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A general theoretical framework for the design of artificial emotion systems in Autonomous Agents

机译:自治主体中人工情感系统设计的一般理论框架

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摘要

Autonomous Agents (AAs) capable of exhibiting emotional behaviors have contributed to the development of natural human-machine interactions in several application domains. In order to provide AAs with emotional mechanisms, their underlying architecture must implement an Artificial Emotion System (AES), a computational model that imitates specific facets of human emotions. Although several AES have been reported in related literature, their design is generally supported on several emotion theories, leading researchers to model and integrate isolated emotion components and mechanisms into the architectures of AES. This theoretical foundation of AES contributes to ambiguities in the analysis and comparison of their underlying architectures, which demands the definition of standards, design guidelines, and integrative frameworks. In this paper, we present a psychologically inspired theoretical framework designed to serve as a platform for the unification of AES' components, the comparison of AES, and the design and implementation of AES in AAs. We analyze common emotion-related requirements of AES, emotion components involved in the design of this type of computational model, and emotion theories that drive the design of most AES. The validation of this framework demonstrates its compatibility with current AES and its feasibility as a model for unifying multiple emotional theories. (C) 2019 Elsevier B.V. All rights reserved.
机译:能够表现出情绪行为的自主代理(AA)在几个应用领域中促进了自然人机交互的发展。为了向AA提供情感机制,其基础架构必须实现人工情感系统(AES),这是一种模拟人类情感特定方面的计算模型。尽管相关文献中已经报道了几种AES,但是它们的设计通常受到几种情感理论的支持,从而导致研究人员将孤立的情感成分和机制建模并集成到AES的体系结构中。 AES的这一理论基础有助于分析和比较其基础架构的歧义,这要求定义标准,设计准则和集成框架。在本文中,我们提出了一个受心理启发的理论框架,旨在为统一AES组件,比较AES以及在AA中设计和实现AES提供平台。我们分析了与AES有关的与情感有关的常见需求,这种类型的计算模型设计中涉及的情感成分以及驱动大多数AES设计的情感理论。该框架的验证证明了其与当前AES的兼容性以及作为统一多种情感理论的模型的可行性。 (C)2019 Elsevier B.V.保留所有权利。

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