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相关概念视频

Force Classification01:22

Force Classification

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Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
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Absolute Motion Analysis- General Plane Motion01:24

Absolute Motion Analysis- General Plane Motion

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Visualize a drone, with its propellers spinning rapidly, hovering mid-air. The fascinating movements and operations of this drone can be comprehended by applying the principle of general plane motion.
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
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Motion of a Projectile01:23

Motion of a Projectile

790
Projectile motion becomes evident when a player kicks the ball into the air. The launch angle, or the angle at which the ball is kicked, plays a crucial role in determining the trajectory of the projectile. As the ball soars through the air, influenced solely by gravity, its motion can be dissected into two independent velocity components: the horizontal and the vertical.
Horizontal motion, governed by the initial kick, maintains a constant velocity throughout the flight of the soccer ball.
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Projectile Motion01:20

Projectile Motion

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An object thrown in the air follows a parabolic path under the influence of Earth's gravitational force. The motion of such an object is called projectile motion, and the object itself a projectile. The parabolic path followed by the projectile is called the trajectory. Some common examples of projectile motion are the launching of fireworks, a golf ball in the air, meteors entering the Earth's atmosphere, and the firing of bullets.
When an object falls under gravity and has no...
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Relative Motion Analysis using Rotating Axes01:25

Relative Motion Analysis using Rotating Axes

460
Consider a component AB undergoing a linear motion. Along with a linear motion, point B also rotates around point A. To comprehend this complex movement, position vectors for both points A and B are established using a stationary reference frame.
However, to express the relative position of point B relative to point A, an additional frame of reference, denoted as x'y', is necessary. This additional frame not only translates but also rotates relative to the fixed frame, making it...
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Three-Dimensional Force System01:30

Three-Dimensional Force System

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In mechanical engineering, a three-dimensional force system is a system of forces acting in three dimensions, with forces applied along the x, y, and z coordinate axes. The three-dimensional force system is an important concept in mechanical engineering, as it allows engineers to understand and analyze the behavior of objects and structures in three dimensions. By understanding the forces acting on a system, engineers can design more efficient and effective mechanical systems that can withstand...
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相关实验视频

Updated: Jun 27, 2025

Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion
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Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion

Published on: April 11, 2018

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专业投手使用3D运动捕捉和机器学习算法进行投篮的投篮分类模型.

Joseph E Manzi1, Brittany Dowling2, Spencer Krichevsky3

  • 1Department of Orthopaedic Surgery, Northwell Health, New York, NY, USA.

Journal of orthopaedics
|April 29, 2024
PubMed
概括

机器学习模型可以使用投篮运动学来预测投篮位置. 干部和骨盆运动是关键,但模型难以准确预测球,这表明棒球表现分析有改进的余地.

关键词:
动力学就是运动学.动作捕捉器可以捕捉动作.球场位置 球场位置预测模型是一个预测模型.罢工区是罢工区.

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Kinematic Analysis Using 3D Motion Capture of Drinking Task in People With and Without Upper-extremity Impairments
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相关实验视频

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科学领域:

  • 体育中的生物力学
  • 机器学习在田径运动中的应用.
  • 棒球业绩分析 棒球业绩分析

背景情况:

  • 球场位置的精确性对于棒球投手来说至关重要.
  • 动力学分析有助于理解投篮表现和受伤风险.
  • 关于使用动力学数据来预测球场位置的研究有限.

研究的目的:

  • 开发一个机器学习的音调分类器.
  • 研究动力学变量与投球结果 (罢工/球) 之间的关系.

主要方法:

  • 描述性实验室研究与318名专业投者.
  • 使用3D运动捕捉技术 (480Hz).
  • 采用随机森林模型来分类球场结果.

主要成果:

  • 随机森林模型实现了70.0%的准确率和80.6%的F1得分.
  • 关键的动力学因素包括干部曲,骨盆斜率和干部旋转.
  • 与投球投手相比,投球投球的投手表现出较少的干部旋转和曲.

结论:

  • 盆腔和干部动力学是投球位置的重要预测因素.
  • 靠近体段的运动对于确定最终的音调结果是有价值的.
  • 虽然打击预测是可以接受的,但球预测的准确性需要改进.