Design of emotion generation model and action selection for robots using a Self Organizing Map

Wisanu Jitviriya, Eiji Hayashi
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引用次数: 7

Abstract

Our research has been focused on developing an interaction between humans and robots to enhance an intellectual action of the service robots. From our previous research, we have constructed a model of mechanism of consciousness and behaviors, this software architecture is called Consciousness-Based Architecture (CBA). Furthermore, the robot should select the action and express the emotion by itself, which depends on its surrounding environment. Therefore, this research presents a system which forms and expresses the emotions of the robot. The intrinsic motivation and external situations of robot are used to analyze and classify the behavior and the emotion by a Self-Organizing Map (SOM). We attempt to describe the integration of a behavior map and an emotion map into CBA module. We confirmed the effectiveness of the proposed system by an experiment in an environment using a conscious behavior robot (Conbe-I).
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基于自组织地图的机器人情感生成模型与动作选择设计
我们的研究重点是开发人与机器人之间的交互,以增强服务机器人的智能行为。在前人的研究基础上,我们构建了一种意识与行为的机制模型,这种软件架构被称为基于意识的架构(CBA)。此外,机器人应该根据其周围的环境自行选择动作和表达情感。因此,本研究提出了一个形成和表达机器人情感的系统。利用机器人的内在动机和外部情境,通过自组织映射(SOM)对机器人的行为和情感进行分析和分类。我们试图描述行为映射和情感映射在CBA模块中的集成。我们通过使用有意识行为机器人(Conbe-I)在环境中进行的实验证实了所提出系统的有效性。
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