Shih-Chun Kao , Wei-Kuang Liang , Chun-Hao Wang , David Moreau
{"title":"超越线性测量:用非线性脑电图揭示运动和运动认知中隐藏的神经动力学。","authors":"Shih-Chun Kao , Wei-Kuang Liang , Chun-Hao Wang , David Moreau","doi":"10.1016/j.biopsycho.2025.109126","DOIUrl":null,"url":null,"abstract":"<div><div>Over the past fifty years, cognitive neuroscience has greatly enriched our understanding of how sport and exercise influence the human brain. Electroencephalography (EEG), with its non-invasive nature and exceptional temporal resolution, has been instrumental in uncovering the neurocognitive processes linking physical exercise and sport to cognition. While traditional linear EEG analyses have yielded valuable insights, they are limited in capturing the complex non-linear dynamics inherent in EEG signals, potentially obscuring critical aspects of brain-behavior relationships. This perspective article first reviews contemporary research using linear EEG methods to examine neural correlates as both antecedents and consequences of sport and exercise behaviors. We then discuss the non-linear nature of brain dynamics and the advantages of non-linear EEG analyses—such as multiscale entropy (MSE)—for revealing adaptive neural changes induced by physical activity. Finally, we introduce two advanced non-linear EEG techniques, cross-frequency coupling (CFC) and Holo-Hilbert Spectral Analysis (HHSA), which, though yet to be applied in sport and exercise science, hold significant promise for uncovering complex neural mechanisms overlooked by traditional linear approaches. Advocating for the integration of non-linear EEG analyses alongside conventional methods, this review aims to provide a more comprehensive understanding of the neural underpinnings of sport, exercise, and cognition, paving the way for future research in this evolving field.</div></div>","PeriodicalId":55372,"journal":{"name":"Biological Psychology","volume":"201 ","pages":"Article 109126"},"PeriodicalIF":2.9000,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Beyond linear measures: Revealing hidden neural dynamics in sports and exercise cognition with non-linear EEG\",\"authors\":\"Shih-Chun Kao , Wei-Kuang Liang , Chun-Hao Wang , David Moreau\",\"doi\":\"10.1016/j.biopsycho.2025.109126\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Over the past fifty years, cognitive neuroscience has greatly enriched our understanding of how sport and exercise influence the human brain. Electroencephalography (EEG), with its non-invasive nature and exceptional temporal resolution, has been instrumental in uncovering the neurocognitive processes linking physical exercise and sport to cognition. While traditional linear EEG analyses have yielded valuable insights, they are limited in capturing the complex non-linear dynamics inherent in EEG signals, potentially obscuring critical aspects of brain-behavior relationships. This perspective article first reviews contemporary research using linear EEG methods to examine neural correlates as both antecedents and consequences of sport and exercise behaviors. We then discuss the non-linear nature of brain dynamics and the advantages of non-linear EEG analyses—such as multiscale entropy (MSE)—for revealing adaptive neural changes induced by physical activity. Finally, we introduce two advanced non-linear EEG techniques, cross-frequency coupling (CFC) and Holo-Hilbert Spectral Analysis (HHSA), which, though yet to be applied in sport and exercise science, hold significant promise for uncovering complex neural mechanisms overlooked by traditional linear approaches. Advocating for the integration of non-linear EEG analyses alongside conventional methods, this review aims to provide a more comprehensive understanding of the neural underpinnings of sport, exercise, and cognition, paving the way for future research in this evolving field.</div></div>\",\"PeriodicalId\":55372,\"journal\":{\"name\":\"Biological Psychology\",\"volume\":\"201 \",\"pages\":\"Article 109126\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2025-09-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Biological Psychology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0301051125001449\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BEHAVIORAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biological Psychology","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0301051125001449","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BEHAVIORAL SCIENCES","Score":null,"Total":0}
Beyond linear measures: Revealing hidden neural dynamics in sports and exercise cognition with non-linear EEG
Over the past fifty years, cognitive neuroscience has greatly enriched our understanding of how sport and exercise influence the human brain. Electroencephalography (EEG), with its non-invasive nature and exceptional temporal resolution, has been instrumental in uncovering the neurocognitive processes linking physical exercise and sport to cognition. While traditional linear EEG analyses have yielded valuable insights, they are limited in capturing the complex non-linear dynamics inherent in EEG signals, potentially obscuring critical aspects of brain-behavior relationships. This perspective article first reviews contemporary research using linear EEG methods to examine neural correlates as both antecedents and consequences of sport and exercise behaviors. We then discuss the non-linear nature of brain dynamics and the advantages of non-linear EEG analyses—such as multiscale entropy (MSE)—for revealing adaptive neural changes induced by physical activity. Finally, we introduce two advanced non-linear EEG techniques, cross-frequency coupling (CFC) and Holo-Hilbert Spectral Analysis (HHSA), which, though yet to be applied in sport and exercise science, hold significant promise for uncovering complex neural mechanisms overlooked by traditional linear approaches. Advocating for the integration of non-linear EEG analyses alongside conventional methods, this review aims to provide a more comprehensive understanding of the neural underpinnings of sport, exercise, and cognition, paving the way for future research in this evolving field.
期刊介绍:
Biological Psychology publishes original scientific papers on the biological aspects of psychological states and processes. Biological aspects include electrophysiology and biochemical assessments during psychological experiments as well as biologically induced changes in psychological function. Psychological investigations based on biological theories are also of interest. All aspects of psychological functioning, including psychopathology, are germane.
The Journal concentrates on work with human subjects, but may consider work with animal subjects if conceptually related to issues in human biological psychology.