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Automated size-specific dosimetry for chest posterior–anterior projection radiography 胸部前后投影射线摄影的自动尺寸特异性剂量测定法
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-11 DOI: 10.3389/fphy.2024.1441316
An Dedulle, Niki Fitousi, Nicholas Marshall, Hilde Bosmans
IntroductionChest radiography is a frequently performed examination, and therefore, accurate patient dosimetry is important. One means of increasing dosimetric accuracy is through the use of size-specific dosimetry, and the aim of this work was to determine which patients would benefit from such a methodology applied in chest posterior–anterior (PA) projection radiography.MethodsA database of 44 voxel models was created from CT scans, representing adults with BMI from underweight, normal, overweight, and obese classes. Monte Carlo simulation was performed to generate dose conversion factors for each model. Correlation curves of the dose conversion factors with water equivalent diameter (WED) of the 44 voxel phantoms were obtained. A total of 8,536 chest PA examinations acquired between 2015 and 2019 using three X-ray systems were then retrospectively collected; 4,748 men (median age: 61 ± 21 years) and 3,788 women (median age: 60 ± 23 years). The WED of the patients was estimated from the ratio of detector air-kerma to incident air-kerma, using parameters in the DICOM header of the images. For all patients, a size-specific conversion factor was selected automatically using the relation between WED and dose conversion factor determined for the phantoms. The size-specific organ doses and effective doses were calculated based on these conversion factors, and then compared to the standard effective dose calculation with a paired test.ResultsThe lung doses ranged from 7 μGy to 96 μGy and had a good correlation with patient size in terms of WED (p < 0.01, R² between 0.52 and 0.77). The doses for thyroid ranged from 2 μGy to 42 μGy and correlated strongly with the patient size (p < 0.01, R² between 0.65 and 0.85). Breast doses ranged from 2 μGy to 13 μGy, and the correlation with the patient size was weak (p < 0.01, R2 between 0.01 and 0.28). The size-specific effective dose ranged from 4 μSv to 42 μSv. The difference between the size-specific and standard effective dose ranged from −35% to 69% (p < 0.01), with differences exceeding ± 20% for 37% of the cases.DiscussionIn conclusion, the method presented in this study enables automated size-specific dosimetry, within the proposed maximum deviation of ± 20%, and should be considered for routine application.
导言:胸部放射摄影是一项经常进行的检查,因此准确的患者剂量测定非常重要。提高剂量测定准确性的方法之一是使用体型特异性剂量测定法,这项工作的目的是确定哪些患者将受益于这种应用于胸部后-前投影 (PA) 放射摄影的方法。通过蒙特卡洛模拟为每个模型生成剂量转换系数。获得了剂量转换系数与 44 个体素模型的水当量直径 (WED) 的相关曲线。然后回顾性收集了 2015 年至 2019 年期间使用三种 X 光系统获得的 8536 次胸部 PA 检查;其中男性 4748 次(中位年龄:61 ± 21 岁),女性 3788 次(中位年龄:60 ± 23 岁)。利用 DICOM 图像标题中的参数,根据检测器空气瘢痕与入射空气瘢痕的比率估算出患者的 WED。对于所有患者,利用为模型确定的 WED 与剂量换算系数之间的关系,自动选择了特定体型的换算系数。结果肺部剂量从 7 μGy 到 96 μGy 不等,在 WED 方面与患者体型有很好的相关性(p < 0.01,R² 在 0.52 到 0.77 之间)。甲状腺的剂量从 2 μGy 到 42 μGy 不等,与患者体型密切相关(p&;lt; 0.01,R²介于 0.65 和 0.85 之间)。乳腺剂量从2 μGy到13 μGy不等,与患者体型的相关性较弱(p&p;lt; 0.01,R2介于0.01和0.28之间)。体型特异性有效剂量介于 4 μSv 与 42 μSv 之间。总之,本研究提出的方法可以在建议的 ± 20% 最大偏差范围内自动进行特定尺寸剂量测定,应考虑将其用于常规应用。
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引用次数: 0
Numerical simulation and theoretical analysis of pattern dynamics for the fractional-in-space Schnakenberg model 分数空间施纳肯伯格模型模式动力学的数值模拟和理论分析
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-11 DOI: 10.3389/fphy.2024.1452077
Ji-Lei Wang, Yu-Xing Han, Qing-Tong Chen, Zhi-Yuan Li, Ming-Jing Du, Yu-Lan Wang
Effective exploration of the pattern dynamic behaviors of reaction–diffusion models is a popular but difficult topic. The Schnakenberg model is a famous reaction–diffusion system that has been widely used in many fields, such as physics, chemistry, and biology. Herein, we explore the stability, Turing instability, and weakly non-linear analysis of the Schnakenberg model; further, the pattern dynamics of the fractional-in-space Schnakenberg model was simulated numerically based on the Fourier spectral method. The patterns under different parameters, initial conditions, and perturbations are shown, including the target, bar, and dot patterns. It was found that the pattern not only splits and spreads from the bar to spot pattern but also forms a bar pattern from the broken connections of the dot pattern. The effects of the fractional Laplacian operator on the pattern are also shown. In most cases, the diffusion rate of the fractional model was higher than that of the integer model. By comparing with different methods in literature, it was found that the simulated patterns were consistent with the results obtained with other numerical methods in literature, indicating that the Fourier spectral method can be used to effectively explore the dynamic behaviors of the fractional Schnakenberg model. Some novel pattern dynamics behaviors of the fractional-in-space Schnakenberg model are also demonstrated.
