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相关概念视频

Avoidance Learning and Learned Helplessness01:14

Avoidance Learning and Learned Helplessness

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Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
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Consider the gas molecules in a cylinder. They move in a random motion as they collide with each other and change speed and direction. The average of all the path lengths between collisions is known as the "mean free path."
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Frustration and Conflict: Avoidance-Avoidance, Double-Approach Avoidance01:14

Frustration and Conflict: Avoidance-Avoidance, Double-Approach Avoidance

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Avoidance-avoidance conflict refers to a psychological situation where a person must choose between two or more unpleasant alternatives. These conflicts are particularly stressful because neither option is desirable. This dilemma is often expressed in sayings like "caught between a rock and a hard place" or "between the devil and the deep blue sea." For instance, individuals who fear dental procedures may find themselves torn between enduring a painful toothache or facing the...
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Consider the two thermodynamic processes involving an ideal gas that are represented by paths AC and ABC in Figure 1:
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Reinforcement01:23

Reinforcement

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Positive and negative reinforcement are key concepts in operant conditioning, a learning process where the consequences of a behavior affect the likelihood of that behavior being repeated.
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Muscles that Move the Arm01:31

Muscles that Move the Arm

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Nine muscles are involved in arm movements. Two of these, the pectoralis major and latissimus dorsi, originate from the axial skeleton and are called axial muscles. The other seven originate from the scapula and are called the scapular muscles.
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相关实验视频

Updated: Feb 8, 2026

Investigating Pain-Related Avoidance Behavior using a Robotic Arm-Reaching Paradigm
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机器人武器的自适应式避难障碍使用层次增强学习和路径优化.

Chun Ma1, Tiecheng Su1, Yuede Pan1

  • 1College of Mechanical Engineering, Guangxi University, Nanning, China.

Annals of the New York Academy of Sciences
|February 6, 2026
PubMed
概括

这项研究引入了一种新的机器人手臂运动规划方法,该方法结合了近距离政策优化 (PPO) 和快速探索随机树星 (RRT*) 来实现动态避障,成功率为87.6%.

关键词:
课程学习 (CL) 课程学习 (CL)动态的障碍回避方式.运动规划 运动规划邻近政策优化 (PPO)快速探索随机树星 (RRT*) 的研究

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相关实验视频

Last Updated: Feb 8, 2026

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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
  • 运动规划 运动规划

背景情况:

  • 动态避障是机器人手臂运动规划的一个重大挑战.
  • 传统方法在非结构化环境中与适应性决策和精确轨迹生成作斗争.

研究的目的:

  • 提出一个新的层次化运动规划框架,用于动态避免障碍.
  • 提高机器人手臂在复杂,非结构化的环境中的能力.

主要方法:

  • 一个层次框架,结合了近接政策优化 (PPO) 和快速探索随机树星 (RRT*).
  • 在逐渐困难的场景中培训PPO的课程学习范式.
  • 一个多目标奖励功能,使用阶段效率和人工潜力现场原则平衡勘探和开发.

主要成果:

  • 在动态障碍场景中取得了87.6%的成功率.
  • 性能优于独立的PPO和现有的混合强化学习方法.
  • 证明了有效的全球避障策略 (PPO) 和精细的当地轨迹 (RRT*).

结论:

  • 拟议的框架为机器人手臂的动态避障提供了一种实际解决方案.
  • 该方法对高维自主操纵任务具有更广泛的适用性.
  • 层次的方法有效地平衡了全球战略学习与精细运动控制.