AU2021101013A4 - Aiot based pandemic related smart health management system for industrial workers - Google Patents

Aiot based pandemic related smart health management system for industrial workers Download PDF

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Publication number
AU2021101013A4
AU2021101013A4 AU2021101013A AU2021101013A AU2021101013A4 AU 2021101013 A4 AU2021101013 A4 AU 2021101013A4 AU 2021101013 A AU2021101013 A AU 2021101013A AU 2021101013 A AU2021101013 A AU 2021101013A AU 2021101013 A4 AU2021101013 A4 AU 2021101013A4
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Prior art keywords
workers
health management
industrial
industrial workers
proposed
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AU2021101013A
Inventor
Joel Livin A.
Boudhayan Bhattacharya
J. S. Binoj
Prasanna Kumar K. R.
Balakrishna K.
Vasanthakumara M.
Geno Peter
Parag Rastogi
Koteswara Rao Vaddempudi
Shyam Lal Verma
Sharath Kumar Y. H.
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Binoj JS
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Binoj JS
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    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B21/00Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
    • G08B21/18Status alarms
    • G08B21/24Reminder alarms, e.g. anti-loss alarms
    • G08B21/245Reminder of hygiene compliance policies, e.g. of washing hands
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0002Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network
    • A61B5/0015Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by features of the telemetry system
    • A61B5/0022Monitoring a patient using a global network, e.g. telephone networks, internet
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/024Detecting, measuring or recording pulse rate or heart rate
    • A61B5/02438Detecting, measuring or recording pulse rate or heart rate with portable devices, e.g. worn by the patient
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/024Detecting, measuring or recording pulse rate or heart rate
    • A61B5/0245Detecting, measuring or recording pulse rate or heart rate by using sensing means generating electric signals, i.e. ECG signals
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/103Detecting, measuring or recording devices for testing the shape, pattern, colour, size or movement of the body or parts thereof, for diagnostic purposes
    • A61B5/11Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb
    • A61B5/1118Determining activity level
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/1455Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters
    • A61B5/14551Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters for measuring blood gases
    • A61B5/14552Details of sensors specially adapted therefor
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/16Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
    • A61B5/165Evaluating the state of mind, e.g. depression, anxiety
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/68Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
    • A61B5/6801Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
    • A61B5/6802Sensor mounted on worn items
    • A61B5/6804Garments; Clothes
    • A61B5/6805Vests
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/68Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
    • A61B5/6801Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
    • A61B5/6802Sensor mounted on worn items
    • A61B5/681Wristwatch-type devices
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/74Systems using reradiation of radio waves, e.g. secondary radar systems; Analogous systems
    • G01S13/82Systems using reradiation of radio waves, e.g. secondary radar systems; Analogous systems wherein continuous-type signals are transmitted
    • G01S13/825Systems using reradiation of radio waves, e.g. secondary radar systems; Analogous systems wherein continuous-type signals are transmitted with exchange of information between interrogator and responder
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/02Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
    • H04L67/025Protocols based on web technology, e.g. hypertext transfer protocol [HTTP] for remote control or remote monitoring of applications
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/30Services specially adapted for particular environments, situations or purposes
    • H04W4/38Services specially adapted for particular environments, situations or purposes for collecting sensor information
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2560/00Constructional details of operational features of apparatus; Accessories for medical measuring apparatus
    • A61B2560/02Operational features
    • A61B2560/0204Operational features of power management
    • A61B2560/0209Operational features of power management adapted for power saving
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2560/00Constructional details of operational features of apparatus; Accessories for medical measuring apparatus
    • A61B2560/04Constructional details of apparatus
    • A61B2560/0462Apparatus with built-in sensors
    • A61B2560/0468Built-in electrodes
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B2562/00Details of sensors; Constructional details of sensor housings or probes; Accessories for sensors
    • A61B2562/02Details of sensors specially adapted for in-vivo measurements
    • A61B2562/0219Inertial sensors, e.g. accelerometers, gyroscopes, tilt switches
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0002Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network
    • A61B5/0004Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by the type of physiological signal transmitted
    • A61B5/0006ECG or EEG signals
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0002Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network
    • A61B5/0015Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by features of the telemetry system
    • A61B5/002Monitoring the patient using a local or closed circuit, e.g. in a room or building
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/74Details of notification to user or communication with user or patient ; user input means
    • A61B5/7465Arrangements for interactive communication between patient and care services, e.g. by using a telephone network
    • A61B5/747Arrangements for interactive communication between patient and care services, e.g. by using a telephone network in case of emergency, i.e. alerting emergency services
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B21/00Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
    • G08B21/02Alarms for ensuring the safety of persons
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q2209/00Arrangements in telecontrol or telemetry systems
    • H04Q2209/10Arrangements in telecontrol or telemetry systems using a centralized architecture
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q2209/00Arrangements in telecontrol or telemetry systems
    • H04Q2209/40Arrangements in telecontrol or telemetry systems using a wireless architecture
    • H04Q2209/43Arrangements in telecontrol or telemetry systems using a wireless architecture using wireless personal area networks [WPAN], e.g. 802.15, 802.15.1, 802.15.4, Bluetooth or ZigBee
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q9/00Arrangements in telecontrol or telemetry systems for selectively calling a substation from a main station, in which substation desired apparatus is selected for applying a control signal thereto or for obtaining measured values therefrom
    • H04Q9/02Automatically-operated arrangements
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/02Services making use of location information
    • H04W4/025Services making use of location information using location based information parameters
    • H04W4/027Services making use of location information using location based information parameters using movement velocity, acceleration information