有效探索反应扩散模型的模式动态行为是一个热门但困难的课题。Schnakenberg 模型是一个著名的反应扩散系统,已被广泛应用于物理、化学和生物等多个领域。在此,我们探讨了 Schnakenberg 模型的稳定性、图灵不稳定性和弱非线性分析,并基于傅立叶谱方法对分数空间 Schnakenberg 模型的模式动力学进行了数值模拟。图中显示了不同参数、初始条件和扰动下的图案,包括目标图案、条形图案和点形图案。结果发现,图案不仅会从条形图案向点形图案分裂和扩散,还会从点形图案的断裂连接处形成条形图案。此外,还显示了分数拉普拉斯算子对图案的影响。在大多数情况下,分数模型的扩散率高于整数模型。通过与文献中不同方法的比较,发现模拟的图案与文献中其他数值方法得到的结果一致,表明傅立叶谱方法可用于有效探索分数 Schnakenberg 模型的动态行为。此外,还展示了分数空间 Schnakenberg 模型的一些新模式动力学行为。
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引用次数: 0
Analytical solution of steady reconnection outflows in a time-varying three-dimensional reconnection model with generalized spatiotemporal distributions 具有广义时空分布的时变三维再连接模型中稳定再连接外流的解析解
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-11 DOI: 10.3389/fphy.2024.1439949
Y. L. Chen, Y. Wang, F. S. Wei, X. S. Feng, Z. L. Zhou, B. Y. Wang, P. B. Zuo, C. W. Jiang, Y. X. Gu, L. D. Wang, X. J. Song, X. J. Xu
Magnetic reconnection is a fundamental mechanism for energy conversion in the realms of space physics, astrophysics, and plasma physics. Over the past few decades, obtaining analytical solutions for three-dimensional (3D) magnetic reconnection has remained a challenging endeavor. Due to the complexity and nonlinearity of the equations, analytical solutions can only be obtained when specific spatiotemporal distributions of magnetic fields or plasma flows are provided. Particularly, the evolution of reconnection flows in time-dependent 3D reconnection has not been analytically discussed. Additionally, quasi-steady magnetic reconnection persisting for several hours can be observed in the turbulent solar wind, which raises an important question: can steady reconnection flows theoretically exist in a time-dependent 3D magnetic reconnection model? In this study, a generalized analytical model for time-dependent kinematic 3D magnetic reconnection has been constructed. In the framework of pure analytical approach, it is firstly demonstrated that steady reconnection outflows can theoretically exist within a time-varying magnetic field. We have also analytically discussed the possibility of the existence of quasi-steady reconnection flows in 3D magnetic reconnection for turbulent magnetic fields in the solar wind. These findings broaden our understanding of the stability and necessary conditions for time-dependent 3D magnetic reconnection, offering new insights into quasi-steady reconnection phenomena in real cosmic environments.
