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相关概念视频

Doppler Effect - II01:05

Doppler Effect - II

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The Doppler effect has several practical, real-world applications. For instance, meteorologists use Doppler radars to interpret weather events based on the Doppler effect. Typically, a transmitter emits radio waves at a specific frequency toward the sky from a weather station. The radio waves bounce off the clouds and precipitation and travel back to the weather station. The radio frequency of the waves reflected back to the station appears to decrease if the clouds or precipitation are moving...
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To calculate other physical quantities in kinematics, the time variable must be introduced. The time variable not only allows us to state where an object is (its position) during its motion, but also how fast it’s moving. The speed at which an object is moving is given by the rate at which the position changes with time. For each position, a particular time is assigned. If the details of the motion at each instant are not important, the rate is usually expressed as the average velocity v.
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Velocity and Acceleration in Steady and Unsteady Flow01:11

Velocity and Acceleration in Steady and Unsteady Flow

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In fluid mechanics, velocity and acceleration are key concepts for analyzing particle motion in both steady and unsteady flow. Consider a fluid particle moving along a pathline, where its velocity depends on its position and time. The particle's acceleration is obtained by differentiating the velocity with respect to time.
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The Doppler effect and Doppler shift were named after the Austrian physicist and mathematician Christian Johann Doppler in 1842, who conducted experiments with both moving sources and moving observers. Consider an observer standing on a street corner, observing an ambulance with a siren sound passing by at a constant speed. The observer experiences two characteristic changes in the sound of the siren. Initially, the sound increases in loudness as the ambulance approaches and decreases in...
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In everyday conversation, accelerating means speeding up. Acceleration is a vector in the same direction as the change in velocity, Δv, therefore the greater the acceleration, the greater the change in velocity over a given time. Since velocity is a vector, it can change in magnitude, direction, or both. Thus acceleration is a change in speed or direction, or both. For example, if a runner traveling at 10 km/h due east slows to a stop, reverses direction, and continues their run at 10 km/h...
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To obtain accurate blood pressure measurements in clinical settings, especially when traditional methods are insufficient, healthcare professionals utilize the Doppler ultrasound technique. This method uses high-frequency sound waves to detect blood flow within the arteries, which is crucial for patients with conditions that complicate circulatory system assessment.
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深度学习辅助和GPU加速的矢量多普勒成像,具有异形抗性速度估计.

Hassan Nahas1, Billy Y S Yiu1, Adrian J Y Chee1

  • 1Schlegel Research Institute for Aging and Department of Electrical & Computer Engineering, University of Waterloo, Waterloo, ON, Canada.

Ultrasonics
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PubMed
概括

本研究介绍了一种快速深度学习框架,用于纠正向量流成像中的多普勒别名. 该方法可以实时改善复杂的血液流动动态的可视化质量.

关键词:
别名调整纠正的纠正深度学习是一种深度学习.在GPU计算中使用GPU计算.多角度多普勒估计矢量多普勒成像成像技术

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科学领域:

  • 医学成像医学成像
  • 超声波技术的超声波技术
  • 计算流体动力学的流体动力学.

背景情况:

  • 矢量流量成像可视化复杂的血液流动动力学使用超声波.
  • 使用多角度向量多普勒和平面波传感实现高速率 (超过1000/秒).
  • 由低脉冲重复频率 (PRF) 引起的多普勒别名导致流向量估计错误,阻碍了实际应用.

研究的目的:

  • 为矢量多普勒估计开发一个快速而强大的框架,能够抵御伪造文物.
  • 为了利用深度学习和GPU计算,在向量流成像中进行高效的别名校正.

主要方法:

  • 使用卷积神经网络 (CNN) 来检测向量多普勒图像中的别名区域.
  • 一个别名校正算法被选择性地应用于检测到的区域.
  • 美国有线电视新闻网 (CNN) 接受了15000个体内载体多普勒图像的训练,这些图像来自大腿动脉和大脑动脉.

主要成果:

  • 该框架在别名分割方面实现了90%的精度.
  • 实时处理25-100fps的吞吐量已经被证明.
  • 呈现了无Aliasing的矢量流图,显著提高了可视化质量.

结论:

  • 拟议的深度学习框架为向量流成像中的多普勒别名提供了一个计算效率高的解决方案.
  • 这种方法增强了复杂的血液流动动态的实时可视化.
  • 该方法有可能提高超声波应用中的诊断准确性.