Effects of psychological fatigue on college athletes’ error-related negativity based on artificial intelligence computing method

Psychological fatigue includes mental fatigue and burnout. In order to investigate the impact of psychological fatigue on athletes' response monitoring, event-related potentials technique is typically used, and the most critical indicator is error-related negativity. Two experiments were carrie...

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Bibliographic Details
Published in:EURASIP journal on wireless communications and networking 2022-09, Vol.2022 (1), p.1-18, Article 76
Main Authors: Li, Jin, Wang, Yanni, Li, Sihua
Format: Article
Language:English
Subjects:
Algorithms
Amplitudes
Artificial intelligence
Athletes
Burnout
College athlete
Communications Engineering
Computation
Data processing
Engineering
Error correction
Error related negativity
Fatigue
Human-computer interface
Information Systems Applications (incl.Internet)
Machine Learning for Trust
Mental fatigue
Monitoring
Networks
Reaction time
Response monitoring
Security and Privacy in Computing and Communications
Signal,Image and Speech Processing
Wavelet transforms
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Summary:Psychological fatigue includes mental fatigue and burnout. In order to investigate the impact of psychological fatigue on athletes' response monitoring, event-related potentials technique is typically used, and the most critical indicator is error-related negativity. Two experiments were carried out to explore cause-effect relationships of psychological fatigue and response monitoring. The event-related potentials data processing was based on Artificial Intelligence computing methods, including wavelet transform, grayscale transformation and other algorithms. The first experiment was done to explain mental fatigue and response monitoring. 15 participants operated continuously 60 min Flanker task, and then operated 15 min task accompanied by light music. From the results of behavioral performances, the fatigue period compared with the fatigue-free period showed significant differences, including reaction time ( p  = 0.029) and correct rate ( p  = 0.046). From the results of error-related negativity, the amplitude of the fatigue-free period was bigger than that of the music adjustment period, the latter was bigger than that of the fatigue period ( p  
ISSN:1687-1499
1687-1472
1687-1499
DOI:10.1186/s13638-022-02166-8