DeepVitals: Deep neural and IoT based vitals monitoring in smart teleconsultation system

被引:0
|
作者
Ghosal, Sagnik [1 ]
Das, Debanjan [2 ]
Udutalapally, Venkanna [3 ]
Sridhar, Srivatsan [4 ]
Basha, Syed Maaiz Syed Shabbeer [4 ]
Wasnik, Preetam Narayan [5 ]
机构
[1] Univ Washington, Dept Comp Sci, Seattle, WA USA
[2] IIIT Naya Raipur, Elect & Commun Engn Dept, Raipur, India
[3] NIT Warangal, Comp Sci & Engn Dept, Warangal, India
[4] NIT, Elect & Commun Engn Dept, Tiruchirappalli, India
[5] AIIMS, Dept Gen Med, Raipur, India
关键词
AIoT; Deep learning; Image processing; Region of interest; Photoplethysmography; Teleconsultation; Vital monitoring; BLOOD-PRESSURE; OXYGEN-SATURATION; HEART-RATE; PHOTOPLETHYSMOGRAPHY;
D O I
10.1016/j.iot.2024.101117
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the ubiquitous presence of smart devices, teleconsultation has been an emerging aspect of smart healthcare to stem the increasing dangers of deadly contagious diseases and identify any illness, disease, or medical condition. Heart rate, blood pressure, and oxygen saturation are the most observed vitals for any medical prognosis. However, existing methods to measure them are invasive or contact-based, requiring specialists to operate. The paper introduces a deep neural, non-invasive model to estimate the vitals. The proposed method processes photoplethysmography signals and feeds them to deep neural networks to evaluate the user's vitals. The model monitors the vitals and can discern anomalous readings. The proposed model's results further establish itself as a reliable vitals measurement and monitoring device that bolsters the at-home diagnosis feature.
引用
收藏
页数:18
相关论文
共 50 条
  • [31] An efficient IoT based smart water quality monitoring system
    Ezz El-Din Hemdan
    Youssef M. Essa
    Marwa Shouman
    Ayman El-Sayed
    Abdullah N. Moustafa
    [J]. Multimedia Tools and Applications, 2023, 82 : 28827 - 28851
  • [32] IoT Based Smart School Bus Monitoring and Notification System
    Raj, Judy Thyparampil
    Sankar, Jairam
    [J]. 2017 IEEE REGION 10 HUMANITARIAN TECHNOLOGY CONFERENCE (R10-HTC), 2017, : 89 - 92
  • [33] IoT Based Smart Framework Monitoring System for Power Station
    Karn, Arodh Lal
    Manickam, Panneer Selvam
    Saravanan, R.
    Alroobaea, Roobaea
    Almotiri, Jasem
    Sengan, Sudhakar
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 74 (03): : 6019 - 6037
  • [34] A Smart Remote Elderly Monitoring System based on IoT Technologies
    Mighali, V.
    Patrono, L.
    Stefanizzi, M. L.
    Rodrigues, Joel J. P. C.
    Solic, Petar
    [J]. 2017 NINTH INTERNATIONAL CONFERENCE ON UBIQUITOUS AND FUTURE NETWORKS (ICUFN 2017), 2017, : 43 - 48
  • [35] IOT based Smart Health Monitoring System for Chronic Diseases
    Mahajan, Sonali
    Birajdar, A. M.
    [J]. 2019 IEEE PUNE SECTION INTERNATIONAL CONFERENCE (PUNECON), 2019,
  • [36] AN IOT BASED SMART MONITORING SYSTEM DETECTING PATIENT FALLS
    Rajaei, Hassan
    [J]. PROCEEDINGS OF THE 2022 ANNUAL MODELING AND SIMULATION CONFERENCE (ANNSIM'22), 2022, : 839 - 850
  • [37] An IoT-based Water Monitoring System for Smart Buildings
    de Paula, Heitor T. L.
    Gomes, Joao B. A.
    Affonso, Luis F. T.
    Rabelo, Ricardo A. L.
    Rodrigues, Joel J. P. C.
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2019,
  • [38] An efficient IoT based smart water quality monitoring system
    Hemdan, Ezz El-Din
    Essa, Youssef M. M.
    Shouman, Marwa
    El-Sayed, Ayman N.
    Moustafa, Abdullah N.
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (19) : 28827 - 28851
  • [39] An IoT-based Smart Plug Energy Monitoring System
    Albraheem, Lamya
    Alajlan, Haifa
    Aljenedal, Najoud
    Alkhair, Lenah Abo
    Bin Gwead, Sarab
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (10) : 353 - 362
  • [40] An IoT Based Air Pollution Monitoring System for Smart Cities
    Gupta, Harsh
    Bhardwaj, Dhananjay
    Agrawal, Himanshu
    Tikkiwal, Vinay Anand
    Kumar, Arun
    [J]. 2019 1ST IEEE INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY TECHNOLOGIES AND SYSTEMS (IEEE-ICSETS 2019), 2019, : 173 - 177