巴尔豪森噪声的伊辛模型模拟与实证研究

IF 2.6 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING
Cheng Hang, Wenbo Liu, Gerd Dobmann, Yin Wu, Wangcai Chen, Ping Wang
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引用次数: 0

摘要

本文基于二维伊辛模型进行了蒙特卡罗模拟,目的是将模拟的磁性巴克豪森噪声(MBN)信号与对不同硬度水平的轴承钢进行实证研究后获得的磁性巴克豪森噪声(MBN)信号进行匹配。首先,研究了基于伊辛模型获得模拟 MBN 信号的方法。本文认为,通过对模拟磁化曲线应用数字滤波器获得的模拟 MBN 信号在时域和频谱上都更接近实际测量信号。其次,研究了二维伊辛模型的影响因素,包括晶格尺寸 (N)、温度 (T)、相邻相互作用 (J)、外磁场 (H(t))、每周期模拟点数 (\(P_{sim}\)) 和蒙特卡罗步长 (MCS)。此外,还绘制了不同温度和相邻相互作用下的模拟 MBN 信号及其特征图。最后,提出了一种利用缩放和移位将模拟 MBN 信号与实际测量的 MBN 信号相匹配的方法,从而将模拟和测量的 MBN 信号特征之间的相对误差减小到 7% 以内。这种方法使生成不同硬度水平的模拟 MBN 信号成为可能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Ising Model Simulation and Empirical Research of Barkhausen Noise

Ising Model Simulation and Empirical Research of Barkhausen Noise

In this paper, Monte Carlo simulations are performed based on the two-dimensional Ising model with the objective of matching the simulated magnetic Barkhausen noise (MBN) signals with the measured MBN signals obtained from empirical research on bearing steel of different hardness levels. Firstly, the methods for obtaining simulated MBN signals based on the Ising model are studied. This paper suggests that simulated MBN signals obtained by applying a digital filter to the simulated magnetization curve, both in the time domain and frequency spectrum, are closer to the actual measured signals. Secondly, the influencing factors of the two-dimensional Ising model are studied, including lattice size (N), temperature (T), neighbor interaction (J), external magnetic field (H(t)), number of simulation points per period (\(P_{sim}\)) and Monte Carlo step (MCS). Furthermore, the simulated MBN signals and their feature diagrams under different temperatures and neighbor interactions are plotted. Finally, a method is proposed to match the simulated MBN signals with the actual measured MBN signals using scaling and shifting, reducing the relative error between the simulated and measured MBN signal features to within 7%. This method makes it possible to generate simulated MBN signals at different hardness levels.

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来源期刊
Journal of Nondestructive Evaluation
Journal of Nondestructive Evaluation 工程技术-材料科学:表征与测试
CiteScore
4.90
自引率
7.10%
发文量
67
审稿时长
9 months
期刊介绍: Journal of Nondestructive Evaluation provides a forum for the broad range of scientific and engineering activities involved in developing a quantitative nondestructive evaluation (NDE) capability. This interdisciplinary journal publishes papers on the development of new equipment, analyses, and approaches to nondestructive measurements.
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