multipaths and of the radar signals, that enables separating the undesired multipaths from desired signals of multiple individuals, removing a key obstacle to real-world contactless vital signs monitoring and localization. RESULTS: We also demonstrated it by accurately measure individual heart rates, respiration rates, and absolute distances (range information) of paired volunteers in a challenging real-world office setting. CONCLUSION: The approach, validated using a frequency-modulated continuous wave (FMCW) radar, was shown to function in an indoor environment where radar signals are severely affected by multipath reflections. SIGNIFICANCE: Practical applications arise for health care, assisted living, geriatric and quarantine medicine, rescue and security purposes.


Subject(s)
Monitoring, Physiologic , Radar , Signal Processing, Computer-Assisted , Vital Signs , Algorithms , Heart Rate , Humans , Reproducibility of Results , Respiratory Rate
6.
Data Brief ; 27: 104739, 2019 Dec.
Article in English | MEDLINE | ID: mdl-31763396

ABSTRACT

The article describes a dataset of doppler ultrasound audio tracks taken on a sample of 30 divers according to the acquisition protocol defined by the Divers Alert Network. The audio tracks are accompanied by a medical evaluation for the decompression sickness risk according to the Spencer's scale levels. During the acquisition campaign, each diver in the post-dive phase was subjected to a double doppler ultrasound examination of approximately 45 seconds each one in the precordial area using a Huntleigh FD1 Fetal doppler probe. The two measurements were separated by a time of 8-10 seconds necessary for carrying out specific physical exercises designed to free the bubbles trapped in the tissues. The audio tracks were stored without compression via the TASCAM DP-004 recorder and processed in order to eliminate the noise generated by the positioning of the probe and the time interval between the two measurements. The audio tracks recorded during the acquisition campaign have been evaluated by experts belonging to three independent blind teams in order to provide an assessment of the decompression sickness risk according to Extended Spencer's scale. The specific typology of doppler ultrasound audio tracks and the associated medical evaluation according to the Spencer's scale levels make this dataset useful for the development, testing, and performance evaluation of new audio processing algorithms capable of automatically detecting bubbles in the blood vessels.

7.
IEEE Trans Biomed Circuits Syst ; 12(3): 632-643, 2018 06.
Article in English | MEDLINE | ID: mdl-29877826

ABSTRACT

A continuous wave Doppler radar, operating as a phase-locked-loop in phase demodulator configuration, is proposed and in vivo demonstrated for noncontact vital signs monitoring. The radar architecture exhibits a unique precision in tracking the phase modulation caused by human cardiopulmonary activity from which heartbeat and respiration can simultaneously be extracted. The single mixer architecture is immune to the null point and does not require small-angle approximation conditions, which distinguishes it from pre-existing other approaches. This enables the proposed radar to behave highly linear, with very precise detection of phase modulations induced by any kind of movement, independently from amplitude and speed. After simulations and technical tests to validate functionality and safety of the proposed architecture, a practical setup was demonstrated on human volunteers. Wavelet independent component analysis was applied to successfully retrieve respiratory and heart rate information from the radar baseband signal.


Subject(s)
Doppler Effect , Heart Rate Determination , Heart Rate , Pulmonary Ventilation , Radar , Respiratory Mechanics , Heart Rate Determination/instrumentation , Heart Rate Determination/methods , Humans
8.
IEEE J Biomed Health Inform ; 22(1): 129-139, 2018 01.
Article in English | MEDLINE | ID: mdl-28749359

ABSTRACT

The estimation of systolic time intervals (STIs) is done using continuous wave (CW) radar at 2.45 GHz with an on-body antenna. MOTIVATION: In the state of the art, typically bioimpedance, heart sounds and/or ultrasound are used to measure STIs. All three methods suffer from insufficient accuracy of STI estimation due to various reasons. CW radar is investigated for its ability to overcome the deficiencies in the state of the art. METHODS: Ten healthy male subjects aged 25-45 were asked to lie down at a 30 incline. Recordings of 60 s were taken without breathing and with paced breathing. Heart sounds, electrocardiogram, respiration, and impedance cardiogram were measured simultaneously as reference. The radar antennas were placed at two positions on the chest. The antennas were placed directly on the body as well as with cotton textile in between. The beat to beat STIs have been determined from the reference signals as well as CW radar signals. RESULTS: The results indicate that CW radar can be used to estimate STIs in ambulatory monitoring. SIGNIFICANCE: The results pave way to a potentially more compact method of estimating STIs, which can be integrated into a wearable device.


Subject(s)
Monitoring, Physiologic/methods , Radar/instrumentation , Signal Processing, Computer-Assisted , Systole/physiology , Adult , Algorithms , Electric Impedance , Electrocardiography/instrumentation , Electrocardiography/methods , Equipment Design , Heart Sounds/physiology , Humans , Male , Middle Aged , Monitoring, Physiologic/instrumentation , Respiration , Stroke Volume/physiology
9.
IEEE Trans Biomed Circuits Syst ; 11(3): 671-680, 2017 06.
Article in English | MEDLINE | ID: mdl-28368830

ABSTRACT

A Doppler radar operating as a Phase-Locked-Loop (PLL) in frequency demodulator configuration is presented and discussed. The proposed radar presents a unique architecture, using a single channel mixer, and allows to detect contactless vital signs parameters while solving the null point issue and without requiring the small angle approximation condition. Spectral analysis, simulations, and experimental results are presented and detailed to demonstrate the feasibility and the operational principle of the proposed radar architecture.


