Brain-computer interfaces in digital mindfulness training for metacognitive, emotional and attention regulation skills: a literature review

Authors

DOI:

https://doi.org/10.33448/rsd-v12i3.40247

Keywords:

Brain-computer interfaces; Consumer-grade EEG devices; Metacognition; Self-regulation skills; Attentional control; Emotional regulation.

Abstract

Brain–Computer Interfaces (BCIs) are specialized systems that allow users to control computer applications using their brain waves. With the arrival of consumer-grade electroencephalography (EEG) equipment, brain-controlled systems began to find fertile ground in mental training. One particular area that is gradually gaining attention is that of mindfulness training. In this paper, the results of a literature review of BCI-assisted mindfulness training using BCI’s are presented. The specific aim is to review the effects of BCIs embedded in mindfulness interventions on training metacognitive, emotional, and attention regulation skills. Papers published the last 10 years were reviewed. The results showed that the use of BCIs provides subjects the unique opportunity to self-regulate mental and emotional functions using the feedback derived from their own brain activity. Subjects were found to raise better awareness about the ways non-conscious operations influence mental and emotional states. It was observed that subjects by learning to deal with the neurofeedback within immersive worlds or with the aid of mobile devices can better develop awareness and self-regulation skills including inhibition and flexibility. Learning environments have been undergoing rapid change driven by the evolution and availability of digital technologies. In that vein, BCIs combined with mobiles and immersive technologies could support mindfulness as an innovative practice for cognitive, emotional, and metacognitive development. This study aims to contribute to the debate about the use of BCI-assisted mindfulness practices as proactive methods and training strategies for various target groups such as students, teachers, and workers to achieve well-being and peak performance.

References

Acabchuk, R. L., Simon, M. A., Low, S., Brisson, J. M., & Johnson, B. T. (2021). Measuring meditation progress with a consumer-grade EEG device: caution from a randomized controlled trial. Mindfulness, 12(1), 68-81.

Aftanas, L. I., & Golocheikine, E. S. (2001). Human anterior and frontal midline theta and lower alpha reflect emotionally positive state and internalized attention: high-resolution EEG investigation of meditation. Neuroscience letters, 310(1), 57-60.

Alexopoulou, A., Batsou, A., & Drigas, A. (2019). Resilience and Academic Underachievement in Gifted Students: Causes, Consequences and Strategic Methods of Prevention and Intervention. International Journal of Online & Biomedical Engineering, 15(14). 78.

Alexopoulou A, Batsou A, Drigas A, 2020 Mobiles and cognition: The associations between mobile technology and cognitive flexibility iJIM 14(3) 146-156

Amores, J., Benavides, X., & Maes, P. (2016). Psychicvr: Increasing mindfulness by using virtual reality and brain-computer interfaces. In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems (pp. 2-2)

Anagnostopoulou, P., Alexandropoulou, V., Lorentzou, G., Lykothanasi, A., Ntaountaki, P., & Drigas, A. (2020). Artificial intelligence in autism assessment. International Journal of Emerging Technologies in Learning (iJET), 15(6), 95-107.

Angelopoulou, E., & Drigas, A. (2021). Working memory, attention and their relationship: A theoretical overview. Research, Society and Development, 10(5),1-8, e46410515288-e46410515288.

Amzica, F., & Steriade, M. (1998). Electrophysiological correlates of sleep delta waves. Electroencephalography and clinical neurophysiology, 107(2), 69-83.

Angelidis, A., Hagenaars, M., van Son, D., van der Does, W., & Putman, P. (2018). Do not look away! Spontaneous frontal EEG theta/beta ratio as a marker for cognitive control over attention to mild and high threat. Biological psychology, 135, 8-17. doi:10.1016/j.biopsycho.2018.03.002

Antle, A. N., Chesick, L., Sridharan, S. K., & Cramer, E. (2018, June 12). East meets west: a mobile brain-computer system that helps children living in poverty learn to self-regulate. Personal and Ubiquitous Computing, 22(4), 839–866. https://doi.org/10.1007/s00779-018-1166-x

Arpaia, P., D’Errico, G., De Paolis, L. T., Moccaldi, N., & Nuccetelli, F. (2021). A narrative review of mindfulness-based interventions using virtual reality. Mindfulness, 1-16.

Bakola, L., & Drigas, A. (2020). Technological development process of emotional Intelligence as a therapeutic recovery implement in children with ADHD and ASD comorbidity. International Association of Online Engineering, 16 (3), 75-85.

Bakola, L., Chaidi, I., Drigas, A., Skianis, C., & Karagiannidis, C. (2022). Women with Special Educational Needs. Policies & ICT for Integration & Equality. Technium Soc. Sci. J., 28, 67.

Bakola, L. N., Rizos, N. D., & Drigas, A. (2019). ICTs For Emotional and Social Skills Development for Children with ADHD And ASD Co-existence. Int. J. Emerg. Technol. Learn., 14(5), 122-131.

Balconi, M., Crivelli, D., & Angioletti, L. (2019). Efficacy of a neurofeedback training on attention and driving performance: physiological and behavioral measures. Frontiers in neuroscience, 13, 996.

Balconi, M., Fronda, G., & Crivelli, D. (2018, November 24). Effects of technology-mediated mindfulness practice on stress: psychophysiological and self-report measures. Stress, 22(2), 200–209. https://doi.org/10.1080/10253890.2018.1531845.

