ATVR: An Attention Training System using Multitasking and Neurofeedback on Virtual Reality Platform

We present an attention training system based on the principles of multitasking training scenario and neurofeedback, which can be targeted on PCs and VR platforms. Our training system is a video game following the principle of multitasking training, which is designed for all ages. It adopts a non-invasive Electroencephalography (EEG) device Emotiv EPOC+ to collect EEG. Then wavelet package transformation(WPT) is applied to extract specific components of EEG signals. We then build a multi-class supporting vector machine(SVM) to classify different attention levels. The training system is built with the Unity game engine, which can be targeted on both desktops and Oculus VR headsets. We also launched an experiment by applying the system to preliminarily evaluate the effectiveness of our system. The results show that our system can generally improve users' abilities of multitasking and attention level.

[1]  G. E. Franco Videogames and Therapy: A Narrative Review of Recent Publication and Application to Treatment , 2016, Front. Psychol..

[2]  Dong Pyo Jang,et al.  The Effect of Virtual Reality Cognitive Training for Attention Enhancement , 2002, Cyberpsychology Behav. Soc. Netw..

[3]  Camarin E. Rolle,et al.  Video game training enhances cognitive control in older adults , 2013, Nature.

[4]  Robert T Brennan,et al.  In-School Neurofeedback Training for ADHD: Sustained Improvements From a Randomized Control Trial , 2014, Pediatrics.

[5]  Roberto Llorens,et al.  Videogame-based group therapy to improve self-awareness and social skills after traumatic brain injury , 2015, Journal of NeuroEngineering and Rehabilitation.

[6]  Howida A. Shedeed,et al.  Brain EEG signal processing for controlling a robotic arm , 2013, 2013 8th International Conference on Computer Engineering & Systems (ICCES).

[7]  T. Fergus,et al.  The Attention Training Technique: A Review of a Neurobehavioral Therapy for Emotional Disorders ☆ , 2016 .

[8]  David Geerts,et al.  Video games in therapy: a therapist's perspective , 2013, Int. J. Arts Technol..

[9]  Jerry Chih-Yuan Sun,et al.  Influence of polling technologies on student engagement: An analysis of student motivation, academic performance, and brainwave data , 2014, Comput. Educ..

[10]  M. Arns,et al.  Efficacy of Neurofeedback Treatment in ADHD: The Effects on Inattention, Impulsivity and Hyperactivity: A Meta-Analysis , 2009, Clinical EEG and neuroscience.

[11]  M. Frank,et al.  Frontal theta as a mechanism for cognitive control , 2014, Trends in Cognitive Sciences.

[12]  Robert T Brennan,et al.  Neurofeedback and Cognitive Attention Training for Children with Attention-Deficit Hyperactivity Disorder in Schools , 2014, Journal of developmental and behavioral pediatrics : JDBP.

[13]  Nadia Magnenat-Thalmann,et al.  The Use of Videogames as Complementary Therapeutic Tool for Cognitive Behavioral Therapy in Bulimia Nervosa Patients , 2015, Cyberpsychology Behav. Soc. Netw..

[14]  A. Wróbel,et al.  EEG beta band activity is related to attention and attentional deficits in the visual performance of elderly subjects. , 2013, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[15]  Bo Jiang,et al.  Brain computer interface based 3D game for attention training and rehabilitation , 2011, 2011 6th IEEE Conference on Industrial Electronics and Applications.

[16]  Sherry Y. Chen,et al.  The influences of an interactive group-based videogame: Cognitive styles vs. prior ability , 2015, Comput. Educ..

[17]  D. Vernon Can Neurofeedback Training Enhance Performance? An Evaluation of the Evidence with Implications for Future Research , 2005, Applied psychophysiology and biofeedback.

[18]  Brendan Z. Allison,et al.  Could Anyone Use a BCI? , 2010, Brain-Computer Interfaces.

[19]  D. Yao,et al.  Rapid Improvement in Visual Selective Attention Related to Action Video Gaming Experience , 2018, Front. Hum. Neurosci..