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  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Pathology (AREA)
  • Biomedical Technology (AREA)
  • Surgery (AREA)
  • Veterinary Medicine (AREA)
  • Molecular Biology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Biophysics (AREA)
  • Cardiology (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Physiology (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Signal Processing (AREA)
  • Psychiatry (AREA)
  • Epidemiology (AREA)
  • General Physics & Mathematics (AREA)
  • Primary Health Care (AREA)
  • Child & Adolescent Psychology (AREA)
  • Developmental Disabilities (AREA)
  • Educational Technology (AREA)
  • Hospice & Palliative Care (AREA)
  • Psychology (AREA)
  • Social Psychology (AREA)
  • Emergency Management (AREA)
  • Dentistry (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Business, Economics & Management (AREA)
  • Databases & Information Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Optics & Photonics (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)

Abstract

AIOT BASED PANDEMIC RELATED SMART HEALTH MANAGEMENT SYSTEM FOR INDUSTRIAL WORKERS In the current era, safety of industrial workers is the major concern of organizations as the major wealth of an industry is its human resource. Pandemic spread in an industry can result in huge loss for the organization. In this invention, we focus on providing smart health management of industrial workers based on the integrated technology of Artificial Intelligence and Internet of Things. The technologies involved in Industry 4.0 such as Radio Frequency Identification (RFID) and cloud computing is also involved for implementing a low cost system for reduction of risk of contagious disease such as COVID 19. This work integrates hardware of wearable devices for vital body parameter monitoring with software to maintain physical distancing between workers through RFID tags, epidemiological fence for tracing human contacts as it maintains a distance of 5 meters between the workers, if not buzzers provides alarms. Artificial Intelligence algorithm along with temperature monitoring system acts as a smart vision monitoring system able to detect any abnormal movements of workers with temperature detection, if crosses the threshold notification reaches higher officials with the identity of the worker. This system provides smart health management for industrial workers mitigating pandemic spread. INTEFRDNET WRs ti I I T RFHD ANTENA RFIDANTENA RFID ANTENA ZONE I ZQE2 ZMiA N UHF UHF UHF EMPLOYEE Figure 1. Overall Block Diagram of Proposed Health Management System for Maintaining Physical Distancing We sLamWc1aSam Fos Figure 2. Proposed Health Monitoring Wearable Devices for Industrial Workers