Bamicha V, Drigas A 2022 ToM & ASD: The interconnection of Theory of Mind with the social-emotional, cognitive development of children with Autism Spectrum Disorder. The use of ICTs as an alternative … Technium Social Sciences Journal 33, 42-72

Boccia, M., Piccardi, L., & Guariglia, P. (2015). The meditative mind: a comprehensive meta-analysis of MRI studies. BioMed research international, 2015.

Bhayee, S., Tomaszewski, P., Lee, D. H., Moffat, G., Pino, L., Moreno, S., & Farb, N. A. (2016). Attentional and affective consequences of technology supported mindfulness training: a randomised, active control, efficacy trial. BMC psychology, 4(1), 1-14.

Braboszcz, C., Cahn, B. R., Levy, J., Fernandez, M., & Delorme, A. (2017). Increased gamma brainwave amplitude compared to control in three different meditation traditions. PloS one, 12(1), e0170647.

Bravou V, Drigas A, 2019 A contemporary view on online and web tools for students with sensory & learning disabilities iJOE 15(12) 97

Bravou V, Oikonomidou D, Drigas A, 2022 Applications of Virtual Reality for Autism Inclusion. A review Retos 45, 779-785

Dobosz, K., & Wittchen, P. (2015). Brain-computer interface for mobile devices. Journal of Medical Informatics & Technologies, 24.

Cahn, B. R., & Polich, J. (2006). Meditation states and traits: EEG, ERP, and neuroimaging studies. Psychological bulletin, 132(2), 180.

Chaidi I, Drigas A, 2022 "Parents' views Questionnaire for the education of emotions in Autism Spectrum Disorder" in a Greek context and the role of ICTs Technium Social Sciences Journal 33, 73-91

Chaidi, I., & Drigas, A. (2020). Autism, expression, and understanding of emotions: literature review. Int. J. Online Biomed. Eng., vol. 16, no. 02, pp. 94–111

Chaidi, I., & Drigas, A. (2022). Digital games & special education. Technium Soc. Sci. J., 34, 214.

Charami, F., & Drigas, A. (2014). ICTs in English Learning and Teaching. International Journal of Engineering and Science. Vol. 2(4):4-10. DOI: 10.3991/ijes.v2i4.4016

Chiesa, A., & Serretti, A. (2010). A systematic review of neurobiological and clinical features of mindfulness meditations. Psychological medicine, 40(8), 1239-1252.

Choo, A., & May, A. (2014, October). Virtual mindfulness meditation: Virtual reality and electroencephalography for health gamification. In 2014 IEEE Games Media Entertainment (pp. 1-3). IEEE.

Creswell, J. D. (2017). Mindfulness interventions. Annual review of psychology, 68(1), 491-516.

Crivelli, D., Fronda, G., Venturella, I., & Balconi, M. (2019a). Stress and neurocognitive efficiency in managerial contexts: A study on technology-mediated mindfulness practice. International Journal of Workplace Health Management.

Crivelli, D., Fronda, G., & Balconi, M. (2019). Neurocognitive enhancement effects of combined mindfulness–neurofeedback training in sport. Neuroscience, 412, 83-93.

Crivelli, D., Fronda, G., Venturella, I., & Balconi, M. (2018, June 19). Supporting Mindfulness Practices with Brain-Sensing Devices. Cognitive and Electrophysiological Evidence. Mindfulness, 10(2), 301–311. https://doi.org/10.1007/s12671-018-0975-3

Demertzi E, Voukelatos N, Papagerasimou Y, Drigas A, 2018 Online learning facilities to support coding and robotics courses for youth International Journal of Engineering Pedagogy (iJEP) 8 (3), 69-80

Driga, A.M., Drigas, A.S. 2019 “Climate Change 101: How Everyday Activities Contribute to the Ever-Growing Issue”, International Journal of Recent Contributions from Engineering, Science & IT, vol. 7(1), pp. 22-31, https://doi.org/10.3991/ijes.v7i1.10031

Driga, A.M., and Drigas, A.S. 2019 “ADHD in the Early Years: Pre-Natal and Early Causes and Alternative Ways of Dealing.” International Journal of Online and Biomedical Engineering (IJOE), vol. 15, no. 13, p. 95., doi:10.3991/ijoe.v15i13.11203

Drigas AS, Argyri K, Vrettaros J (2009) Decade review (1999-2009): artificial intelligence techniques in student modeling. In: World Summit on Knowledge Society. Springer, pp 552–564

Drigas A, DE Dede, S Dedes 2020 Mobile and other applications for mental imagery to improve learning disabilities and mental health International Journal of Computer Science Issues (IJCSI) 17 (4), 18-23

Drigas, A., Dourou, A. (2013). A Review on ICTs, E-Learning and Artificial Intelligence for Dyslexic’s Assistance. International Journal of Emerging Technologies in Learning (iJET), 8(4), 63-67.

Drigas, A., & Bakola, L. N. (2021). The 8x8 Layer Model Consciousness-Intelligence-Knowledge Pyramid, and the Platonic Perspectives. Int. J. Recent Contributions Eng. Sci. IT, 9(2), 57-72.

Drigas, A. S., & Ioannidou, R. E. (2011), September). ICTs in special education: A review. In World Summit on Knowledge Society (pp. 357-364). Springer, Berlin, Heidelberg

Drigas, A. & Ioannidou, R. E. (2013). Special education and ICT's. International Journal of Emerging Technologies in Learning 8(2), 41– 47.

