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Cognitive Emotional Regulation Model in Human-Robot Interaction

机译:人机交互中的认知情绪调节模型

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This paper integrated Gross cognitive process into the HMM (hidden Markov model) emotional regulation method and implemented human-robot emotional interaction with facial expressions and behaviors. Here, energy was the psychological driving force of emotional transition in the cognitive emotional model. The input facial expression was translated into external energy by expression-emotion mapping. Robot’s next emotional state was determined by the cognitive energy (the stimulus after cognition) and its own current emotional energy’s size and source’s position. The two random quantities in emotional transition process—the emotional family and the specific emotional state in the AVS (arousal-valence-stance) 3D space—were used to simulate human emotion selection. The model had been verified by an emotional robot with 10 degrees of freedom and more than 100 kinds of facial expressions. Experimental results show that the emotional regulation model does not simply provide the typical classification and jump in terms of a set of emotional labels but that it operates in a 3D emotional space enabling a wide range of intermediary emotional states to be obtained. So the robot with cognitive emotional regulation model is more intelligent and real; moreover it can give full play to its emotional diversification in the interaction.
机译:本文将Gross认知过程整合到HMM(隐马尔可夫模型)情绪调节方法中,并实现了具有面部表情和行为的人机交互。在这里,能量是认知情绪模型中情绪转变的心理驱动力。通过表情-情感映射将输入的面部表情转换为外部能量。机器人的下一个情绪状态取决于认知能量(认知后的刺激)及其当前情绪能量的大小和来源的位置。情感过渡过程中的两个随机量-情感家庭和AVS(配偶态)3D空间中的特定情感状态被用来模拟人类的情感选择。该模型已由具有10个自由度和100多种面部表情的情感机器人进行了验证。实验结果表明,情绪调节模型不仅可以简单地根据一组情绪标签提供典型的分类和跳跃,而且还可以在3D情绪空间中运行,从而能够获得广泛的中间情绪状态。因此具有认知情绪调节模型的机器人更加智能,真实。此外,它可以在互动中充分发挥其情感多样性。

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