Robot Social Emotional Development through Memory Retrieval*

Ha-Duong Bui, Thi Le Quyen Dang, N. Chong
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Abstract

Robot emotion representation is gaining increasing attention to facilitate long-term human-robot interaction (HRI) in recent years. In particular, human-like robot emotion elicited through HRI is of great use in creating trust between humans and robots. In attempting to represent robot emotions that lead to gaining social acceptance, psychological studies of human emotion have been extensively performed. Among the various factors that affect the way people express their emotional competencies, we conjecture that two factors, social interaction and experience, can be considered important to elicit human emotions, and therefore can be used to represent robot emotions. We believe that social and developmental interaction paradigms, such as social sharing and social referencing, can shape robot emotions toward promoting social acceptance. Besides, the robot’s previous experience can be a key factor contributing to robot personality formation and development. In this paper, we not only focus on the modeling of two eliciting factors affecting the formation of robot emotion but also examine the decline of memory retention over time. Specifically, the relationship between emotion and memory is investigated to design a filter for the memory consolidation process and memory forgetting mechanism. The mechanism is used to enhance robot memory performance based on emotional salience and time parameters. Experiments were performed with a humanoid robot Pepper having verbal and non-verbal interactions with 24 human subjects. Participants rate their perception of the robot in terms of human-likeness, likeability, safety, and emotional expressions through a questionnaire. The results showed that most of the participants enjoyed interacting with the robot and they wished they could have more interactions in the future. They perceived safety and responded favorably toward the robot emotional expressions.
通过记忆检索的机器人社会情感发展*
近年来,机器人情感表征在促进人机长期交互方面受到越来越多的关注。特别是通过HRI引发的类人机器人情感,对于建立人与机器人之间的信任有很大的用处。在试图表现导致获得社会认可的机器人情感时,对人类情感的心理学研究已经被广泛地进行了。在影响人们表达情感能力的各种因素中,我们推测社会互动和经验这两个因素对于引发人类情感很重要,因此可以用来表示机器人的情感。我们认为,社会和发展的互动范式,如社会分享和社会参考,可以塑造机器人的情感,以促进社会接受。此外,机器人之前的经验可能是机器人个性形成和发展的关键因素。在本文中,我们不仅关注影响机器人情感形成的两个诱发因素的建模,而且还研究了记忆保留随时间的下降。具体而言,研究情绪与记忆的关系,为记忆巩固过程和记忆遗忘机制设计一个过滤器。该机制用于基于情感显著性和时间参数来增强机器人的记忆性能。实验由一个人形机器人Pepper与24名人类受试者进行语言和非语言交流。参与者通过一份调查问卷,从与人类的相似度、受欢迎程度、安全性和情感表达等方面对机器人的看法进行打分。结果显示,大多数参与者喜欢与机器人互动,他们希望未来能有更多的互动。他们感到安全,并对机器人的情感表达做出了积极的反应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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