Drigas, A. S., Ioannidou, R. E. 2013 A Review on Artificial Intelligence in Special Education, Information Systems, Elearning, and Knowledge Management Research Communications in Computer and Information Science Volume 278, pp 385-391

Drigas, A. S., Karyotaki, M. (2019). " A Layered Model of Human Consciousness". Int. J. Recent Contributions Eng. Sci. IT, 7(3), 41-50.

Drigas, A. S., Karyotaki, M., & Skianis, C. (2018). An integrated approach to neuro-development, neuroplasticity and cognitive improvement. International Journal of Recent Contributions from Engineering, Science & IT (iJES), 6(3), 4-18.

Drigas A, Karyotaki M 2014. Learning Tools and Application for Cognitive Improvement. International Journal of Engineering Pedagogy, 4(3): 71-77. From (Retrieved on 13 May 2016)

Drigas A, Karyotaki M (2017) Attentional control and other executive functions. Int J Emerg Technol Learn iJET 12(03):219–233

Drigas A, Karyotaki M 2019 Attention and its Role: Theories and Models. International Journal of Emerging Technologies in Learning 14 (12), 169-182

Drigas A, Karyotaki M 2019 Executive Functioning and Problem Solving: A Bidirectional Relation. International Journal of Engineering Pedagogy (iJEP) 9 (3)

Drigas A, Karyotaki M, Skianis C, 2017 Success: A 9 layered-based model of giftedness International Journal of Recent Contributions from Engineering, Science & IT 5(4) 4-18

Drigas, A., Kokkalia, G. 2017. ICTs and Special Education in Kindergarten. International Journal of Emerging Technologies in Learning 9 (4), 35–42.

Drigas, A. S., Kokkalia, G. K. (2014). ICTs in Kindergarten. International Journal of Emerging Technologies in Learning, 9(2). https://doi.org/10.3991/ijet.v9i2.3278

Drigas, A., Kokkalia, G., & Lytras, M. D. (2015). Mobile and multimedia learning in preschool education. Journal of Mobile Multimedia, 11(1-2) 119-133.

Drigas, A., & Kontopoulou, M. T. L. (2016). ICTs based physics learning. International Journal of Engineering Pedagogy (iJEP), 6(3), 53-59.

Drigas, A., & Kostas, I. (2014). On Line and other ICTs Applications for teaching math in Special Education. International Journal of Recent Contributions from Engineering, Science & IT (iJES), 2(4), 46-53.

Drigas, A. S., & Koukianakis, L. G. (2006). An open distance learning e-system to support SMEs e-enterprising. WSEAS Transactions on Information Science and Applications, 3(3), 526-531.

Drigas, A., Koukianakis, L., Papagerasimou, Y., 2011, Towards an ICT-based psychology: Epsychology, Computers in Human Behavior, 27:1416–1423. https://doi.org/10.1016/j.chb.2010.07.045

Drigas A., and Koukianakis L. 2006 An open distance learning e-system to support SMEs e-enterprising. In proceeding of 5th WSEAS Internationalconference on Artificial intelligence, knowledge engineering, data bases (AIKED 2006). Spain

Drigas, A., Koukianakis, L., & Papagerasimou, Y. (2006, October). An e-learning environment for nontraditional students with sight disabilities. In Proceedings. Frontiers in Education. 36th Annual Conference (pp. 23-27). IEEE.

Drigas, A., & Koukianakis, L. (2009). Government online: an e-government platform to improve public administration operations and services delivery to the citizen. In World Summit on Knowledge Society (pp. 523-532). Springer, Berlin, Heidelberg.

Drigas, A. S., & Kouremenos, D. (2005). An e-learning management system for the deaf people. WSEAS Transactions on Advances in Engineering Education, 1(2), 20-24.

Drigas, A., Leliopoulos, P. (2013). Business to consumer (B2C) e-commerce decade evolution. International Journal of Knowledge Society Research (IJKSR), 4(4), 1-10.

Drigas, A., Mitsea, E., & Skianis, C. (2022). Virtual reality and metacognition training techniques for learning disabilities. Sustainability, 14(16), 10170.

Drigas, A. Mitsea, E. Skianis C. 2022 Subliminal Training Techniques for Cognitive, Emotional and Behavioural Balance. The role of Εmerging Technologies Technium Social Sciences Journal 33, 164-186

Drigas, A., Mitsea, E., & Skianis, C. (2022). Clinical Hypnosis & VR, Subconscious Restructuring-Brain Rewiring & the Entanglement with the 8 Pillars of Metacognition X 8 Layers of Consciousness X 8 Intelligences. International Journal of Online & Biomedical Engineering, 18(1).

Drigas, A., Mitsea, E. (2020). The Triangle of Spiritual Intelligence, Metacognition and Consciousness. Int. J. Recent Contributions Eng. Sci. IT, 8(1), 4-23.

Drigas, A., Mitsea, E. (2021). 8 Pillars X 8 Layers Model of Metacognition: Educational Strategies, Exercises &Trainings. International Journal of Online & Biomedical Engineering, 17(8).

Drigas, A., Mitsea, E. (2021). Metacognition, Stress-Relaxation Balance & Related Hormones. Int. J. Recent Contributions Eng. Sci. IT, 9(1), 4-16.

Drigas, A., Mitsea, E. (2020). A Metacognition Based 8 Pillars Mindfulness Model and Training Strategies. Int. J. Recent Contributions Eng. Sci. IT, 8(4), 4-17.

Drigas, A., Mitsea, E. (2021). Neuro-Linguistic Programming & VR via the 8 Pillars of Metacognition X 8 Layers of Consciousness X 8 Intelligences. Technium Soc. Sci. J., 26, 159.