Description

AIOT BASED PANDEMIC RELATED SMART HEALTH MANAGEMENT SYSTEM FOR INDUSTRIAL WORKERS
In the current era, safety of industrial workers is the major concern of
organizations as the major wealth of an industry is its human resource. Pandemic
spread in an industry can result in huge loss for the organization. In this invention,
we focus on providing smart health management of industrial workers based on the
integrated technology of Artificial Intelligence and Internet of Things. The
technologies involved in Industry 4.0 such as Radio Frequency Identification
(RFID) and cloud computing is also involved for implementing a low cost system
for reduction of risk of contagious disease such as COVID 19. This work integrates
hardware of wearable devices for vital body parameter monitoring with software to
maintain physical distancing between workers through RFID tags, epidemiological
fence for tracing human contacts as it maintains a distance of 5 meters between the
workers, if not buzzers provides alarms. Artificial Intelligence algorithm along
with temperature monitoring system acts as a smart vision monitoring system able
to detect any abnormal movements of workers with temperature detection, if
crosses the threshold notification reaches higher officials with the identity of the
worker. This system provides smart health management for industrial workers
mitigating pandemic spread.
INTEFRDNET
WRs ti I
I T
RFHD ANTENA RFIDANTENA RFID ANTENA ZONE I ZQE2 ZMiAN
UHF UHF UHF EMPLOYEE
Figure 1. Overall Block Diagram of Proposed Health Management System for Maintaining Physical Distancing
We sLamWc1aSam
Fos
Figure 2. Proposed Health Monitoring Wearable Devices for Industrial Workers
COMPLETE SPECIFICATION
(See Section 10; rule 13)
TITLE OF THE INVENTION AIOT BASED PANDEMIC RELATED SMART HEALTH MANAGEMENT SYSTEM FOR INDUSTRIAL WORKERS APPLICANT
The following specification particularly describes the invention and the manner in which it is to be performed
AIOT BASED PANDEMIC RELATED SMART HEALTH MANAGEMENT SYSTEM FOR INDUSTRIAL WORKERS Description of the system
" In the industrial work place, workers demand safe and secure environment.
Pandemic spread has created a situation where the workers feel unsafe to
work. The organization management is forced to provide smart solutions to
safeguard the life of their human resource - wealth of the industry.
• Physical distancing is the major solution for mitigating pandemic spread
which is not taken seriously by the workers hence there is more possibility
of contagious disease to spread. Artificial Intelligence integrated with
Internet of Things can provide a smart solution for these issues.
• Artificial intelligence - convolutional neural network algorithm provides real
time detection of objects in the area under surveillance which divides the
original image into grids, able to process them simultaneously.
• Al based vision locates these objects continuously monitoring workers
whether they are maintaining physical distancing in the work area.
• The hardware system involves Node MCU operating with Python code with
OPENCV libraries with 2GB of RAM, IP camera - ESP32 cam.
• Also, RFID tags allocated for each worker is monitored by Industrial 4.0
technologies where employee's real time location is obtained by the
adhesive RFID tag fixed over the worker's identification card.
• This UHF registers automatically in the receiver, which receives data on
employee location without the need of any physical devices.
• The work area is divided into different zones for accurately locating the
workers. Any worker not maintaining the physical distancing will be easily
detected as the RFID tags within a circle of 5 meters will be alerted by a
buzzer sound intimating the authenticated people with person's identity.
• All events related to the workers will be monitored and recorded with
respectively timings. In this invention, IoT based health care is provided
with notification service for the workers to manage their health condition
either by themselves or by caretakers.
• Wearable devices involved in the proposed system namely health watch,
smart clothes and body tag attached to the user. Smart clothes are made of
conductive fiber for collecting electrocardiography (ECG) signals where
these smart clothes are designed to provide necessary comfortability.
" These smart clothes involves four electrodes with two electrodes on two
shoulders of the worker and two more electrodes on the two sides of the rib
cages such that the electrodes are in contact with the skin directly.
• Healthy watch involves three sensors namely ECG sensor,
photoplethysmography sensor and three axis acceleration sensor which is
able to collect electrocardiogram signal, photoplethysmography signal and
attitude signal for analyzing the parameters of the user.
• The system is able to analyze heart rate, change of concentration of blood
oxygen, walking steps and mental attitude using these sensors.
• The system involves body tag consisting of gyroscope for analysis of
walking steps. Three-axis accelerometer in the body tag is used for
measuring the user attitude signal by which change in attitude of the worker
is analyzed. In order to operate in power saving mode, body tag operates in
sleep mode whenever ends of the body tag are found non-conductive where
the body tag is buckled on the smart clothes for monitoring attitude change.
• BLE communicates to Wi-Fi gateway in three ways namely Transmission
Control Protocol (TCP), Hypertext Transfer Protocol (HTTP) and Message
Queuing Telemetry Transport (MTT) protocol.
• We adopt TCP protocol in our system where the TCP socket is used for
connecting the system and retrieval of BLE advertising data is done for
abnormal warning and indoor positioning of the system.
• Wearable devices can be controlled by Bluetooth technology by
automatically changing the measure mode of the gateway.
• System server involves web page, Android App, and Cloud where the row
data is updated to the Cloud for the server to analyze user data for generating
graphical analysis report along with notification if any abnormality.
The invention is herein described, with the accompanying block diagrams.
Wherein:
Figure 1. Overall Block Diagram of Proposed Health Management System for
Maintaining Physical Distancing
Figure 2. Proposed Health Monitoring Wearable Devices for Industrial Workers
Figure 3. Architecture of Proposed Health Care System Communication Protocol

