Back close

A Hybrid Deep Learning–Based Remote Monitoring Healthcare System Using Wearable Devices

Publication Type : Journal Article

Publisher : CRC Press

Source : 5G-Based Smart Hospitals and Healthcare Systems

Url : https://doi.org/10.1201/9781003403678-1

Campus : Amaravati

School : School of Computing

Department : Computer Science and Engineering

Year : 2023

Abstract : Athletes who push their bodies to the limit need to be in tip-top shape to compete. Before engaging in strenuous activity or competition, they should focus on building a healthy body. The ubiquitous availability of smartphones, recent advancements in computational, and artificial intelligence (AI) technologies, and the rising trends in multimedia and edge computation have all contributed to the emergence of new models and paradigms for wearable devices. Researchers have provided a diverse array of analytical methodologies centering on athlete health; however, neural networks have been applied in just a fraction of the completed investigations. Using recurrent neural networks and wearable technology, we offer a new method for forecasting the health of football players. One of the earliest uses of wearable sensors for athletes’ training and health, the suggested system keeps tabs on the players’ well-being in real time. After feeding the time-step data into a recurrent neural network (RNN) and extracting deep features from it, a set of health prediction results is returned. This study involves a number of experiments, the results of which are dependent on the players’ health data. The proposed method is shown to be practical and reliable through simulation results. The study's algorithms can form the basis of data-driven monitoring and instruction. The chapter finishes with a discussion of potential research approaches and future directions for the smart wearables sector.

Cite this Research Publication : Diksha Srivastava, R. Krishnamoorthy, Doradla Bharadwaja, Kavyashree Nagarajaiah, Kazuaki Tanaka, Janjhyam Venkata Naga Ramesh, A Hybrid Deep Learning–Based Remote Monitoring Healthcare System Using Wearable Devices, 5G-Based Smart Hospitals and Healthcare Systems, CRC Press, 2023, https://doi.org/10.1201/9781003403678-1

Admissions Apply Now