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相关概念视频

NMR Spectrometers: Overview01:20

NMR Spectrometers: Overview

1.1K
NMR spectrometers consist of a strong magnet, a radiofrequency transmitter, and a detector attached to a computer console for recording spectra of samples containing NMR-active nuclei. In first-generation NMR instruments called continuous-wave spectrometers, the resonance frequencies of the nuclei are determined by frequency-sweep or field-sweep methods. The magnetic field strength is fixed and the rf signal is swept in the former, while the radiofrequency signal is fixed and the magnetic field...
1.1K
Raman Spectroscopy: Overview01:20

Raman Spectroscopy: Overview

439
The underlying principle of Raman spectroscopy is based on the interaction between light and matter, specifically molecules' inelastic scattering of photons. When a monochromatic beam of light, typically from a laser source, interacts with a sample, most scattered light has the same frequency as the incident light. This is known as Rayleigh scattering.
However, a small fraction of the scattered light exhibits a frequency shift due to the exchange of energy between the incident photons and...
439
IR Spectrum01:19

IR Spectrum

1.1K
When infrared (IR) radiation passes through a molecule, the bonds stretch or bend by absorbing the radiation. This absorption creates the molecule's absorption spectrum, which is the plot of its percentage transmittance versus wavenumber.
Transmittance is defined as the ratio of the radiant power passing through a sample to that from the radiation's source. Multiplying the transmittance by 100 gives the percent transmittance (%T), which varies between 100% (no absorption) and 0%...
1.1K
Sensation01:21

Sensation

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Sensory receptors are specialized neurons that respond to specific types of external stimuli, initiating the process known as sensation. This occurs when sensory input, such as light entering the eye, is detected by these receptors, causing chemical changes in the cells of the retina. These cells then convert the sensory stimulus into action potentials that are transmitted to the central nervous system, a process termed transduction.
Absolute thresholds can quantify the sensitivity of sensory...
649
Spectrophotometry: Introduction01:16

Spectrophotometry: Introduction

3.3K
Spectrophotometry is the quantitative measurement of the absorption, reflection, diffraction, or transmission of electromagnetic radiation through a material as a function of the intensity and wavelength of the radiation. A spectrophotometer is a device used to measure the change in the radiation intensity caused by its interaction with the material.
The essential components of a spectrophotometer include a source of electromagnetic radiation, a slot for placing a material to be analyzed, and a...
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相关实验视频

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Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
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基于剩余密集网络和注意力的频谱传感方法.

Anyi Wang1, Qifeng Meng1, Mingbo Wang1

  • 1School of Communication and Information Engineering, Xi'an University of Science and Technology, Xi'an 710054, China.

Sensors (Basel, Switzerland)
|September 28, 2023
PubMed
概括

本研究介绍了一种改进的协作频谱传感方法,使用剩余密度网络和注意力机制. 这种新的方法增强了深度特征提取,优于传统方法,特别是在信号噪声比较低的环境中.

科学领域:

  • 电气工程 电气工程
  • 信号处理 信号处理
  • 机器学习 机器学习

背景情况:

  • 传统的卷积神经网络 (CNN) 频谱传感面临着像渐变消失和深度网络中有限的特征提取等挑战.
  • 网络退化问题出现在深层网络结构中,阻碍了性能.

研究的目的:

  • 提出一种新的协作频谱传感方法,解决梯度消失和特征提取限制的问题.
  • 为了提高频谱传感性能,特别是在低信号噪声比 (SNR) 条件下.

主要方法:

  • 开发了一种协作式的频谱传感方法,整合了剩余密度网络 (RDN) 和注意力机制.
  • 通过堆叠,规范化,构建2D矩阵和映射到灰度图像来处理时间域信号信息.
  • 使用灰度图像训练集训练神经网络进行深度特征提取.

主要成果:

  • 与传统的协作频谱传感技术相比,拟议的方法显示了优越的光谱传感性能.
  • 在低信号噪声比 (SNR) 条件下观察到显著改善.

结论:

  • 剩余密集网络和基于注意力的协作频谱传感方法有效地克服了传统CNN的局限性.
  • 该方法提供了增强的深度特征提取和在具有挑战性的低SNR环境中提高性能.
关键词:
注意力机制注意力机制合作的频谱传感器.剩余的密集网络.

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