磁重联是空间物理学、天体物理学和等离子物理学领域能量转换的基本机制。在过去几十年里,获得三维(3D)磁重联的解析解一直是一项具有挑战性的工作。由于方程的复杂性和非线性,只有提供特定的磁场或等离子体流的时空分布,才能获得分析解。特别是在随时间变化的三维再连接中,再连接流的演化尚未得到分析讨论。此外,在湍流太阳风中可以观测到持续数小时的准稳定磁重连接,这就提出了一个重要问题:在随时间变化的三维磁重连接模型中,理论上能否存在稳定的重连接流?在这项研究中,我们构建了一个随时间运动的三维磁重联的广义分析模型。在纯分析方法的框架内,我们首先证明了稳定的再连接流出理论上可以存在于时变磁场中。我们还分析讨论了太阳风中湍流磁场的三维磁重新连接中存在准稳定重新连接流的可能性。这些发现拓宽了我们对随时间变化的三维磁重联的稳定性和必要条件的理解,为我们了解真实宇宙环境中的准稳定重联现象提供了新的视角。
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引用次数: 0
Bayesian optimization of proton generation in terawatt laser–CH2 cluster interactions within a plasma channel 等离子体通道内太赫兹激光-CH2 簇相互作用中质子生成的贝叶斯优化
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-10 DOI: 10.3389/fphy.2024.1424755
Artem Kim, Mordechai Botton, Arie Zigler
Improving the energy efficiency in generating high-energy proton or boron ions is crucial for advancing the feasibility of neutronless laser-based proton–boron (p-B11) fusion reactions. The primary objective of this work is to optimize the fusion energy efficiency of a proposed advanced p-B11 fusion scheme. In the proposed scheme, an ultrashort laser pulse is guided by a plasma channel filled with carbon–hydrogen (CH2) clusters. The MeV protons are generated by the Coulomb explosion (CE) of the cluster, which, therefore, interact with surrounding boron to produce alpha particles. To evaluate the fusion energy efficiency under various conditions, 2D particle-in-cell (PIC) simulations are used, supplemented with analytical calculations and estimations. The Bayesian optimization (BO) algorithm is utilized to optimize the key interaction parameters. The BO approach allows us to identify optimal cluster and laser parameters that would have higher fusion energy efficiency.
提高产生高能质子或硼离子的能效对于推进基于无中子激光的质子硼(p-B11)聚变反应的可行性至关重要。这项工作的主要目标是优化拟议的先进 p-B11 核聚变方案的聚变能效。在提议的方案中,超短激光脉冲由充满碳氢(CH2)簇的等离子体通道引导。MeV质子由簇的库仑爆炸(CE)产生,因此与周围的硼相互作用产生α粒子。为了评估各种条件下的聚变能效,我们使用了二维粒子在胞(PIC)模拟,并辅以分析计算和估算。贝叶斯优化(BO)算法用于优化关键的相互作用参数。贝叶斯优化方法使我们能够确定具有更高聚变能效的最佳集群和激光参数。
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引用次数: 0
eXplainable artificial intelligence applied to algorithms for disruption prediction in tokamak devices 应用于托卡马克装置中断预测算法的可扩展人工智能
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-09 DOI: 10.3389/fphy.2024.1359656
L. Bonalumi, E. Aymerich, E. Alessi, B. Cannas, A. Fanni, E. Lazzaro, S. Nowak, F. Pisano, G. Sias, C. Sozzi
Introduction: This work explores the use of eXplainable artificial intelligence (XAI) to analyze a convolutional neural network (CNN) trained for disruption prediction in tokamak devices and fed with inputs composed of different physical quantities.Methods: This work focuses on a reduced dataset containing disruptions that follow patterns which are distinguishable based on their impact on the electron temperature profile. Our objective is to demonstrate that the CNN, without explicit training for these specific mechanisms, has implicitly learned to differentiate between these two disruption paths. With this purpose, two XAI algorithms have been implemented: occlusion and saliency maps.Results: The main outcome of this paper comes from the temperature profile analysis, which evaluates whether the CNN prioritizes the outer and inner regions.Discussion: The result of this investigation reveals a consistent shift in the CNN’s output sensitivity depending on whether the inner or outer part of the temperature profile is perturbed, reflecting the underlying physical phenomena occurring in the plasma.
