一个生物灵感的多巴胺模型,用于具有自主决策能力的机器人
Marcos Maroto-Gómez1, Javier Burguete-Alventosa1, Sofía Álvarez-Arias1
1Department of Systems Engineering and Automation, University Carlos III of Madrid, Av. de la Universidad, 30, 28911 Leganes, Madrid, Spain.
Biomimetics (Basel, Switzerland)
|August 28, 2024
概括
这项研究为自主机器人引入了一种由多巴胺驱动的新型模型,增强了它们的适应性和预测性决策. 该模型使机器人能够学习最佳策略,并在动态环境中预测奖励.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 神经科学是一个神经科学.
- 人工智能的人工智能
背景情况:
- 人工代理需要适应动态环境的适应性决策.
- 人类的决策受多巴胺的影响,多巴胺调节动机和奖励.
- 在机器人中模拟人类决策可以改善用户交互.
研究的目的:
- 提出多巴胺在人类动机和决策中的作用的计算模型.
- 为了使自主机器人能够表现出适应性和预测性行为.
- 将模型集成到社交机器人中,以展示有动机的行为.
主要方法:
- 开发了一个基于神经科学发现的多巴胺功能的模型.
- 在五个不同的环境场景中模拟机器人的行为.
- 将多巴胺模型集成到"迷你"社交机器人平台中.
主要成果:
- 该模型展示了有效的自主行为和行动选择策略.
- 证明多巴胺水平根据环境刺激和机器人状态动态调整.
- 集成机器人表现出受生物启发的内部过程调节的动机行为.
结论:
- 提出的多巴胺驱动模型成功地提高了机器人的自主性和决策能力.
- 该模型提供了关于多巴胺如何影响人工智能代理的动机行为的见解.
- 这种方法为创造更直观,更易于理解的人机交互提供了一条途径.
相关概念视频
Decision Making
1.3K
Decision-making is a fundamental cognitive process that involves evaluating alternatives and selecting among them. This process can range from simple choices, such as deciding what to wear, to complex decisions, like choosing a major in college or a career path. The complexity of the decision often dictates the approach we use, which can be broadly categorized into two types: automatic and controlled decision-making.
Automatic decision-making is fast, intuitive, and relies on gut feelings...
Automatic decision-making is fast, intuitive, and relies on gut feelings...
1.3K
Automatic Processing and Automatic Social Behavior
361
Automatic processing refers to the cognitive operations that occur without conscious intent or awareness, playing a fundamental role in shaping social cognition and behavior. These processes enable individuals to navigate complex social environments efficiently by relying on mental shortcuts and pre-existing knowledge structures known as schemas. One of the most influential mechanisms underlying automatic processing is priming, which subtly activates mental representations through exposure to...
361