Drigas, A., Mitsea, E., & Skianis, C. (2021). The Role of Clinical Hypnosis and VR in Special Education. International Journal of Recent Contributions from Engineering Science & IT (iJES), 9(4), 4-17.

Drigas, A., Mitsea, E. (2021). 8 Pillars X 8 Layers Model of Metacognition: Educational Strategies, Exercises &Trainings. International Journal of Online & Biomedical Engineering, 17(8). https://doi.org/10.3991/ijoe.v17i08.23563

Drigas, A., Mitsea, E.,.2022 Conscious Breathing: a Powerful Tool for Physical & Neuropsychological Regulation. The role of Mobile Apps Technium Social Sciences Journal 28, 135-158

Drigas, A., Mitsea, E. Skianis C 2022 Neuro-Linguistic Programming, Positive Psychology & VR in Special Education. Scientific Electronic Archives 15 (1)

Drigas, A., & Mitsea, E. (2022). Breathing: a Powerful Tool for Physical & Neuropsychological Regulation. The role of Mobile Apps. Technium Soc. Sci. J., 28, 135.

Drigas, A. S., & Papanastasiou, G. (2014). Interactive White Boards in Preschool and Primary Education. International Journal of Online Engineering, 10(4). 46–51

Drigas, A., & Papoutsi, C. (2019). Emotional Intelligence as an Important Asset for HR in Organizations: Leaders and Employees. International Journal of Advanced Corporate Learning, 12(1).

Drigas, A., & Papoutsi, C. (2020). The Need for Emotional Intelligence Training Education in Critical and Stressful Situations: The Case of Covid-19. Int. J. Recent Contributions Eng. Sci. IT, 8(3), 20-36.

Drigas, A. S., Pappas, M. A., & Lytras, M. (2016). Emerging technologies for ICT based education for dyscalculia: implications for computer engineering education. International journal of engineering education, 32(4), 1604-1610.

Drigas, A. S., Pappas M.A. 2015 "On line and other Game-Based Learning for Mathematics." International Journal of Online Engineering (iJOE) 11.4, 62-67, https://doi.org/10.3991/ijoe.v11i4.4742

Drigas, A., Pappas, M. (2015). ICT based screening tools and etiology of dyscalculia. International Journal of Engineering Pedagogy, 5(3), 61-66.

Drigas, A. S., Pappas M., 2017. “The Consciousness-Intelligence-Knowledge Pyramid: An 8x8 Layer Model,” International Journal of Recent Contributions from Engineering, Science & IT (iJES), vol. 5, no.3, pp 14-25, https://doi.org/10.3991/ijes.v5i3.7680

Drigas A, Petrova A 2014 ICTs in speech and language therapy International Journal of Engineering Pedagogy (iJEP) 4 (1), 49-54

Drigas, A., & Politi-Georgousi, S. (2019). Icts as a distinct detection approach for dyslexia screening: A contemporary view. International Journal of Online and Biomedical Engineering (iJOE), 15(13):46–60.

Drigas, A. Sideraki A 2021 Emotional Intelligence in Autism Technium Soc. Sci. J. 26, 80

Drigas, A. S., Stavridis, G., & Koukianakis, L. (2004). A Modular Environment for E-learning and E-psychology Applications. WSEAS Transactions on Computers, 3(6), 2062-2067.

Drigas, A., & Vlachou, J. A. (2016). Information and communication technologies (ICTs) and autistic spectrum disorders (ASD). International Journal of Recent Contributions from Engineering, Science & IT (iJES), 4(1), 4-10.

Drigas, A. S., Vrettaros, J., Stavrou, L., & Kouremenos, D. (2004). E-learning Environment for Deaf People in the E-commerce and New Technologies Sector. WSEAS Transactions on Information Science and Applications, 1(5), 1189-1196.

Drigas, A.S., Vrettaros, J. and Kouremenos, D. (2004a) ‘Teleeducation and e-learning services for teaching English as a second language to deaf people, whose first language is the sign language’, WSEAS Transactions on Information Science and Applications, Vol. 1, No. 3, pp.834–842.

Drigas, A., Vrettaros, J. (2004): An Intelligent Tool for Building e-Learning Contend-Material Using Natural Language in Digital Libraries. WSEAS Transactions on Information Science and Applications 5(1) 1197–1205

Drigas, A.S., Vrettaros, J., Koukianakis, L.G. and Glentzes, J.G. (2005). A Virtual Lab and e-learning system for renewable energy sources. Int. Conf. on Educational Tech.

Drigas A, Vrettaros J, Tagoulis A, Kouremenos D, 2010 Teaching a foreign language to deaf people via vodcasting & web 2.0 tools World Summit on Knowledge Society, 514-521

Drigas, A., & Mitsea, E. (2020). A Metacognition Based 8 Pillars Mindfulness Model and Training Strategies. Int. J. Recent Contributions Eng. Sci. IT, 8(4), 4-17.

Doulou, A., & Drigas, A. (2022). Electronic, VR & Augmented Reality Games for Intervention in ADHD. Technium Soc. Sci. J., 28, 159.

Dunning, D. L., Griffiths, K., Kuyken, W., Crane, C., Foulkes, L., Parker, J., & Dalgleish, T. (2019). Research Review: The effects of mindfulness‐based interventions on cognition and mental health in children and adolescents–a meta‐analysis of randomized controlled trials. Journal of Child Psychology and Psychiatry, 60(3), 244-258.

