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相关概念视频

Cascaded Op Amps01:16

Cascaded Op Amps

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Operational amplifiers (op-amps) are versatile electronic components that can be interconnected in a cascade - one after another in a linear sequence. This cascading is possible due to their infinite input resistance and zero output resistance, allowing them to maintain their input-output relationships even when connected in series.
In a cascaded system, each op-amp is referred to as a stage. The output of one stage drives the input of the subsequent stage. As the input signal passes through...
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Sound Waves: Interference00:53

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Sound waves can be modeled either as longitudinal waves, wherein the molecules of the medium oscillate around an equilibrium position, or as pressure waves. When two identical waves from the same source superimpose on each other, the combination of two crests or two troughs results in amplitude reinforcement known as constructive interference. If two identical waves, that are initially in phase, become out of phase because of different path lengths, the combination of crests with troughs...
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Echo01:06

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The human ear cannot distinguish between two sources of sound if they happen to reach within a specific time interval, typically 0.1 seconds apart. More than this, and they are perceived as separate sources.
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Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
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When we hear a sound, our nervous system is detecting sound waves—pressure waves of mechanical energy traveling through a medium. The frequency of the wave is perceived as pitch, while the amplitude is perceived as loudness.
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If the amount of damping in a system is gradually increased, the period and frequency start to become affected because damping opposes, and hence slows, the back and forth motion (the net force is smaller in both directions). If there is a very large amount of damping, the system does not even oscillate; instead, it slowly moves toward equilibrium. In brief, an overdamped system moves slowly towards equilibrium, whereas an underdamped system moves quickly to equilibrium but will oscillate about...
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中性级联架构用于联合声学回声和噪声抑制.

Hao Zhang1, DeLiang Wang1,2

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PubMed
概括
此摘要是机器生成的。

我们开发了一种新的神经级联架构,用于联合声回声和噪声抑制. 这种方法有效地消除了回声和噪音,同时保持了高语音质量,优于现有的技术.

关键词:
神经级联架构 神经级联架构声波回声抑制 声波回声抑制复杂的光谱映射绘制.深度学习是一种深度学习.

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科学领域:

  • 信号处理 信号处理
  • 人工智能的人工智能
  • 语音增强器 语音增强器

背景情况:

  • 声波回声和噪音在通信系统中显著降低了语音质量.
  • 现有的方法往往难以同时抑制回声和噪声,同时保持语音保真.

研究的目的:

  • 提出一种新的神经级联架构,用于联合声回声和噪声抑制.
  • 通过有效减轻声学障碍来提高语音质量.

主要方法:

  • 开发了一种由两个模块组成的神经级联架构,其中包括用于复杂光谱映射的卷积循环网络 (CRN) 和用于大小面罩估计的长短期记忆 (LSTM) 网络.
  • 架构是以统一的损失函数进行端到端的训练,共同优化两个模块.
  • 最后的增强信号是使用第一个模块的相位信息和第二个模块的幅度信息重建的.

主要成果:

  • 拟议的级联架构展示了强大的大小估计和有效的阶段增强.
  • 实验结果证实了对声回声和噪声的显著抑制.
  • 该方法成功地保持了高语音质量,优于当代方法.

结论:

  • 拟议的神经级联架构为联合声回声和噪声抑制提供了有效的解决方案.
  • 端到端的培训和CRN和LSTM模块之间的协同相互作用有助于提高性能.
  • 这种方法代表了语音增强技术的重大进步.