Bodily Mood Expression: Recognize Moods from Functional Behaviors of Humanoid Robots

Our goal is to develop bodily mood expression that can be used during the execution of functional behaviors for humanoid social robots. Our model generates such expression by stylizing behaviors through modulating behavior parameters within functional bounds. We have applied this approach to two behaviors, waving and pointing, and obtained parameter settings corresponding to different moods and interrelations between parameters from a design experiment. This paper reports an evaluation of the parameter settings in a recognition experiment under three conditions: modulating all parameters, only important parameters, and only unimportant parameters. The results show that valence and arousal can be well recognized when the important parameters were modulated. Modulating only the unimportant parameters is promising to express weak moods. Speed parameters, repetition, and head-up-down were found to correlate with arousal, while speed parameters may correlate more with valence than arousal when they are slow.

[1]  Catherine Pelachaud,et al.  Studies on gesture expressivity for a virtual agent , 2009, Speech Commun..

[2]  H. Wallbott Bodily expression of emotion , 1998 .

[3]  Rosemarie Rajae-Joordens,et al.  Paired comparisons in visual perception studies using small sample sizes , 2005, Displays.

[4]  Karsten Berns,et al.  Towards Social Robots: Designing an Emotion-Based Architecture , 2011, Int. J. Soc. Robotics.

[5]  Brett Stevens,et al.  Emotional body language displayed by artificial agents , 2012, TIIS.

[6]  Stefan Kopp,et al.  Individualized Gesturing Outperforms Average Gesturing - Evaluating Gesture Production in Virtual Humans , 2010, IVA.

[7]  J. Russell A circumplex model of affect. , 1980 .

[8]  Peter G. Engeldrum,et al.  Psychometric Scaling: A Toolkit for Imaging Systems Development , 2000 .

[9]  P. Lang International Affective Picture System (IAPS) : Technical Manual and Affective Ratings , 1995 .

[10]  R. Laban,et al.  The mastery of movement , 1950 .

[11]  Norman I. Badler,et al.  The EMOTE model for effort and shape , 2000, SIGGRAPH.

[12]  Elisabeth André,et al.  Creation and Evaluation of emotion expression with body movement, sound and eye color for humanoid robots , 2011, 2011 RO-MAN.

[13]  Koen V. Hindriks,et al.  Mood expression through parameterized functional behavior of robots , 2013, 2013 IEEE RO-MAN.

[14]  Koen V. Hindriks,et al.  The Relative Importance and Interrelations between Behavior Parameters for Robots' Mood Expression , 2013, 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction.

[15]  Cynthia Breazeal,et al.  Social Robots that Interact with People , 2008, Springer Handbook of Robotics.

[16]  Atsuo Takanishi,et al.  Whole body emotion expressions for KOBIAN humanoid robot — preliminary experiments with different Emotional patterns — , 2009, RO-MAN 2009 - The 18th IEEE International Symposium on Robot and Human Interactive Communication.