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相关概念视频

Rolling Without Slipping01:09

Rolling Without Slipping

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People have observed the rolling motion without slipping ever since the invention of the wheel. For example, one can look at the interaction between a car's tires and the surface of the road. If the driver presses the accelerator to the floor so that the tires spin without the car moving forward, there must be kinetic friction between the wheels and the road's surface. If the driver slowly presses the accelerator, causing the car to move forward, the tires roll without slipping. It is...
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Hydraulic Jump: Problem Solving01:16

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To analyze a hydraulic jump in a rectangular channel with a flow speed of 6 meters per second, follow these steps:Calculate Effective Upstream Velocity:When the downstream gate closes, a hydraulic jump forms, traveling upstream at 2 meters per second. This wave speed combines with the initial channel flow velocity, creating an effective upstream velocity.Identify Flow Velocities Before and After the Hydraulic Jump:Upstream of the hydraulic jump, the effective flow velocity includes both the...
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Steady Flow of a Fluid Stream01:27

Steady Flow of a Fluid Stream

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Consider a control volume, such as a pipe with solid boundaries, through which fluid flows and changes direction due to the impulse exerted by the resulting force from the pipe walls. In steady flow, the mass of fluid entering the control volume at a given time, t, with velocity v1, is equal to the mass leaving after infinitesimal time dt, with velocity v2.
During this process, the momentum of the fluid within the control volume remains constant over the time interval dt. By applying the...
295
Gradually Varying Flow01:29

Gradually Varying Flow

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Gradually varying flow (GVF) in open channels describes situations where water depth changes slowly along the channel due to factors like non-uniform bed slope, channel shape variations, or obstructions. This flow type occurs when the depth adjusts gradually to balance gravitational forces, shear forces, and energy requirements, resulting in a low rate of depth change.Characteristics of Gradually Varying FlowGVF is commonly observed in natural streams, rivers, and canals, where flow depth...
56
Principle of Linear Impulse and Momentum for a Single Particle: Problem Solving01:23

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Consider a wooden box and a cylinder of known masses m1 and m2, respectively,  hanging from a ceiling with the help of a massless pulley system.
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Torsional Pendulum01:09

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A torsional pendulum involves the oscillation of a rigid body in which the restoring force is provided by the torsion in the string from which the rigid body is suspended. Ideally, the string should be massless; practically, its mass is much smaller than the rigid body's mass and is neglected.
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Magnetically Induced Rotating Rayleigh-Taylor Instability
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学习使用流体绳子技巧写作.

Gaurav Chaudhary1,2, Stephanie Christ1, A John Hart2

  • 1School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA. lmahadev@g.harvard.edu.

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|October 23, 2023
PubMed
概括
此摘要是机器生成的。

研究人员使用深度强化学习来控制模式写作的流体不稳定性. 这种新的方法利用了"流体绳子技巧",通过3D打印创建复杂的设计.

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科学领域:

  • 流体动力学 流体动力学
  • 机器人技术 机器人技术 机器人技术
  • 机器学习 机器学习

背景情况:

  • 直接墨水写作 (DIW) 是一种3D打印方法,需要精确的喷嘴控制以避免流体不稳定.
  • 液体不稳定性,如粘性喷气的卷轴或折叠,通常会破坏印刷的准确性.

研究的目的:

  • 研究利用流体不稳定性用于3D打印中受控图案生成.
  • 开发一种深度强化学习 (DRL) 策略,用于操纵粘性流体流.

主要方法:

  • 一名DRL代理人在粘性丝模拟器中接受了训练,以学习喷嘴控制策略.
  • 学习的策略通过控制落的粘性喷气进行实验验证.

主要成果:

  • DRL代理成功地推导出控制策略来操纵流体喷流.
  • 实验结果表明,使用学习控制,可以创建斜体写作和抽象模式.

结论:

  • 深度强化学习可以有效地控制流体不稳定性,以精确的模式沉积.
  • 这种方法为3D打印复杂结构提供了一种新的方法,通过利用,而不是避免流体动力学.