使用基于LMBP训练算法的人工神经网络展开单能中子光谱
1School of Physics, Damghan University, P.O. Box 36716-41167, Damghan, Iran.
概括
人工神经网络 (ANN) 为中子光谱展开提供了一个强大的方法. 这种先进的技术从探测器数据中准确地重建了中子能量的光谱,优于传统方法.
科学领域:
- 核物理与仪器仪表技术
- 科学中的计算方法.
背景情况:
- 准确的中子光谱展开对于核应用至关重要.
- 像石法这样的传统方法可以引入扭曲和工件.
- NE213闪电探测器通常用于中子探测.
研究的目的:
- 研究人工神经网络 (ANN) 对于中子光谱展开的应用.
- 将ANN的性能与已建立的Gravel方法进行比较.
- 评估ANN在重建中子能光谱中的准确性和稳定性.
主要方法:
- 使用人工神经网络 (ANN) 展开了中子光谱.
- 描述了NE213闪探测器中子反应的特征.
- 使用分析方法和MCNPX-PHOTRACK生成响应函数;使用Levenberg-Marquardt方法 (LMM) 训练ANN.
主要成果:
- ANN 一致地产生了与事件能量密切匹配的单峰光谱.
- 石方法导致了额外的峰值和光谱扭曲.
- ANN 显示出更高的准确性,由较低的相对能量峰值差异证明,特别是在有噪音数据的情况下.
结论:
- 人工神经网络为中子光谱展开提供了更准确和更强大的方法.
- ANNs克服了传统方法的局限性,提供了卓越的光谱重建.
- 这些发现支持采用ANN来改进中子检测分析.
相关概念视频
Nuclear Overhauser Enhancement (NOE)
666
Irradiation of a spin-active nucleus causes an increase or decrease in the signal intensity of neighboring nuclei that are not necessarily chemically bonded or involved in J-coupling. This phenomenon, called the Nuclear Overhauser Enhancement (NOE), results from through-space interactions between the nuclear spins. The NOE effect decreases with increasing internuclear distance and is generally not observed beyond 4 angstroms. In NOE, dipole-dipole interactions between neighboring...
666
¹H NMR: Interpreting Distorted and Overlapping Signals
1.0K
Spin systems where the difference in chemical shifts of the coupled nuclei is greater than ten times J are called first-order spin systems. These nuclei are weakly coupled, and their chemical shifts and coupling constant can generally be estimated from the well-separated signals in the spectrum.
As Δν decreases and the signals move closer, the doublets appear increasingly distorted. The intensities of the inner lines increase at the cost of those of the outer lines as the signals are...
As Δν decreases and the signals move closer, the doublets appear increasingly distorted. The intensities of the inner lines increase at the cost of those of the outer lines as the signals are...
1.0K
Atomic Nuclei: Magnetic Resonance
647
The number of nuclear spins aligned in the lower energy state is slightly greater than those in the higher energy state. In the presence of an external magnetic field, as the spins precess at the Larmor frequency, the excess population results in a net magnetization oriented along the z axis. When a pulse or a short burst of radio waves at the Larmor frequency is applied along the x axis, the coupling of frequencies causes resonance and flips the nuclear spins of the excess population from the...
647
Interpreting ¹H NMR Signal Splitting: The (n + 1) Rule
1.3K
In the AX proton spin system, proton A can sense the two spin states of a coupled proton X, resulting in a doublet NMR signal with two peaks of equal (1:1) intensity. When proton A is coupled to two equivalent protons (AX2 spin system), the spin states of each X can be aligned with or against the external field, creating three possible scenarios. This results in a 1:2:1 triplet signal, where the central peak corresponds to the chemical shift of A and is twice as large or intense as the...
1.3K
NMR Spectrometers: Radiofrequency Pulses and Pulse Sequences
791
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.
791
¹³C NMR: ¹H–¹³C Decoupling
1.1K
The probability of having two carbon-13 atoms next to each other is negligible because of the low natural abundance of carbon-13. Consequently, peak splitting due to carbon-carbon spin-spin coupling is not observed in spectra. However, protons up to three sigma bonds away split the carbon signal according to the n+1 rule, resulting in complicated spectra.
A broadband decoupling technique is used to simplify these complex, sometimes overlapping, signals. Broadband decoupling relies on a...
A broadband decoupling technique is used to simplify these complex, sometimes overlapping, signals. Broadband decoupling relies on a...
1.1K


