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相关概念视频

NMR Spectrometers: Resolution and Error Correction01:14

NMR Spectrometers: Resolution and Error Correction

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When magnetic nuclei in a sample achieve resonance and undergo relaxation, the signal detected in NMR is an approximately exponential free induction decay. Fourier transform of an exponential decay yields a Lorentzian peak in the frequency domain. Lorentzian peaks in an NMR spectrum are defined by their amplitude, full width at half maximum, and position, where the peak width is governed by the spin-spin relaxation time alone. In real experiments, however, the applied magnetic field is rendered...
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Magnetic Resonance Imaging01:24

Magnetic Resonance Imaging

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Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
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Double Resonance Techniques: Overview01:12

Double Resonance Techniques: Overview

248
Double resonance techniques in Nuclear Magnetic Resonance (NMR) spectroscopy involve the simultaneous application of two different frequencies or radiofrequency pulses to manipulate and observe two distinct nuclear spins. One important application of double resonance is spin decoupling, which selectively suppresses coupling with one type of nucleus while observing the NMR signal from another nucleus, simplifying the spectrum and enhancing resolution.
Spin decoupling is usually achieved by...
248
Nuclear Magnetic Resonance (NMR): Overview01:07

Nuclear Magnetic Resonance (NMR): Overview

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Nuclear magnetic resonance (NMR) is a phenomenon exhibited by certain nuclei that can absorb characteristic radio frequency radiation under certain conditions. NMR has been extensively applied in molecular spectroscopy and medical diagnostic imaging. In both these applications, the molecule or subject under study is placed in a magnetic field and irradiated with radio frequency energy.
NMR spectroscopy generates a spectrum where the characteristic absorption frequencies of the sample are...
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NMR Spectrometers: Overview01:20

NMR Spectrometers: Overview

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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...
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NMR Spectrometers: Radiofrequency Pulses and Pulse Sequences01:17

NMR Spectrometers: Radiofrequency Pulses and Pulse Sequences

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A pulse is a short burst of radio waves distributed over a range of frequencies that simultaneously excites all the nuclei in the sample. Upon passing a radio frequency pulse along the x-axis, the nuclei absorb energy corresponding to their Larmor frequencies and achieve resonance. This shifts the net magnetization vector from the z-axis toward the transverse plane. This angle of rotation of the magnetization vector, or the flip angle, is proportional to the duration and intensity of the pulse.
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相关实验视频

Updated: Jul 24, 2025

Quantitative Magnetic Resonance Imaging of Skeletal Muscle Disease
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Quantitative Magnetic Resonance Imaging of Skeletal Muscle Disease

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磁共振光谱学使用深度学习进行光谱注册.

David J Ma1, Yanting Yang1, Natalia Harguindeguy1

  • 1Department of Biomedical Engineering, Columbia University, New York, New York, USA.

Journal of magnetic resonance imaging : JMRI
|July 4, 2023
PubMed
概括

一种新的深度学习方法,CNN-SR,有效地纠正磁共振光谱 (MRS) 数据中的频率和相位. 这种方法增强了MEGA-PRESS序列的光谱注册 (SR),提高了数据的准确性.

关键词:
在美国,CNN是CNN.这是一个巨大的压力机.这就是MRS MRS.深度学习是一种深度学习.频谱注册 频谱注册 频谱注册没有监督的学习学习.

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Multi-modal Pulmonary Imaging: Using Complementary Information from CT and Hyperpolarized 129Xe MRI to Evaluate Lung Structure-Function
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Multi-modal Pulmonary Imaging: Using Complementary Information from CT and Hyperpolarized 129Xe MRI to Evaluate Lung Structure-Function

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Last Updated: Jul 24, 2025

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科学领域:

  • 磁共振光谱学 (MRS) 是一种技术.
  • 深度学习应用程序
  • 医学成像分析 医学成像分析

背景情况:

  • 深度学习在MRI图像注册方面表现出色,但缺乏MRS光谱注册 (SR) 的方法.
  • 准确的光谱记录对于定量MRS分析至关重要.

研究的目的:

  • 开发和评估基于卷积神经网络的SR (CNN-SR) 方法.
  • 为了实现单声元 MEGA-PRESS MRS 数据的同时频率和相位校正 (FPC).

主要方法:

  • 利用了4万个模拟和101个体内MEGA-PRESS数据集.
  • 在模拟数据上训练并验证了CNN-SR模型,具有不同的偏移和SNR.
  • 评估性能使用模拟数据的平均绝对误差和体内数据的胆间隔差异.

主要成果:

  • 在不同SNR的模拟数据中,CNN-SR准确地纠正了频率和相位偏移.
  • 在体内MEGA-PRESS数据中在纠正偏移方面取得了高性能.
  • 经过小,中,大额外偏移,表现出强的性能.

结论:

  • 在CNN-SR方法提供了一个高效和准确的解决方案,同时FPC.
  • 这种方法显著改善了MEGA-PRESS MRS数据的光谱记录.
  • 在MRS研究中,CNN-SR有望增强定量分析.