人机交互心理学中的情感识别

Psychomachina Pub Date : 2023-11-21 DOI:10.59388/pm00331
Mengyao Zhao
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引用次数: 0

摘要

近年来,人机交互(HRI)领域备受关注,研究人员和从业人员都在努力了解人与机器人之间互动的心理学基础。情感识别心理学是人机交互的一个重要关注领域,它在塑造人机交互的动态过程中发挥着根本性的作用。本文概述了人机交互背景下的心理学,强调了理解人类情感在这一领域的重要意义。本文详细探讨了作为人类心理学关键组成部分的情感识别概念,并强调了它在人机互动中的相关性。情感识别使机器人能够感知和解读人类情感,从而做出适当的反应,提高交互质量。本文从心理学角度探讨了情感识别在人机交互中的作用,揭示了情感识别对设计和开发有效的人机交互界面的意义。此外,本文还深入探讨了机器学习技术在人机交互中的情感识别应用。机器学习算法在使机器人识别和响应人类情感方面大有可为,从而有助于实现更自然、更直观的交互。机器学习在情感识别中的应用反映了心理学与人机交互领域技术进步的交叉点。最后,讨论了与人机交互技术中情感识别相关的挑战,包括情感表达的跨文化差异、个体差异以及情感检测的伦理意义等问题。应对这些挑战对于推动理解和实施人机交互中的情感识别至关重要,同时也强调了这项工作的跨学科性质。总之,本文强调了情感识别在人机交互心理学中的关键作用,并强调了其彻底改变人类与机器人交往方式的潜力。通过整合心理学、机器学习和技术的见解,情感识别的进步有可能为更具同理心和响应性的人机交互铺平道路,为这一新兴领域的研究和实际应用提供新的途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Emotion Recognition in Psychology of Human-robot Interaction
The field of Human-Robot Interaction (HRI) has garnered significant attention in recent years, with researchers and practitioners seeking to understand the psychological aspects underlying the interactions between humans and robots. One crucial area of focus within HRI is the psychology of emotion recognition, which plays a fundamental role in shaping the dynamics of human-robot interaction. This paper provides an overview of the background of psychology in the context of human-robot interaction, emphasizing the significance of understanding human emotions in this domain. The concept of emotion recognition, a key component of human psychology, is explored in detail, highlighting its relevance in the context of human-robot interaction. Emotion recognition allows robots to perceive and interpret human emotions, enabling them to respond appropriately and enhance the quality of interaction. The role of emotion recognition in HRI is examined from a psychological standpoint, shedding light on its implications for the design and development of effective human-robot interfaces. Furthermore, this paper delves into the application of machine learning techniques for emotion recognition in the context of human-robot interaction. Machine learning algorithms have shown promise in enabling robots to recognize and respond to human emotions, thereby contributing to more natural and intuitive interactions. The utilization of machine learning in emotion recognition reflects the intersection of psychology and technological advancements in the field of HRI. Finally, the challenges associated with emotion recognition in HRI are discussed, encompassing issues such as cross-cultural variations in emotional expression, individual differences, and the ethical implications of emotion detection. Addressing these challenges is pivotal in advancing the understanding and implementation of emotion recognition in human-robot interaction, underscoring the interdisciplinary nature of this endeavor. In conclusion, this paper underscores the critical role of emotion recognition in the psychology of human-robot interaction, emphasizing its potential to revolutionize the way humans and robots engage with each other. By integrating insights from psychology, machine learning, and technology, advancements in emotion recognition have the potential to pave the way for more empathetic and responsive human-robot interactions, offering new avenues for research and practical applications in this burgeoning field.
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