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相关概念视频

Weighted Mean00:57

Weighted Mean

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While taking the arithmetic, geometric, or harmonic mean of a sample data set, equal importance is assigned to all the data points. However, all the values may not always be equally important in some data sets. An intrinsic bias might make it more important to give more weightage to specific values over others.
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
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Apparent Weight01:09

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True weight is the measure of the gravitational force acting on an object. However, if the object accelerates, its measured weight is different from its true weight. Similar observations can be made when the object is submerged in water. An object's weight in water is its apparent weight, which is equal to the difference between its true weight and the buoyant forces.
Consider a person standing on a bathroom scale inside an elevator. If the scale is accurate at rest, its reading equals the...
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Exercise and Muscle Performance01:27

Exercise and Muscle Performance

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Exercise induces a range of adaptations in muscle tissue, depending on the type and duration of activity. Such physical training can be broadly categorized into two types: endurance exercises and resistance exercises.
Endurance exercises
Endurance exercises involve running, swimming, or cycling, which require repetitive movements with low force output. When a person engages in endurance exercise, a few noticeable changes occur in their skeletal muscles. For instance, the number of capillaries...
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Inclusive Fitness00:57

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Most altruistic behavior—in which one animal helps another at a cost to themselves—occurs between relatives. Scientists think these altruistic behaviors evolved because they increase the inclusive fitness of the animal providing help.
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Weightlessness01:01

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When an object is dropped, it accelerates toward the center of the Earth. If the net external force on the object is its weight, it is said to be in free fall; that is, the only force acting on the object is gravity. Galileo was instrumental in showing that, in the absence of air resistance, all objects fall with the same acceleration g. However, when objects on the Earth fall downward, they are never truly in free fall, because there is always some upward resistance force from the air acting...
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Apparent Weight and the Earth's Rotation01:28

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Since all objects on the Earth's surface move through a circle every 24 hours, there must be a net centripetal force on each object, directed towards the center of that circle. The points of the north and south poles are the only exception to this rule.
For an object on the Earth's equator, the net centripetal force that accounts for its rotation is the Earth's pull towards its center, or the weight minus the normal force that prevents it from piercing into the Earth's surface....
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智能体育权重机 智能体育权重机

Olga Dos Santos Duarte1, Gustavo Jacinto1,2,3, Mário Véstias1,2

  • 1Instituto Superior de Engenharia de Lisboa, Instituto Politécnico de Lisboa, Rua Conselheiro Emidio Navarro, 1, 1959-007 Lisboa, Portugal.

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概括

本研究引入了一个嵌入式系统,用于自动举重监督,使用卷积神经网络和IMU数据来确保正确的运动形式,并防止在无监督的炼期间受伤. 该低成本系统在实时监控中实现了近95%的准确性.

关键词:
嵌入式物联网物联网 (IoT)人类活动的认可 人类活动的认可智能 健身 智能 健身低功率的低功率电机

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科学领域:

  • 运动科学 运动科学 运动科学
  • 生物机械工程 生物机械工程
  • 嵌入式系统 嵌入式系统

背景情况:

  • 举重是一项受欢迎的健身活动,但无监督的训练可能会因为不适当的形式而造成严重伤害.
  • 目前的监督方法往往是不切实际的,或者无法进行个人培训.

研究的目的:

  • 开发一个负担得起的,非人体嵌入式系统,用于实时自动监督举重炼.
  • 通过对运动执行的准确反来提高用户安全性和优化运动表现.

主要方法:

  • 使用嵌入式芯片系统 (SoC),集成惯性测量单元 (IMU) 来捕获运动数据.
  • 一个卷积神经网络 (CNN) 模型被用于基于IMU数据的实时分类运动正确性.
  • 该系统的设计是直接与重量合,用于轨迹分析.

主要成果:

  • 该系统展示了实时监控功能,平均准确度接近95%,用于对正确的举重轨迹进行分类.
  • 原型被安置在定制的3D打印外中,并在操作环境中验证.
  • 该解决方案成本低廉,可适应各种举重炼.

结论:

  • 拟议的嵌入式系统提供了一个可行,准确和低成本的解决方案,用于自动举重监督.
  • 这项技术可以显著降低在没有直接监督的情况下训练的个人受伤的风险.
  • 研究成果和模型的公开可用性鼓励进一步开发和采用.