Economides, M., Martman, J., Bell, M. J., & Sanderson, B. (2018). Improvements in stress, affect, and irritability following brief use of a mindfulness-based smartphone app: a randomized controlled trial. Mindfulness, 9(5), 1584-1593.

Fell, J., Axmacher, N., & Haupt, S. (2010). From alpha to gamma: electrophysiological correlates of meditation-related states of consciousness. Medical hypotheses, 75(2), 218-224.

Flavell, J. H. (1979). Metacognition and cognitive monitoring: A new area of cognitive–developmental inquiry. American psychologist, 34(10), 906.

Fleur, D. S., Bredeweg, B., & van den Bos, W. (2021). Metacognition: ideas and insights from neuro-and educational sciences. npj Science of Learning, 6(1), 1-11.

Fingelkurts, A. A., Fingelkurts, A. A., & Kallio-Tamminen, T. (2015). EEG-guided meditation: a personalized approach. Journal of Physiology-Paris, 109(4-6), 180-190.

Ford, N. L., Wyckoff, S. N., & Sherlin, L. H. (2016). Neurofeedback and mindfulness in peak performance training among athletes. Biofeedback, 44(3), 152-159.

Fronda, G., Balconi, M., & Crivelli, D. (2018). Neuroethical implications of neurocognitive enhancement in managerial professional contexts. Journal of Cognitive Enhancement, 2(4), 356-363.

Galitskaya, V., & Drigas, A. (2021). The importance of working memory in children with Dyscalculia and Ageometria. Scientific Electronic Archives, 14(10).

Gronfier, C., Luthringer, R., Follenius, M., Schaltenbrand, N., Macher, J. P., Muzet, A., & Brandenberger, G. (1996). A quantitative evaluation of the relationships between growth hormone secretion and delta wave electroencephalographic activity during normal sleep and after enrichment in delta waves. Sleep, 19(10), 817-824.

Hawley, L. L., Rector, N. A., DaSilva, A., Laposa, J. M., & Richter, M. A. (2021, January). Technology supported mindfulness for obsessive compulsive disorder: Self-reported mindfulness and EEG correlates of mind wandering. Behaviour Research and Therapy, 136, 103757. https://doi.org/10.1016/j.brat.2020.103757

Hofmann, S. G., Sawyer, A. T., Witt, A. A., & Oh, D. (2010). The effect of mindfulness-based therapy on anxiety and depression: A meta-analytic review. Journal of consulting and clinical psychology, 78(2), 169.

Hunkin, H., King, D. L., & Zajac, I. T. (2021). EEG Neurofeedback During Focused Attention Meditation: Effects on State Mindfulness and Meditation Experiences. Mindfulness, 12(4), 841–851. https://doi.org/10.1007/s12671-020-01541-0.

Järvelä, S., Cowley, B., Salminen, M., Jacucci, G., Hamari, J., & Ravaja, N. (2021). Augmented virtual reality meditation: Shared dyadic biofeedback increases social presence via respiratory synchrony. ACM Transactions on Social Computing, 4(2), 1-19.

Jeannerod, M. (2003). The mechanism of self-recognition in humans. Behavioural brain research, 142(1-2), 1-15.

Jensen, O., Kaiser, J., & Lachaux, J. P. (2007). Human gamma-frequency oscillations associated with attention and memory. Trends in neurosciences, 30(7), 317-324.

Jung, M., & Lee, M. (2021, November). The Effect of a Mindfulness-Based Education Program on Brain Waves and the Autonomic Nervous System in University Students. In Healthcare (Vol. 9, No. 11, p. 1606). MDPI.

Kapsi, S., Katsantoni, S., & Drigas, A. (2020). The Role of Sleep and Impact on Brain and Learning. Int. J. Recent Contributions Eng. Sci. IT, 8(3), 59-68.

Karabatzaki, Z., Stathopoulou, A., Kokkalia, G., Dimitriou, E., Loukeri, P., Economou A., & Drigas, A. (2018). Mobile Application Tools for Students in Secondary Education. An Evaluation Study. International Journal of Interactive Mobile Technologies (iJIM), 12(2), 142-161

Karyotaki, M., Bakola, L., Drigas, A., & Skianis, C. (2022). Women's Leadership via Digital Technology and Entrepreneurship in business and society. Technium Soc. Sci. J., 28, 246.

Karyotaki, M., & Drigas, A. (2016). Latest trends in problem solving assessment. International Journal of Recent contributions from Engineering, Science & IT (iJES), 4(2), 4-10.

Karyotaki, M., & Drigas, A. (2015). Online and other ICT Applications for Cognitive Training and Assessment. International Journal of Online Engineering, 11(2). 36-42.

Karyotaki M, Drigas A, 2016 Online and Other ICT-based Training Tools for Problem-solving Skills. International Journal of Emerging Technologies in Learning 11 (6)

Kefalis C, Kontostavlou EZ, Drigas A, 2020 The Effects of Video Games in Memory and Attention. Int. J. Eng. Pedagog. 10 (1), 51-61

Kokkalia, G., Drigas, A. S., & Economou, A. (2016). Mobile learning for preschool education. International Journal of Interactive Mobile Technologies, 10(4).

Kokkalia, G., Drigas, A. S., Economou, A., & Roussos, P. (2019). School readiness from kindergarten to primary school. International Journal of Emerging Technologies in Learning (Online), 14(11), 4.

Kokkalia, G., Drigas, A., & Economou, A. (2016). The role of games in special preschool education. International Journal of Emerging Technologies in Learning (iJET), 11(12), 30-35.

