Design of an energy-efficient IoT device with optimized data management in sports person health monitoring application

被引:17
|
作者
Qiu, Yonghong [1 ]
Liu, Gaicheng [1 ]
Muthu, Bala Anand [2 ]
Sivaparthipan, C. B. [3 ]
机构
[1] Guangzhou Med Univ, Phys Educ Dept, Guangzhou 511436, Guangdong, Peoples R China
[2] VRS Coll Engn & Technol, Villupuram, India
[3] SNS Coll Technol, Coimbatore, Tamil Nadu, India
关键词
INTERNET; THINGS; SYSTEM;
D O I
10.1002/ett.4258
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The improvements in health habits, technological advances, and the proliferation of healthy living activities have contributed to the comprehensive extension of sports person health assessment. Since the internet of things (IoT) device requires energy-optimized wearable devices, it has been observed that the demanding factors include energy efficiency factor in Sports Person Health Monitoring wearable device. Hence in this paper, IoT-based Hierarchical Health Monitoring Model (IoT-HHMM) is proposed to improve the efficiency factor by minimizing the energy consumption to achieve effective assessment of sports person health monitoring wearables. The complexity of limited resources and usage of energy is optimized by introducing the Optimal Energy-Efficient Resource Assignment Algorithm. Likewise, a cloud computing technique is implemented using Probabilistic Radial Basis Function Neural Network to ensure effective prediction and classification in healthcare data management, which is considered as a significant factor in wearable IoT devices for Sports Person Health Monitoring. The result indicates that the proposed IoT-HHMM achieves a high accuracy ratio of 98.4%, a sensitivity ratio of 92.5%, a performance ratio of 96.7% when compared to traditional approaches.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Energy harvesting IoT devices for sports person health monitoring
    Zeng, Wenhao
    Sanjuan Martinez, Oscar
    Crespo, Ruben Gonzalez
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 14 (4) : 3727 - 3738
  • [2] Design of an energy-efficient IOT device-assisted wearable sensor platform for healthcare data management
    Ahamed B.
    Sellamuthu S.
    Karri P.N.
    Srinivas I.V.
    Mohammed Zabeeulla A.N.
    Ashok Kumar M.
    Measurement: Sensors, 2023, 30
  • [3] An energy-efficient data management scheme for industrial IoT
    Ghaderi, Ali
    Movahedi, Zeinab
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2022, 38 (01)
  • [4] Retraction Note: Energy harvesting IoT devices for sports person health monitoring
    Wenhao Zeng
    Oscar Sanjuán Martínez
    Rubén González Crespo
    Journal of Ambient Intelligence and Humanized Computing, 2024, 15 (Suppl 1) : 247 - 247
  • [5] Energy-Efficient Data Collection and Device Positioning in UAV-Assisted IoT
    Wang, Zijie
    Liu, Rongke
    Liu, Qirui
    Thompson, John S.
    Kadoch, Michel
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (02) : 1122 - 1139
  • [6] Design and analysis of energy efficient IoT system for health monitoring
    Singh, Aarya
    Guleria, Nikhil
    Gupta, Sindhu Hak
    2023 11TH INTERNATIONAL CONFERENCE ON SMART GRID, ICSMARTGRID, 2023,
  • [7] An Energy-efficient Model of Fog and Device Nodes in IoT
    Oma, Ryuji
    Nakamura, Shigenari
    Enokido, Tomoya
    Takizawa, Makoto
    2018 32ND INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS (WAINA), 2018, : 301 - 306
  • [8] Energy-Efficient IoT-Health Monitoring System using Approximate Computing
    Ghosh, Avrajit
    Raha, Arnab
    Mukherjee, Amitava
    INTERNET OF THINGS, 2020, 9
  • [9] Energy-Efficient System Design for IoT Devices
    Jayakumar, Hrishikesh
    Raha, Arnab
    Kim, Younghyun
    Sutar, Soubhagya
    Lee, Woo Suk
    Raghunathan, Vijay
    2016 21ST ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC), 2016, : 298 - 301
  • [10] Energy-Efficient Smart Wearable IoT Device for the Application of Collapse Motion Detection and Alert
    Dewangan, Laxmikant
    Vaishnava, Arpita Rani
    IETE JOURNAL OF RESEARCH, 2023, 69 (02) : 1133 - 1139