导言:这项研究探讨了如何利用可扩展人工智能(XAI)来分析一个卷积神经网络(CNN),该网络是为预测托卡马克设备的中断而训练的,其输入由不同的物理量组成:这项工作的重点是一个缩小的数据集,其中包含根据对电子温度曲线的影响而可区分的中断模式。我们的目标是证明,CNN 在没有针对这些特定机制进行明确训练的情况下,已经隐式地学会了区分这两种中断路径。为此,我们采用了两种 XAI 算法:闭塞图和显著性图:本文的主要成果来自温度曲线分析,该分析评估了 CNN 是否优先考虑外部和内部区域:这项研究结果表明,CNN 的输出灵敏度会随着温度曲线的内部或外部受到扰动而发生一致的变化,这反映了等离子体中发生的基本物理现象。
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引用次数: 0
Evolution and governance of online public opinion during COVID-19: a hybrid approach using communication visualization, SIR modeling, and simulation validation COVID-19 期间网络舆论的演变与治理:使用传播可视化、SIR 建模和模拟验证的混合方法
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-09 DOI: 10.3389/fphy.2024.1462089
Lin Ren, Jiehua Zhang, Zhongyue Su, Fujun Lai, Deping Xiong
IntroductionThis study investigates the mechanisms of public opinion dissemination and governance strategies during public health events, using a two-stage SIR model informed by the Information Cascade Theory.MethodsThe research employs Gephi visual analysis to identify principal nodes of public opinion and combines model simulations with dynamic propagation analysis to verify the model's precision and applicability.ResultsThe findings reveal that pivotal information nodes significantly accelerate the spread of public opinion, while ordinary nodes contribute to the natural attenuation of public discourse due to their strong spontaneous recovery capabilities. The simulation analysis further identifies the optimal timing for government intervention, particularly during the initial and peak phases of public opinion dissemination.DiscussionBased on the results, the study recommends strategies to strengthen the management of key opinion nodes, enhance public information literacy, optimize policy implementation, and utilize simulation tools to assist in public opinion management. These recommendations offer valuable theoretical and practical insights for managing public opinion during public health events.
引言本研究以信息级联理论为基础,利用两阶段SIR模型研究公共卫生事件中的舆情传播机制和治理策略。研究方法本研究采用Gephi可视化分析方法识别舆情的主要节点,并结合模型模拟和动态传播分析验证模型的精确性和适用性。模拟分析进一步确定了政府干预的最佳时机,尤其是在舆情传播的初始阶段和高峰阶段。讨论基于研究结果,本研究提出了加强关键舆情节点管理、提高公众信息素养、优化政策执行以及利用模拟工具协助舆情管理的策略建议。这些建议为公共卫生事件中的舆情管理提供了宝贵的理论和实践启示。
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引用次数: 0
New method for the investigation of mode coupling in graded-index polymer photonic crystal fibers using the Langevin stochastic differential equation 利用朗温随机微分方程研究分级指数聚合物光子晶体光纤中模式耦合的新方法
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-09 DOI: 10.3389/fphy.2024.1479206
Svetislav Savović, Alexandar Djordjevich, Konstantinos Aidinis, Chen Chen, Rui Min
The mode coupling in a graded-index polymer photonic crystal fiber (GI PPCF) with a solid core has been investigated using the Langevin equation. Based on the computer-simulated Langevin force, the Langevin equation is numerically integrated. The numerical solutions of the Langevin equation align with those of the time-independent power flow equation (TI PFE). We showed that by solving the Langevin equation, which is a stochastic differential equation, one can successfully treat a mode coupling in GI PPCFs, which is an intrinsically stochastic process. We demonstrated that, in terms of effectiveness, the Langevin equation is preferable compared to the TI PFE. The GI PPCF achieves the equilibrium mode distribution (EMD) at a coupling length that is even shorter than the conventional GI plastic optical fiber (POF). The application of multimode GI PCFs in communications and optical fiber sensor systems will benefit from these findings.
我们利用朗文方程研究了具有固体纤芯的渐变指数聚合物光子晶体光纤(GI PPCF)中的模式耦合。根据计算机模拟的朗格文力,对朗格文方程进行了数值积分。朗格文方程的数值解与时间无关功率流方程(TI PFE)的数值解一致。我们的研究表明,通过求解作为随机微分方程的 Langevin 方程,可以成功地处理 GI PPCF 中的模式耦合,而模式耦合本身就是一个随机过程。我们证明,就有效性而言,朗格文方程比 TI PFE 更为可取。GI PPCF 在耦合长度比传统 GI 塑料光纤(POF)更短的情况下实现了平衡模式分布(EMD)。这些发现将有助于多模 GI PCF 在通信和光纤传感器系统中的应用。
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引用次数: 0
A novel image encryption method based on improved two-dimensional logistic mapping and DNA computing 基于改进的二维逻辑映射和 DNA 计算的新型图像加密方法
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-09 DOI: 10.3389/fphy.2024.1469418
Yuanlin Chen, Tianxiu Lu, Caiwen Chen, Yi Xiang
In the digital era, the significance of cryptographic algorithms has grown significantly within the realm of cybersecurity. This research presents an innovative approach to image encryption that eliminates the security limitations of the conventional one-dimensional logistic mapping. This approach relies on an enhanced two-dimensional logistic-fraction hybrid chaotic mapping (2D-LFHCM) and deoxyribonucleic acid (DNA) computing. Initially, the improved 2D-LFHCM is utilized to effectively scramble the image by incorporating chaotic sequences. Then, two novel algebraic DNA computing rules are introduced to enhance diffusion encryption. Experimental findings show that this approach offers superior security performance, even with renowned attacks.
