Development of Serious Games for Neurorehabilitation of Children with Attention-Deficit/Hyperactivity Disorder through Neurofeedback
Name: FABIANA SANTOS VIEIRA MACHADO
Type: MSc dissertation
Publication date: 14/04/2020
Advisor:
Name |
Role |
|---|---|
| ANSELMO FRIZERA NETO | Advisor * |
Examining board:
| Name |
Role |
|---|---|
| ANSELMO FRIZERA NETO | Advisor * |
| ESTER MIYUKI NAKAMURA PALACIOS | External Examiner * |
Summary: Attention Deficit Hyperactivity Disorder (ADHD) is a neuropsychiatric disorder, which is treated with the administration of psychostimulants. The use of the medication may have side effects; thus, neurofeedback can be used to teach the user how to regulate their own brainwaves to help correct its dysfunctional patterns. NFB has a repetitive aspect and can be long lasting. Therefore, serious games can be integrated into training to maintain interest throughout the process. This research presents the development of a serious game, and a neurofeedback system for neurorehabilitation of children with ADHD. For the brain data acquisition, a 20 dry-electrode wireless EEG headset. The Neurofeedback Space serious game, developed in Unity platform, was developed to be used throughout the NFB sessions and to provide immersion and engagement. In the preliminary validation and algorithm selection, 5 volunteers were asked to watch a video with attention and non-attention tasks. Then, an SVM classifier was trained and tested with the collected data to choose between five brain regions and four algorithm versions with the best performance. The best results were achieved by (training accuracy of 98.12% and test accuracy of 93.88%) region 4 (F3, F7, C3 and T3) and version 2. Two experiments with 5 volunteers each, 5 sessions, and with an interval of 2 months between them were done to test the complete NFB system. The main difference between experiments was to fix game level 2 so that all metrics could be compared between volunteers. Three evaluation metrics were used to analyze the improvement in the performance: games metric, brain signals frequency bands power metric, and concentrated attention test metric. The analyzes show a divergence between the results obtained in both experiments. All volunteers improved in performance in the concentrated attention test. In Experiment 1, the Volunteers improved in the performance of the game metrics and reported feeling more concentrated throughout the week. In Experiment 2, the results of attention, score and sustained attention had great oscillations. Brain data results were inconclusive. Also, fixing level 2 showed no learning effect as perceived in experiment 1. Therefore, it is not possible to declare conclusive results for the developed NFB system, even with the improvement of some metrics presented. Factors that may have affected NFB training are number of sessions, duration of serious game, number of volunteers, game genre, and EEG dry electrodes headset.
