کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
413287 680392 2010 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Communicating emotions and mental states to robots in a real time parallel framework using Laban movement analysis
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Communicating emotions and mental states to robots in a real time parallel framework using Laban movement analysis
چکیده انگلیسی

This paper presents a parallel real time framework for emotions and mental states extraction and recognition from video fragments of human movements. In the experimental setup human hands are tracked by evaluation of moving skin-colored objects. The tracking analysis demonstrates that acceleration and frequency characteristics of the traced objects are relevant for classification of the emotional expressiveness of human movements. The outcomes of the emotional and mental states recognition are cross-validated with the analysis of two independent certified movement analysts (CMA’s) who use the Laban movement analysis (LMA) method. We argue that LMA based computer analysis can serve as a common language for expressing and interpreting emotional movements between robots and humans, and in that way it resembles the common coding principle between action and perception by humans and primates that is embodied by the mirror neuron system. The solution is part of a larger project on interaction between a human and a humanoid robot with the aim of training social behavioral skills to autistic children with robots acting in a natural environment.

Research highlights
► Tracking acceleration and frequency characteristics of human movements can be used for classification of the emotional expressiveness and of the movements.
► The outcomes of the computer recognition of emotions and mental states recognition show to be concordant with the analysis of certified Laban movement analysts.
► Laban movement analysis (LMA)-based computer analysis can serve as a common language for expressing and interpreting emotional movements between robots and humans.
► LMA can be used to implement the common coding (also known as motor resonance, mirror neuron system) principle for qualitative aspects of movement-based social interaction.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Robotics and Autonomous Systems - Volume 58, Issue 12, 31 December 2010, Pages 1256–1265
نویسندگان
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