An emergency response system created to combat injuries during physical education training in a university using deep learning

Abstract

Purpose The main goal of the physical education (PE) environment is that each individual trained should achieve self-fulfillment with the large group of students involved with their own efforts. Deep learning is applying transferrable knowledge in new situations to help the students master in tough circumstances. In PE training, injuries occur when working together as a team. Safety measures are taken immediately as an emergency response to reduce the potential risk in students by providing first aid. To provide safety measures for the injured student immediately, the environment is monitored in real-time using a GPS. Design/methodology/approach Theory of Humanities Education (ToHE) infers that it has less collection of theories and a wide range of applications than the state-of-the-art systems. ToHE allows students to think creatively and play a vital role in one’s health which is a critical aspect in PE. The ToHE theory focuses on two main concepts, i.e. by using a methodological approach to analyse and deep learning to solve the problem. PE motivates college students to follow a healthy and active lifestyle. Findings The proposed system is deployed in real time for monitoring the student’s performance and provides an emergency response with an accuracy rate of 90%. Originality/value The deep learning offers solutions to the injuries by using the deep convolutional neural network to provide interpretability of the consequence by training it with various injuries that occur in the playground and inappropriate use of sports equipment. A case study provided in this paper outlines an emergency response scenario to an injured student in sports training.

Practical Analysis of Digital Technology in Physical Education and Training in the Context of Multimedia Era

“…In the development process of education reform, the innovative reform of physical education also appears to be more important; the application of the traditional teaching mode is relatively inefficient, the multimedia teaching tools are closely integrated with it, it can help to improve the quality of teaching, and provide impetus to enhance the learning ability of students [5][6]. Nowadays, multimedia teaching tools have been widely used in the field of education; teachers should correctly recognize the value of multimedia teaching, the scientific application of multimedia and its teaching tools, display and teaching content related to the network of educational resources and textbook content of the theoretical knowledge of physical education and practical skills will be taught to the students, to promote the enhancement of students' physical education [7][8]. The application of multimedia teaching tools can help stimulate students' interest in learning sports knowledge, effectively break the traditional teaching methods and concepts, motivate students to learn sports knowledge and exercise and enrich the knowledge content of sports teaching, which can play a role in stimulating students' interest in learning sports knowledge and motivation to promote [9][10][11].…”