在数字时代,加密算法在网络安全领域的重要性显著增加。本研究提出了一种创新的图像加密方法,消除了传统一维逻辑映射的安全限制。这种方法依赖于增强型二维逻辑-分数混合混沌映射(2D-LFHCM)和脱氧核糖核酸(DNA)计算。首先,利用改进的二维逻辑分数混合混沌映射(2D-LFHCM),结合混沌序列对图像进行有效扰乱。然后,引入两种新的代数 DNA 计算规则来增强扩散加密。实验结果表明,即使面对著名的攻击,这种方法也能提供卓越的安全性能。
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引用次数: 0
Adaptive strategy for achieving fast synchronization between two memristor chaotic circuits without and with noisy perturbation 在无噪声扰动和有噪声扰动情况下实现两个忆阻器混沌电路快速同步的自适应策略
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-09 DOI: 10.3389/fphy.2024.1445805
Binhua Yuan, Hui Xu, Lei Hu, Jie Wu
This paper presents an innovative approach for achieving rapid synchronization between two memristor chaotic circuits (MCCs), both with and without noise perturbations. The proposed adaptive control strategy effectively handles the uncertainty in control gains by adhering to predesigned update law. Additionally, this protocol is non-chattering and differentiable, avoiding the use of conventional discontinuous functions such as signum and absolute value functions. This method successfully mitigates the tremors caused by discontinuous functions. We derive two sufficient criteria using finite-time Lyapunov and stochastic finite-time Lyapunov stability methods. Numerical results validate the theoretical analysis and demonstrate the influence of noise intensity on convergence speed. Furthermore, the results have an application in image encryption transmission.
本文提出了一种创新方法,用于实现两个忆阻器混沌电路(MCC)在有噪声扰动和无噪声扰动情况下的快速同步。所提出的自适应控制策略通过遵循预先设计的更新规律,有效地处理了控制增益的不确定性。此外,该协议是非振荡和可微分的,避免了使用传统的不连续函数,如符号函数和绝对值函数。这种方法成功地缓解了非连续函数引起的震颤。我们利用有限时间 Lyapunov 稳定性方法和随机有限时间 Lyapunov 稳定性方法推导出两个充分标准。数值结果验证了理论分析,并证明了噪声强度对收敛速度的影响。此外,这些结果还可应用于图像加密传输。
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引用次数: 0
Preparations for pB11 tests in the FF-2B dense plasma focus 在 FF-2B 高密度等离子体焦点进行 pB11 试验的准备工作
IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-09-05 DOI: 10.3389/fphy.2024.1438880
Eric J. Lerner, Syed M. Hassan
The dense plasma focus (DPF) device has great potential as a fusion energy generator using hydrogen-boron (pB11) fuel1. Experiments using deuterium have already demonstrated mean ion energies &gt;200 keV, in the range needed for burning pB112. To test that potential, we are preparing for experiments with hydrogen-boron fuel in the megampere DPF device, FF-2B. We plan to use isotopically-pure decaborane (B10H14) as the fuel source and have installed equipment for the safe handling and disposal of the toxic vapors from this material. High isotopic purity of the boron-11 is required to avoid generation of radioactive Be-7. While the main pB11 fusion reaction produces no neutrons, two side reactions do produce both neutrons and radioactive C-11. We show how these reaction products can be used with suitable detectors to provide accurate data on fusion yield, and the density and ion energy of the confined fusion-producing plasma.
高密度等离子体聚焦(DPF)装置作为使用氢-硼(pB11)燃料的聚变能发生器具有巨大的潜力1。使用氘进行的实验已经证明了平均离子能量&gt;200 keV,处于燃烧 pB112 所需的范围内。为了测试这一潜力,我们正准备在 FF-2B 型百万安培 DPF 设备中使用氢硼燃料进行实验。我们计划使用同位素纯度较高的癸硼烷(B10H14)作为燃料,并安装了安全处理和处置这种材料产生的有毒蒸汽的设备。为避免产生放射性硼-7,需要高同位素纯度的硼-11。虽然主要的 pB11 核聚变反应不会产生中子,但两个副反应会产生中子和放射性 C-11。我们展示了如何将这些反应产物与合适的探测器配合使用,以提供关于聚变产出率以及产生聚变的封闭等离子体的密度和离子能量的精确数据。
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引用次数: 0
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