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相关概念视频

Evolutionary Psychology01:20

Evolutionary Psychology

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Evolutionary psychology explores the origins of human behavior and mental processes by framing them within the context of natural selection, a theory famously propounded by Charles Darwin. This field asserts that many behaviors common across human societies — ranging from instinctive fear reactions to complex social interactions — arose as evolutionary adaptations. These adaptations enhanced the survival and reproductive success of our ancestors, thereby becoming embedded in the...
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Principle of Virtual Work: Problem Solving01:13

Principle of Virtual Work: Problem Solving

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The principle of virtual work is an essential concept in the field of mechanics and engineering. This is used to solve problems related to the equilibrium of a structure or system. It is based on the assumption that if a system is in equilibrium, the work done by all the forces during a virtual displacement is zero. This principle is applied by considering virtual displacements of the system and the corresponding work done by internal and external forces.
To apply the principle of virtual work,...
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Modeling and Similitude01:12

Modeling and Similitude

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Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
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Role of Shaping in Operant Conditioning01:19

Role of Shaping in Operant Conditioning

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Shaping is a technique used in operant conditioning to train complex behaviors by rewarding successive approximations toward the target behavior. This method is necessary because organisms are unlikely to perform complex behaviors spontaneously. Instead, shaping breaks down the desired behavior into small, manageable steps.
The steps involved in shaping begin with reinforcing any response that resembles the desired behavior. For example, parents might praise a child for picking up one toy. As...
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Three-Dimensional Force System:Problem Solving01:30

Three-Dimensional Force System:Problem Solving

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A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
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VSEPR Theory and the Basic Shapes02:52

VSEPR Theory and the Basic Shapes

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Overview of VSEPR Theory
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相关实验视频

Updated: Jul 5, 2025

Creating Virtual-hand and Virtual-face Illusions to Investigate Self-representation
06:53

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Published on: March 1, 2017

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虚拟代理的基于进化的形状和行为共同设计.

Zhiquan Wang, Bedrich Benes, Ahmed H Qureshi

    IEEE transactions on visualization and computer graphics
    |January 18, 2024
    PubMed
    概括

    这项研究提出了一种用于自主代理的新型联合设计方法,将深度强化学习和进化融合在一起. 这种方法显著提高了代理的运动和形状,以最小的计算资源实现高达150%的性能改进.

    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
    • 进化计算是一种进化计算.

    背景情况:

    • 自主移动剂需要复杂的设计来实现有效的移动.
    • 同时优化代理体形态和行为是一个重大挑战.

    研究的目的:

    • 引入一种新的共同设计方法,以优化自主代理的形状和运动.
    • 为代理设计利用深度强化学习和进化算法.
    • 将用户定义的约束纳入共同设计过程中.

    主要方法:

    • 这是一种混合方法,结合了深度强化学习和进化算法.
    • 基于物理的模拟用于评估代理的运动.
    • 世代间的政策转移,以加速培训.
    • 交叉和突变操作用于生成新的代理设计.

    主要成果:

    • 在机动任务中显著提高性能,高达150%,具有更大的设计灵活性.
    • 即使在有限的设计修改下也证明了有效性 (50%的改进与10%的变化).
    • 进化的代理人表现出不同的形状和适应性行为.
    • 方法在单个GPU上在30分钟内取得了实质性的结果.

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    结论:

    • 拟议的联合设计方法有效地优化了自主代理的形式和功能.
    • 该方法为复杂的代理设计问题提供了计算效率高的解决方案.
    • 用户控制和进化原理可以集成,用于定制的代理开发.