Kokkalia, G., Drigas, A., Economou, A., Roussos, P., & Choli, S. (2017). The Use of Serious Games in Preschool Education. International Journal of Emerging Technologies in Learning, 12(11).

Kontostavlou, E. Z., & Drigas, A. S. (2019). The Use of Information and Communications Technology (ICT) in Gifted Students. Int. J. Recent Contributions Eng. Sci. IT, 7(2), 60-67.

Kosunen, I., Salminen, M., Järvelä, S., Ruonala, A., Ravaja, N., & Jacucci, G. (2016, March). RelaWorld: neuroadaptive and immersive virtual reality meditation system. In Proceedings of the 21st International Conference on Intelligent User Interfaces (pp. 208-217).

Knyazev, G. G. (2007). Motivation, emotion, and their inhibitory control mirrored in brain oscillations. Neuroscience & Biobehavioral Reviews, 31(3), 377-395.

Lee, D. J., Kulubya, E., Goldin, P., Goodarzi, A., & Girgis, F. (2018). Review of the neural oscillations underlying meditation. Frontiers in neuroscience, 12, 178.

Lomas, T., Ivtzan, I., & Fu, C. H. (2015). A systematic review of the neurophysiology of mindfulness on EEG oscillations. Neuroscience & Biobehavioral Reviews, 57, 401-410.

Loonis, R. F., Brincat, S. L., Antzoulatos, E. G., & Miller, E. K. (2017). A meta-analysis suggests different neural correlates for implicit and explicit learning. Neuron, 96(2), 521-534.

Lutz, A., Greischar, L. L., Rawlings, N. B., Ricard, M., & Davidson, R. J. (2004). Long-term meditators self-induce high-amplitude gamma synchrony during mental practice. Proceedings of the national Academy of Sciences, 101(46), 16369-16373.

Lytra, N., & Drigas, A. (2021). STEAM education-metacognition–Specific Learning Disabilities. Scientific Electronic Archives, 14(10).

Martínez-Briones, B. J., Fernández-Harmony, T., Garófalo Gómez, N., Biscay-Lirio, R. J., & Bosch-Bayard, J. (2020). Working memory in children with learning disorders: An EEG power spectrum analysis. Brain Sciences, 10(11), 817.

Martinez, T., & Zhao, Y. (2018, March 12). The Impact of Mindfulness Training on Middle Grades Students’ Office Discipline Referrals. RMLE Online, 41(3), 1–8. https://doi.org/10.1080/19404476.2018.1435840

Mitsea, E., & Drigas, A. (2019). A journey into the metacognitive learning strategies. International Journal of Online & Biomedical Engineering, 15(14). https://doi.org/ 10.3991/ijoe.v15i14.11379

Mitsea E, Drigas A,, C Skianis 2022 Breathing, Attention & Consciousness in Sync: The role of Breathing Training, Metacognition & Virtual Reality Technium Social Sciences Journal 29, 79-97

Mitsea, E., Drigas, A., & Mantas, P. (2021). Soft Skills & Metacognition as Inclusion Amplifiers in the 21 st Century. International Journal of Online & Biomedical Engineering, 17(4).

Mitsea, E., Lytra, N., Akrivopoulou, A., & Drigas, A. (2020). Metacognition, Mindfulness and Robots for Autism Inclusion. Int. J. Recent Contributions Eng. Sci. IT, 8(2), 4-20.

Mitsea, E., Drigas, A., & Skianis, C. (2022). Cutting-Edge Technologies in Breathwork for Learning Disabilities in Special Education. Technium Soc. Sci. J., 34, 136.

Mitsea, E., Drigas, A., & Skianis, C. (2022). Metacognition in Autism Spectrum Disorder: Digital Technologies in Metacognitive Skills Training. Technium Soc. Sci. J., 31, 153.

Mitsea E, Drigas A, Skianis C, 2022 ICTs and Speed Learning in Special Education: High-Consciousness Training Strategies for High-Capacity Learners through Metacognition Lens Technium Soc. Sci. J. 27, 230

Mitsea, E., Drigas, A., & Skianis, C. (2022). Mindfulness Strategies for Metacognitive Skills Training in Special Education: The Role of Virtual Reality. Technium Soc. Sci. J., 35, 232.

Millstine, D. M., Bhagra, A., Jenkins, S. M., Croghan, I. T., Stan, D. L., Boughey, J. C., ... & Pruthi, S. (2019). Use of a wearable EEG headband as a meditation device for women with newly diagnosed breast cancer: A randomized controlled trial. Integrative Cancer Therapies, 18, 1534735419878770.

Mrazek, A. J., Mrazek, M. D., Cherolini, C. M., Cloughesy, J. N., Cynman, D. J., Gougis, L. J., ... & Schooler, J. W. (2019). The future of mindfulness training is digital, and the future is now. Current Opinion in Psychology, 28, 81-86.

Nicolas-Alonso, L. F., & Gomez-Gil, J. (2012). Brain computer interfaces, a review. sensors, 12(2), 1211-1279.

Ntaountaki, P., Lorentzou, G., Lykothanasi, A., Anagnostopoulou, P., Alexandropoulou, V., & Drigas, A. (2019). Robotics in Autism Intervention. Int. J. Recent Contributions Eng. Sci. IT, 7(4), 4-17.

Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ 2021;372:n71. doi: 10.1136/bmj.n71

Papanastasiou, G., Drigas, A., Skianis, C., & Lytras, M. (2020). Brain computer interface based applications for training and rehabilitation of students with neurodevelopmental disorders. A literature review. Heliyon, 6(9), e04250.

