IoMT-Based Smart Healthcare of Elderly People Using Deep Extreme Learning Machine

被引:2
|
作者
Jarrah, Muath [1 ]
Al Hamadi, Hussam [4 ]
Abu-Khadrah, Ahmed [2 ]
Ghazal, Taher M. [1 ,3 ]
机构
[1] Skyline Univ Coll, Sch Informat Technol, Sharjah 1797, U Arab Emirates
[2] Saudi Elect Univ, Coll Comp & Informat, Riyadh 11673, Saudi Arabia
[3] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Ctr Cyber Secur, Bangi 43600, Selangor, Malaysia
[4] Khalifa Univ, Ctr Cyber Phys Syst, Abu Dhabi 127788, U Arab Emirates
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2023年 / 76卷 / 01期
关键词
ICT; ML; FN; DELM; SH-EDELM; FALL DETECTION SYSTEM;
D O I
10.32604/cmc.2023.032775
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet of Medical Things (IoMT) enables digital devices to gather, infer, and broadcast health data via the cloud platform. The phenomenal growth of the IoMT is fueled by many factors, including the widespread and growing availability of wearables and the ever-decreasing cost of sensorbased technology. There is a growing interest in providing solutions for elderly people living assistance in a world where the population is rising rapidly. The IoMT is a novel reality transforming our daily lives. It can renovate modern healthcare by delivering a more personalized, protective, and collaborative approach to care. However, the current healthcare system for outdoor senior citizens faces new challenges. Traditional healthcare systems are inefficient and lack user-friendly technologies and interfaces appropriate for elderly people in an outdoor environment. Hence, in this research work, a IoMT based Smart Healthcare of Elderly people using Deep Extreme Learning Machine (SH-EDELM) is proposed to monitor the senior citizens' healthcare. The performance of the proposed SH-EDELM technique gives better results in terms of 0.9301 accuracy and 0.0699 miss rate, respectively.
引用
收藏
页码:19 / 33
页数:15
相关论文
共 50 条
  • [1] Deep Learning-Driven Anomaly Detection for IoMT-Based Smart Healthcare Systems
    Khan, Attiya
    Rizwan, Muhammad
    Bagdasar, Ovidiu
    Alabdulatif, Abdulatif
    Alamro, Sulaiman
    Alnajim, Abdullah
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2024, 141 (03): : 2121 - 2141
  • [2] An IoMT-Enabled Smart Healthcare Model to Monitor Elderly People Using Machine Learning Technique
    Khan, Muhammad Farrukh
    Ghazal, Taher M.
    Said, Raed A.
    Fatima, Areej
    Abbas, Sagheer
    Khan, M. A.
    Issa, Ghassan F.
    Ahmad, Munir
    Khan, Muhammad Adnan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2021, 2021
  • [3] An IoMT-based Federated Learning Survey in Smart Transportation
    Karnam G.V.
    Maddikunta P.K.R.
    Recent Advances in Computer Science and Communications, 4 (20-39): : 20 - 39
  • [4] IoMT-Based Automated Detection and Classification of Leukemia Using Deep Learning
    Bibi, Nighat
    Sikandar, Misba
    Din, Ikram Ud
    Almogren, Ahmad
    Ali, Sikandar
    JOURNAL OF HEALTHCARE ENGINEERING, 2020, 2020
  • [5] IoMT-based smart healthcare monitoring system using adaptive wavelet entropy deep feature fusion and improved RNN
    Akhtar, Md Mobin
    Shatat, Raid Saleh Ali
    Shatat, Abdallah Saleh Ali
    Hameed, Shabi Alam
    Alnajdawi, Sakher Ibrahim
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (11) : 17353 - 17390
  • [6] IoMT-based smart healthcare monitoring system using adaptive wavelet entropy deep feature fusion and improved RNN
    MD. Mobin Akhtar
    Raid Saleh Ali Shatat
    Abdallah Saleh Ali Shatat
    Shabi Alam Hameed
    Sakher (M.A) Ibrahim Alnajdawi
    Multimedia Tools and Applications, 2023, 82 : 17353 - 17390
  • [7] An IoMT-Based Incremental Learning Framework with a Novel Feature Selection Algorithm for Intelligent Diagnosis in Smart Healthcare
    Sai, Siva
    Bhandari, Kartikey Singh
    Nawal, Aditya
    Chamola, Vinay
    Sikdar, Biplab
    IEEE Transactions on Machine Learning in Communications and Networking, 2024, 2 : 370 - 383
  • [8] IoMT-Based Mitochondrial and Multifactorial Genetic Inheritance Disorder Prediction Using Machine Learning
    Rahman, Atta-ur
    Nasir, Muhammad Umar
    Gollapalli, Mohammed
    Alsaif, Suleiman Ali
    Almadhor, Ahmad S.
    Mehmood, Shahid
    Khan, Muhammad Adnan
    Mosavi, Amir
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [9] IoMT-Based Smart Intelligent Healthcare System Using Optimization-Driven Deep Residual Network for Brain Tumor Detection
    Sivakumaran, A. R.
    Shanthakumar, P.
    Joel, M. Robinson
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2024, 38 (15)
  • [10] IoMT-Based Biochip-Integrated Point-of-Care Testing for Smart Healthcare
    Chakraborty, Tamosa
    Roy, Pranab
    Nesa, Nashreen
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (24) : 22740 - 22747