Subject(s)
Monitoring, Physiologic , Radar , Vital Signs , Equipment Design , Humans
10.
Clin Interv Aging ; 11: 279-84, 2016.
Article in English | MEDLINE | ID: mdl-27022252

ABSTRACT

BACKGROUND: The purpose of this study was to investigate the ability of Alzheimer's disease (AD) patients to express intentions and desires, and their decision-making capacity. This study examines the findings from a 6-month follow-up of our previous results in which 30 patients participated. MATERIALS AND METHODS: The patient's cognition was examined by conducting the tests of 14 questions and letter-writing ability over a period of 19 days, and it was repeated after 6 months. The difference between these two cognitive measures (PQ1 before-PQ2 before), tested previously and later the writing test, was designated DΔ before. The test was repeated after 6 months, and PQ1 after-PQ2 after was designated DΔ after. RESULTS: Several markedly strong relationships between dysgraphia and other measures of cognitive performance in AD patients were observed. The most aged patients (over 86 years), despite less frequency, maintain the cognitive capacity manifested in the graphic expressions. A document, written by an AD patient presents an honest expression of the patient's intention if that document is legible, clear, and comprehensive. CONCLUSION: The identification of impairment/deficits in writing and cognition during different phases of AD may facilitate the understanding of disease progression and identify the occasions during which the patient may be considered sufficiently lucid to make decisions.


Subject(s)
Agraphia/diagnosis , Alzheimer Disease/psychology , Cognition Disorders/diagnosis , Mental Competency/legislation & jurisprudence , Aged , Aged, 80 and over , Cognition , Decision Making , Disease Progression , Female , Follow-Up Studies , Humans , Intention , Male , Neuropsychological Tests , Psychiatric Status Rating Scales , Surveys and Questionnaires
11.
Clin Interv Aging ; 10: 625-33, 2015.
Article in English | MEDLINE | ID: mdl-25848239

ABSTRACT

BACKGROUND: The purpose of the present study was to examine the relationship between cognitive impairment and the performance of handwritten scripts presented as "letter-writing" to a close relative by patients with dementia Lewy bodies (DLB), as fluctuations of the symptoms phase, and in a matched group of patients with Alzheimer's disease (AD). The degree of writing disability and personal, spatial, and temporal orientation was compared in these two groups. DESIGN AND METHODS: Fourteen simple questions, designed in a form that could be utilized by any general practitioner in order to document the level of cognitive functioning of each patient, were presented to 30 AD patients and 26 DLB patients. The initial cognition test was designated PQ1. The patients were examined on tests of letter-writing ability. Directly after the letter-writing, the list of 14 questions presented in PQ1 was presented again in a repeated procedure that was designated PQ2. The difference between these two measures (PQ1 - PQ2) was designated DΔ. This test of letter-writing ability and cognitive performance was administered over 19 days. RESULTS: Several markedly strong relationships between dysgraphia and several measures of cognitive performance in AD patients and DLB patients were observed, but the deterioration of performance from PQ1 to PQ2 over all test days were markedly significant in AD patients and not significant in DLB patients. It is possible that in graphic expression even by patients diagnosed with moderate to relatively severe AD and DLB there remains some residual capacity for understanding and intention that may be expressed. Furthermore, the deterioration in performance and the differences noted in AD and DLB patients may be due to the different speed at which the process of the protein degradation occurs for functional modification of synapses. CONCLUSION: Our method can be used as part of neuropsychological tests to differentiate the diagnosis between AD and DLB.


Subject(s)
Agraphia/etiology , Alzheimer Disease/complications , Lewy Body Disease/complications , Aged , Aged, 80 and over , Agraphia/psychology , Alzheimer Disease/psychology , Cognition , Female , Humans , Lewy Body Disease/psychology , Male , Neuropsychological Tests
12.
IEEE J Biomed Health Inform ; 19(1): 92-101, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25291803

ABSTRACT

Telehealth systems and applications are extensively investigated nowadays to enhance the quality-of-care and, in particular, to detect emergency situations and to monitor the well-being of elderly people, allowing them to stay at home independently as long as possible. In this paper, an embedded telehealth system for continuous, automatic, and remote monitoring of real-time fall emergencies is presented and discussed. The system, consisting of a radar sensor and base station, represents a cost-effective and efficient healthcare solution. The implementation of the fall detection data processing technique, based on the least-square support vector machines, through a digital signal processor and the management of the communication between radar sensor and base station are detailed. Experimental tests, for a total of 65 mimicked fall incidents, recorded with 16 human subjects (14 men and two women) that have been monitored for 320 min, have been used to validate the proposed system under real circumstances. The subjects' weight is between 55 and 90 kg with heights between 1.65 and 1.82 m, while their age is between 25 and 39 years. The experimental results have shown a sensitivity to detect the fall events in real time of 100% without reporting false positives. The tests have been performed in an area where the radar's operation was not limited by practical situations, namely, signal power, coverage of the antennas, and presence of obstacles between the subject and the antennas.


Subject(s)
Accidental Falls/prevention & control , Monitoring, Ambulatory/instrumentation , Radar/instrumentation , Signal Processing, Computer-Assisted/instrumentation , Telemedicine/instrumentation , Computer Communication Networks/instrumentation , Equipment Design , Equipment Failure Analysis , Female , Humans , Male , Pattern Recognition, Automated/methods , Reproducibility of Results , Sensitivity and Specificity , Wireless Technology/instrumentation
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