Papanastasiou, G., Drigas, A., Skianis, C., Lytras, M., & Papanastasiou, E. (2018). Patient-centric ICTs based healthcare for students with learning, physical and/or sensory disabilities. Telematics and Informatics, 35(4), 654-664.

Papanastasiou, G., Drigas, A., Skianis, C., & Lytras, M. (2020). Brain computer interface based applications for training and rehabilitation of students with neurodevelopmental disorders. A literature review. Heliyon, 6(9), e04250

Papanastasiou, G. P., Drigas, A. S., & Skianis, C. (2017). Serious games in preschool and primary education: Benefits and impacts on curriculum course syllabus. International Journal of Emerging Technologies in Learning, 12(1), 44–56. https://doi.org/10.3991/ijet.v12i01.6065

Papanastasiou, G., Drigas, A., Skianis, C., & Lytras, M. D. (2017). Serious games in K-12 education: Benefits and impacts on students with attention, memory and developmental disabilities. Program, 51(4), 424-440. https://doi.org/10.1108/prog-02-2016-0020

Papoutsi, C., & Drigas, A. (2016). Games for empathy for social impact. International Journal of Engineering Pedagogy 6(4), 36-40.

Papoutsi C., Drigas, A. S., and C. Skianis, 2018 “Mobile Applications to Improve Emotional Intelligence in Autism – A Review,” Int. J. Interact. Mob. Technol. (iJIM); Vol 12, No 6,

Papoutsi C, Drigas A, C Skianis 2021 Virtual and augmented reality for developing emotional intelligence skills Int. J. Recent Contrib. Eng. Sci. IT (IJES) 9 (3), 35-53

Papoutsi, C., & Drigas, A. S. (2017). Empathy and Mobile Applications. International Journal of Interactive Mobile Technologies, 11(3).

Papoutsi, C., Drigas, A., & Skianis, C. (2019). Emotional intelligence as an important asset for HR in organizations: Attitudes and working variables. International Journal of Advanced Corporate Learning, 12(2), 21.

Pappas, M. A., Drigas, A. S., Papagerasimou, Y., Dimitriou, H., Katsanou, N., Papakonstantinou, S., & Karabatzaki, Z. (2018). Female entrepreneurship and employability in the digital era: The case of Greece. Journal of Open Innovation: Technology, Market, and Complexity, 4(2), 15.

Pappas, M. A., & Drigas, A. S. (2019). Computerized Training for Neuroplasticity and Cognitive Improvement. Int. J. Eng. Pedagog., 9(4), 50-62.

Pappas, M. A., Demertzi, E., Papagerasimou, Y., Koukianakis, L., Voukelatos, N., & Drigas, A. (2019). Cognitive-based E-learning design for older adults. Social Sciences, 8(1), 6.

Pappas, M & Drigas, A.,. (2015). ICT based screening tools and etiology of dyscalculia. International Journal of Engineering Pedagogy, 3, 61-66.

Pappas, M., & Drigas, A. (2016). Incorporation of artificial intelligence tutoring techniques in mathematics. International Journal of Engineering Pedagogy, 6(4), 12–16. https://doi.org/10.3991/ijep.v6i4.6063

Pappas, M. A., Demertzi, E., Papagerasimou, Y., Koukianakis, L., Kouremenos, D., Loukidis, I., & Drigas, A. S. (2018). E-learning for deaf adults from a user-centered perspective. Education Sciences, 8(4), 206.

Pawade, D., Sakhapara, A., Rege, R., Gupta, S., Jain, H., & Joshi, K. (2023). Meditation Therapy for Stress Management Using Brainwave Computing and Real Time Virtual Reality Feedback. In International Conference on Data Management, Analytics & Innovation (pp. 639-650). Springer, Singapore.

Pennequin, V., Questel, F., Delaville, E., Delugre, M., & Maintenant, C. (2020). Metacognition and emotional regulation in children from 8 to 12 years old. British Journal of Educational Psychology, 90, 1-16.

Richer, R., Zhao, N., Amores, J., Eskofier, B. M., & Paradiso, J. A. (2018, July). Real-time mental state recognition using a wearable eeg. In 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (pp. 5495-5498). IEEE.

Richter, M., Hawley, L., Da Silva, A., & Rector, N. (2019). T23. OCD Treatment Response to Technology-Supported Mindfulness Meditation and Changes in EEG Oscillatory Activity. Biological Psychiatry, 85(10), S138.

Rhodes, M. G. (2019). Metacognition. Teaching of Psychology, 46(2), 168-175.

Rolbiecki, A. J., Craig, K., Polniak, M., Smith, J., Ghosh, P., & Mehr, D. R. (2022). Virtual Reality and Neurofeedback for Management of Cancer Symptoms: A Feasibility Pilot. American Journal of Hospice and Palliative Medicine®, 10499091221109900.

Schaefer, E. E. (2018). Using neurofeedback and mindfulness pedagogies to teach open listening. Computers and Composition, 50, 78-104.

Schuurmans, A. A., Nijhof, K. S., Scholte, R., Popma, A., & Otten, R. (2020). Game-based meditation therapy to improve posttraumatic stress and neurobiological stress systems in traumatized adolescents: protocol for a randomized controlled trial. JMIR research protocols, 9(9), e19881.

Sliwinski, J., Katsikitis, M., & Jones, C. M. (2017). A review of interactive technologies as support tools for the cultivation of mindfulness. Mindfulness, 8(5), 1150-1159.

