教机器人人类社会同步的艺术
1School of Psychology and Neuroscience, University of Glasgow, Glasgow, Scotland, UK.
Science robotics
|March 27, 2024
概括
人形机器人正在通过先进的神经网络学习社会同步. 这一突破使机器人能够在社交环境中更好地与人类互动和协调.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 人工智能的人工智能
- 认知科学 认知科学
背景情况:
- 人类的社会互动依赖于复杂的非语言线索和同步的行为.
- 以前的机器人系统缺乏细微的能力,可以动态地适应人类的社会节奏.
- 了解和复制社会同步对于无的人机协作至关重要.
研究的目的:
- 研究神经网络的应用,使人形机器人能够学习社会同步.
- 开发一种计算模型来模拟机器人中类似人类的同步行为.
- 评估学习社会同步在增强人机交互方面的有效性.
主要方法:
- 利用深度神经网络,特别是循环神经网络 (RNN) 和长短期记忆 (LSTM) 架构.
- 在人类社会互动的数据集上训练模型,包括运动,目光和语音模式.
- 实施了强化学习技术,以根据交互反来改进基于交互反的同步行为.
主要成果:
- 神经网络模型成功地学会了高准确度地预测和复制人类的社会同步.
- 人形机器人展示了与人类合作伙伴同步运动和交互时间的能力.
- 定量分析显示,交互延迟显著减少,机器人感知响应能力增加.
结论:
- 神经网络为赋予人形机器人社会同步能力提供了一个强大的框架.
- 这一进步为更直观,更自然的人机器人社会互动铺平了道路.
- 未来的研究可以探索更复杂的社会动态和多机器人同步场景.
相关概念视频
Nonconscious Mimicry
4.6K
Nonconscious mimicry occurs when individuals alter their mannerisms to match the behaviors and expressions of those nearby, without intention.
4.6K
Social Facilitation
32.0K
Not all intergroup interactions lead to negative outcomes. Sometimes, being in a group situation can improve performance. Social facilitation occurs when an individual performs better when an audience is watching than when the individual performs the behavior alone. This typically occurs when people are performing a task for which they are skilled.
32.0K
Observational Learning
170
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
170
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Machines: Problem Solving II
308
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
308
Sequence Networks of Rotating Machines
100
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
100


