IoT inspired smart environment for personal healthcare in gym

被引:0
作者
Tariq Ahamed Ahanger
机构
[1] Prince Sattam Bin Abdulaziz University,College of Computer Engineering and Sciences
来源
Neural Computing and Applications | 2023年 / 35卷
关键词
Data mining; Internet of Things; Cloud centric Internet-of-Things; Temporal data; Back-propagation;
D O I
暂无
中图分类号
学科分类号
摘要
The Internet of Things (IoT) has the ability to collect health-related data from surroundings. As a result, the Cloud Centric IoT (CCIoT) Technology is used in this paper to measure a trainee’s health-related traits during fitness time in a gym. The proposed system can forecast a trainee’s probabilistic sensitivity to health status during workouts. Back-propagation based Artificial Neural Network (ANN) methodology is used as a prediction model for this purpose, and it is divided into 3 phases: Observation, Learning, and Prediction. In addition, the trainee’s health status is depicted in real-time using a colour scheme strategy that depicts the probabilistic vulnerability. The presented framework was tested by a 6 day trial in which five individuals were supervised at various gymnasiums. For assessing the general efficacy of the proposed framework, the outcomes are compared to various state-of-the-art approaches in terms of prediction efficiency, temporal prediction, and stability.
引用
收藏
页码:23007 / 23023
页数:16
相关论文
共 107 条
  • [71] Brugarolas R(undefined)undefined undefined undefined undefined-undefined
  • [72] Latif T(undefined)undefined undefined undefined undefined-undefined
  • [73] Dieffenderfer J(undefined)undefined undefined undefined undefined-undefined
  • [74] Walker K(undefined)undefined undefined undefined undefined-undefined
  • [75] Yuschak S(undefined)undefined undefined undefined undefined-undefined
  • [76] Sherman BL(undefined)undefined undefined undefined undefined-undefined
  • [77] Roberts DL(undefined)undefined undefined undefined undefined-undefined
  • [78] Bozkurt A(undefined)undefined undefined undefined undefined-undefined
  • [79] Chen J(undefined)undefined undefined undefined undefined-undefined
  • [80] Chen H(undefined)undefined undefined undefined undefined-undefined