Stathopoulou, A., Loukeris, D., Karabatzaki, Z., Politi, E., Salapata, Y., & Drigas, A. (2020). Evaluation of mobile apps effectiveness in children with autism social training via digital social stories. Int. J. Interact. Mob. Technol. (iJIM); Vol 14, No 03,

Stathopoulou, A., Karabatzaki, Z., Kokkalia, G., Dimitriou, E., Loukeri, P. I., Economou, A., & Drigas, A. (2018). Mobile Assessment Procedures for Mental Health and Literacy Skills in Education. International Journal of Interactive Mobile Technologies, 12(3). 21-37,

Stathopoulou, A., Karabatzaki, Z., Tsiros, D., Katsantoni, S., & Drigas, A. (2019). Mobile apps the educational solution for autistic students in secondary education. International Journal of Interactive Mobile Technologies, Vol. 13 Issue 2, p89-101

Stavridis S, D Papageorgiou, Z Doulgeri 2017 Dynamical system based robotic motion generation with obstacle avoidance, IEEE Robotics and Automation Letters 2 (2), 712-718

Stavridis S, Z Doulgeri 2018 Bimanual assembly of two parts with relative motion generation and task related optimization 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems

Stavridis S, P Falco, Z Doulgeri 2020 Pick-and-place in dynamic environments with a mobile dual-arm robot equipped with distributed distance sensors IEEE-RAS 20th International Conference on Humanoid Robots (Humanoids)

Stavridis S, D Papageorgiou, L Droukas, Z Doulgeri 2022 Bimanual crop manipulation for human-inspired robotic harvesting arXiv preprint arXiv:2209.06074

Stavridou Th., Driga, A.M., Drigas, A.S., 2021. Blood Markers in Detection of Autism, International Journal of Recent Contributions from Engineering Science & IT (iJES) 9(2):79-86.

Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of business research, 104, 333-339.

Tang, Y. Y., Hölzel, B. K., & Posner, M. I. (2015). The neuroscience of mindfulness meditation. Nature Reviews Neuroscience, 16(4), 213-225.

Tarrant, J., Jackson, R., & Viczko, J. (2022). A Feasibility Test of a Brief Mobile Virtual Reality Meditation for Frontline Healthcare Workers in a Hospital Setting. Frontiers in Virtual Reality, 2.

Teplan, M. (2002). Fundamentals of EEG measurement. Measurement science review, 2(2), 1-11.

Theodorou, P., & Drigas, A. S. (2017). ICTs and Music in Generic Learning Disabilities. International Journal of Emerging Technologies in Learning, 12(4).

Thomas, J., Jamieson, G., & Cohen, M. (2014). Low and then high frequency oscillations of distinct right cortical networks are progressively enhanced by medium and long term Satyananda Yoga meditation practice. Frontiers in Human Neuroscience, 8, 197.

Travis, F., Haaga, D. A., Hagelin, J., Tanner, M., Arenander, A., Nidich, S., ... & Schneider, R. H. (2010). A self-referential default brain state: patterns of coherence, power, and eLORETA sources during eyes-closed rest and Transcendental Meditation practice. Cognitive processing, 11(1), 21-30.

Tourimpampa, A., Drigas, A., Economou, A., & Roussos, P. (2018). Perception and Text Comprehension. It's a Matter of Perception!. International Journal of Emerging Technologies in Learning, 13(7).

Vago, D. R., & Silbersweig, D. A. (2012). Self-awareness, self-regulation, and self-transcendence (S-ART): a framework for understanding the neurobiological mechanisms of mindfulness. Frontiers in human neuroscience, 6, 296.

Vekety, B., Logemann, A., & Takacs, Z. K. (2022, January 12). Mindfulness Practice with a Brain-Sensing Device Improved Cognitive Functioning of Elementary School Children: An Exploratory Pilot Study. Brain Sciences, 12(1), 103. https://doi.org/10.3390/brainsci12010103

Viczko, J., Tarrant, J., & Jackson, R. (2021). Effects on Mood and EEG States After Meditation in Augmented Reality With and Without Adjunctive Neurofeedback. Frontiers in Virtual Reality, 2, 618381.

Vlachou J.and Drigas, A. S., 2017 “Mobile technology for students and adults with Autistic Spectrum Disorders (ASD),” International Journal of Interactive Mobile Technologies, vol. 11(1), pp. 4-17,

Vrettaros, J., Tagoulis, A., Giannopoulou, N., & Drigas, A. (2009). An empirical study on the use of Web 2.0 by Greek adult instructors in educational procedures. In World Summit on Knowledge Society (pp. 164-170). Springer, Berlin, Heidelberg.

Wokke, M. E., Ridderinkhof, K. R., & Padding, L. (2018). Creative minds are out of control: mid frontal theta and creative thinking. bioRxiv, 370494.

Zavitsanou, A., & Drigas, A. (2021). Nutrition in mental and physical health. Technium Soc. Sci. J., 23, 67.

Downloads

Published

18/02/2023

How to Cite

MITSEA, E.; DRIGAS, A.; SKIANIS, C. Brain-computer interfaces in digital mindfulness training for metacognitive, emotional and attention regulation skills: a literature review . Research, Society and Development, [S. l.], v. 12, n. 3, p. e2512340247, 2023. DOI: 10.33448/rsd-v12i3.40247. Disponível em: https://rsdjournal.org/index.php/rsd/article/view/40247. Acesso em: 22 dec. 2024.

Issue

Section

Teaching and Education Sciences