How Physical Activities Affect Mental Fatigue Based on EEG Energy, Connectivity, and Complexity

被引:58
作者
Xu, Rui [1 ,2 ]
Zhang, Chuncui [1 ,2 ]
He, Feng [1 ,2 ]
Zhao, Xin [1 ,2 ]
Qi, Hongzhi [1 ,2 ]
Zhou, Peng [1 ,2 ]
Zhang, Lixin [1 ,2 ]
Ming, Dong [1 ,2 ]
机构
[1] Tianjin Univ, Dept Biomed Engn, Coll Precis Instruments & Optoelect Engn, Lab Neural Engn & Rehabil, Tianjin, Peoples R China
[2] Tianjin Univ, Acad Med Engn & Translat Med, Tianjin Int Joint Res Ctr Neural Engn, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
coherence; complexity; EEG; mental fatigue; physical activities; COHERENCE ANALYSIS; MUSCLE FATIGUE; ELECTROENCEPHALOGRAM; PSYCHOPHYSIOLOGY; PERFORMANCE;
D O I
10.3389/fneur.2018.00915
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Many studies have verified that there is an interaction between physical activities and mental fatigue. However, few studies are focused on the effect of physical activities on mental fatigue. This study was to analyze the states of mental fatigue based on electroencephalography (EEG) and investigate how physical activities affect mental fatigue. Fourteen healthy participants participated in an experiment including a 2-back mental task (the control) and the same mental task with cycling simultaneously (physical-mental task). Each experiment consisted of three 20 min fatigue-inducing sessions repeatedly (mental fatigue for mental tasks or mental fatigue plus physical activities for physical-mental tasks). During the evaluation sessions (before and after the fatigue-inducing sessions), the states of the participants were assessed by EEG parameters. Wavelet Packet Energy (WPE), Spectral Coherence Value (SCV), and Lempel-Ziv Complexity (LZC) were used to indicate mental fatigue from the perspectives of activation, functional connectivity, and complexity of the brain. The indices are the beta band energy E-beta, the energy ratio E-alpha/beta, inter-hemispheric SCV of beta band SCV beta and LZC. The statistical analysis shows that mental fatigue was detected by E-beta, E-alpha/beta, SCV beta, and LZC in physical-mental task. The slopes of the linear fit on these indices verified that the mental fatigue increased more fast during physical-mental task. It is concluded form the result that physical activities can enhance the mental fatigue and speed up the fatigue process based on brain activation, functional connection, and complexity. This result differs from the traditional opinion that physical activities have no influence on mental fatigue, and finds that physical activities can increase mental fatigue. This finding helps fatigue management through exercise instruction.
引用
收藏
页数:13
相关论文
共 60 条
[1]   Investigation of mental fatigue through EEG signal processing based on nonlinear analysis: Symbolic dynamics [J].
Azarnoosh, Mahdi ;
Nasrabadi, Ali Motie ;
Mohammadi, Mohammad Reza ;
Firoozabadi, Mohammad .
CHAOS SOLITONS & FRACTALS, 2011, 44 (12) :1054-1062
[2]   Working Memory: Theories, Models, and Controversies [J].
Baddeley, Alan .
ANNUAL REVIEW OF PSYCHOLOGY, VOL 63, 2012, 63 :1-29
[3]   Auditory temporal resolution is linked to resonance frequency of the auditory cortex [J].
Baltus, Alina ;
Herrmann, Christoph Siegfried .
INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2015, 98 (01) :1-7
[4]   Mental fatigue, motivation and action monitoring [J].
Boksem, MAS ;
Meijman, TF ;
Lorist, MM .
BIOLOGICAL PSYCHOLOGY, 2006, 72 (02) :123-132
[5]  
Boyas S., 2011, Annals of Physical and Rehabilitation Medicine, V54, P88, DOI 10.1016/j.rehab.2011.01.001
[6]   THE USE OF PSYCHOPHYSIOLOGY TO ASSESS DRIVER STATUS [J].
BROOKHUIS, KA ;
DEWAARD, D .
ERGONOMICS, 1993, 36 (09) :1099-1110
[7]   Limb-loaded cycling program for locomotor intervention following stroke [J].
Brown, DA ;
Nagpal, S ;
Chi, S .
PHYSICAL THERAPY, 2005, 85 (02) :159-168
[8]   Exploring resting-state EEG complexity before migraine attacks [J].
Cao, Zehong ;
Lai, Kuan-Lin ;
Lin, Chin-Teng ;
Chuang, Chun-Hsiang ;
Chou, Chien-Chen ;
Wang, Shuu-Jiun .
CEPHALALGIA, 2018, 38 (07) :1296-1306
[9]   Inherent Fuzzy Entropy for the Improvement of EEG Complexity Evaluation [J].
Cao, Zehong ;
Lin, Chin-Teng .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (02) :1032-1035
[10]   Resting-state EEG power and coherence vary between migraine phases [J].
Cao, Zehong ;
Lin, Chin-Teng ;
Chuang, Chun-Hsiang ;
Lai, Kuan-Lin ;
Yang, Albert C. ;
Fuh, Jong-Ling ;
Wang, Shuu-Jiun .
JOURNAL OF HEADACHE AND PAIN, 2016, 17