Claims (6)

EDITORIAL NOTE 2021101013 THERE IS ONE PAGE OF CLAIMS ONLY CLAIMS We Claim:
1. In this invention, a novel method is proposed integrating Artificial
Intelligence and IoT for health care system management for industrial
workers.
2. Convolutional neural network algorithm provides real time detection of
objects in the area under surveillance.
3. RFID tags are utilized for maintaining physical distancing of 5 meters
alerted by a buzzer sound when threshold is crossed.
4. Provides regular notification involving information on abnormal health
status of the workers in work area.
5. Wearable devices such as health watch, smart clothes and body tag collects
raw information tracking the workers from any remote location.
6. Low power Bluetooth technology is utilizes for data transfer within the
industry while IoT is utilized for data transfer to remote locations.
Figure 1. Overall Block Diagram of Proposed Health Management System for Maintaining Physical Distancing
Figure 2. Proposed Health Monitoring Wearable Devices for Industrial Workers
Figure 3. Architecture of Proposed Health Care System Communication Protocol
AU2021101013A 2021-02-24 2021-02-24 Aiot based pandemic related smart health management system for industrial workers Ceased AU2021101013A4 (en)

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE202022100219U1 (en) 2022-01-16 2022-01-24 Ravinarayana Baje Intelligent system for non-contact screening to measure the Covid-19 sign using thermal imaging techniques and artificial intelligence
DE202022101331U1 (en) 2022-03-10 2022-05-05 Kailas Aute Wearable Omicron symptom detection device based on biomedical and proximity sensors and artificial intelligence

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE202022100219U1 (en) 2022-01-16 2022-01-24 Ravinarayana Baje Intelligent system for non-contact screening to measure the Covid-19 sign using thermal imaging techniques and artificial intelligence
DE202022101331U1 (en) 2022-03-10 2022-05-05 Kailas Aute Wearable Omicron symptom detection device based on biomedical and proximity sensors and artificial intelligence

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