Toward Emotionally Adaptive Virtual Reality for Mental Health Applications

被引:43
作者
Bermudez i Badia, Sergi [1 ,2 ]
Quintero, Luis Velez [1 ,3 ]
Cameirao, Monica S. [1 ,2 ]
Chirico, Alice [4 ]
Triberti, Stefano [5 ]
Cipresso, Pietro [6 ]
Gaggioli, Andrea [6 ]
机构
[1] Madeira Interact Technol Inst, P-9020105 Funchal, Portugal
[2] Univ Madeira, Fac Ciencias Exatas & Engn, P-9000082 Funchal, Portugal
[3] Karolinska Inst, Dept LIME, S-17177 Stockholm, Sweden
[4] Univ Cattolica Sacro Cuore, Dept Psychol, I-20123 Milan, Italy
[5] Univ Milan, Dept Oncol & Hematooncol, I-20122 Milan, Italy
[6] IRCCS Ist Auxol Italiano, Appl Technol Neuro Psychol Lab, I-20149 Milan, Italy
关键词
Emotion regulation; physiological computing; physiology-driven VR; procedural content generation; BASIC EMOTIONS; THERAPY; GAME; DIFFICULTIES; BEHAVIOR;
D O I
10.1109/JBHI.2018.2878846
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Here, we introduce the design and preliminary validation of a general-purpose architecture for affective-driven procedural content generation in virtual reality (VR) applications in mental health and wellbeing. The architecture supports seven commercial physiological sensing technologies and can be deployed in immersive and non-immersive VR systems. To demonstrate the concept, we developed the "The Emotional Labyrinth," a non-linear scenario in which navigation in a procedurally generated three-dimensionalmaze is entirely decided by the user, and whose features are dynamically adapted according to a set of emotional states. During navigation, affective states are dynamically represented through pictures, music, and animated visual metaphors chosen to represent and induce affective states. The underlying hypothesis is that exposing users to multimodal representations of their affective states can create a feedback loop that supports emotional self-awareness and fosters more effective emotional regulation strategies. We carried out a first study to, first, assess the effectiveness of the selected metaphors in inducing target emotions, and second, identify relevant psycho-physiological markers of the emotional experience generated by the labyrinth. Results show that the Emotional Labyrinth is overall a pleasant experience in which the proposed procedural content generation can induce distinctive psychophysiological patterns, generally coherent with the meaning of the metaphors used in the labyrinth design. Furthermore, collected psycho-physiological responses such as electro-cardiography, respiration, electrodermal activity, and electromyography are used to generate computational models of users' reported experience. These models enable the future implementation of the closed loop mechanism to adapt the Labyrinth procedurally to the users' affective state.
引用
收藏
页码:1877 / 1887
页数:11
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