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A numerical 3D fluid-structure interaction model for blood flow in an atherosclerotic carotid artery 动脉粥样硬化性颈动脉血流的三维流固耦合模型
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.03.825
O. Kafi
Compelling evidence shows the association of inflammation with atherosclerosis diseases, one of the leading cause of mortality and morbidity worldwide. Recent research indicated that the inflammatory process of atherosclerotic lesions is involved in the progression of atherosclerotic plaques in specific regions, such as the carotid bifurcation, which represents a risk for ischemic stroke as a result of the interaction between the blood and the plaque. We start modeling using 3D idealized geometry in order to capture the most important features of such interactions. Then, we proceed to a partly patient-specific computational domain representing an atherosclerotic artery. Understanding such interactions is of paramount importance preventing the risk of the plaque rupture. The numerical results comparisons have shown that, qualitatively, there is an agreement between idealized atherosclerotic artery and patient-specific atherosclerotic carotid artery. The idealized carotid geometry will be useful in future FSI studies of hemodynamic indicators based on medical images.
令人信服的证据表明炎症与动脉粥样硬化疾病有关,动脉粥样硬化是世界范围内死亡率和发病率的主要原因之一。最近的研究表明,动脉粥样硬化病变的炎症过程参与了特定区域的动脉粥样硬化斑块的进展,如颈动脉分叉,由于血液和斑块之间的相互作用,这代表了缺血性卒中的风险。我们开始使用3D理想几何建模,以捕捉这种相互作用的最重要特征。然后,我们进入一个部分患者特异性的计算域,代表动脉粥样硬化动脉。了解这种相互作用对预防斑块破裂的风险至关重要。数值结果比较表明,在质量上,理想的动脉粥样硬化动脉和患者特定的动脉粥样硬化颈动脉之间是一致的。理想的颈动脉几何形状将有助于未来基于医学图像的血流动力学指标的FSI研究。
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引用次数: 1
Parameter optimization decomposition and synthesis algorithm for a bundle of rotation shells connected with a ring frame 环架连接一束旋转壳的参数优化分解与综合算法
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.03.976
A. P. Dzyuba, I. A. Safronova, V. N. Sirenko, A. R. Torskyy
The method of weight optimization of a shell structure consisting of a power ring frame connected to it on each side of non-homogeneous shells of rotation with variable wall thickness under the action of a spatially asymmetric load is presented. The construction decomposition algorithm is applied. The optimization of shells is carried out based on the necessary Pontryagin's optimality conditions with phase constraints. Finite-dimensional optimization methods are used to seek the optimal configuration of the ring frame. The synthesis of the construction is carried out by the method of successive approximations. Numerical optimization results are presented
提出了在空间非对称荷载作用下,由变壁厚非均质旋转壳体两侧连接动力环架组成的壳体结构的重量优化方法。采用结构分解算法。基于必要的具有相位约束的庞特里亚金最优性条件,对壳体进行了优化。采用有限维优化方法寻求环架的最优构型。构造的综合采用逐次逼近法进行。给出了数值优化结果
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引用次数: 0
Fractional Brownian motion in financial engineering models 金融工程模型中的分数布朗运动
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.02.445
V. Yanishevskyi, L. Nodzhak
An application of fractional Brownian motion (fBm) is considered in stochastic financial engineering models. For the known Fokker–Planck equation for the fBm case, a solution for transition probability density for the path integral method was built. It is shown that the mentioned solution does not result from the Gaussian unit of fBm with precise covariance. An expression for approximation of fBm covariance was found for which solutions are found based on the Gaussian measure of fBm and those found based on the known Fokker–Planck equation match.
研究了分数阶布朗运动在随机金融工程模型中的应用。针对已知的fBm情况下的Fokker-Planck方程,建立了路径积分法的转移概率密度解。结果表明,上述解不是由精确协方差的fBm的高斯单元得到的。找到了fBm协方差近似表达式,该表达式的解是基于fBm的高斯测度和基于已知的Fokker-Planck方程匹配得到的解。
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引用次数: 1
A decentralized model to ensure traceability and sustainability of the food supply chain by combining blockchain, IoT, and machine learning 通过结合区块链、物联网和机器学习,确保食品供应链可追溯性和可持续性的分散模型
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.02.498
K. Addou, M. Y. El Ghoumari, S. Achkdir, M. Azzouazi
Many food contamination incidents have occurred during the last decade which has proven the failure of the food supply chain management system to track the food, money, and information movement within the food supply chain. Many models have been established. This paper presents the design and implementation of the new model providing real-time data acquisition, monitoring, and storing on a tamper-proof blockchain of the main food supply movement. This system is using smart contracts that are deployed on the Ethereum blockchain to allow every participant to transact securely with other FSC players. IoT networks are implemented in different workplaces to gather multiple data about food status without human involvement to ensure transparency by different sensors. Machine learning models are established to ensure the correctness of the collected data and help drive decision making within the application or businesses.
在过去的十年中发生了许多食品污染事件,这证明了食品供应链管理系统在跟踪食品供应链内的食品,资金和信息流动方面的失败。已经建立了许多模型。本文介绍了新模型的设计和实现,该模型在主要食品供应运动的防篡改区块链上提供实时数据采集,监控和存储。该系统使用部署在以太坊区块链上的智能合约,允许每个参与者与其他FSC参与者安全地进行交易。在不同的工作场所实施物联网网络,以收集有关食品状态的多个数据,而无需人工参与,以确保不同传感器的透明度。建立机器学习模型是为了确保收集数据的正确性,并帮助推动应用程序或业务中的决策制定。
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引用次数: 0
Complex dynamics and chaos control in a nonlinear discrete prey–predator model 非线性离散捕食-捕食模型的复杂动力学与混沌控制
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.02.593
K. Mokni, H. Ben Ali, M. Ch-Chaoui
The dynamics of prey–predator interactions are often modeled using differential or difference equations. In this paper, we investigate the dynamical behavior of a two-dimensional discrete prey–predator system. The model is formulated in terms of difference equations and derived by using a nonstandard finite difference scheme (NSFD), which takes into consideration the non-overlapping generations. The existence of fixed points as well as their local asymptotic stability are proved. Further, it is shown that the model experiences Neimark–Sacker bifurcation (NSB for short) and period-doubling bifurcation (PDB) in a small neighborhood of the unique positive fixed point under certain parametric conditions. This analysis utilizes bifurcation theory and the center manifold theorem. The chaos produced by NSB and PDB is stabilized. Finally, we use numerical simulations and computer analysis to check our theories and show more complex behaviors.
捕食者-猎物相互作用的动力学通常用微分或差分方程来建模。本文研究了一类二维离散捕食-捕食系统的动力学行为。该模型采用差分方程形式,并采用非标准有限差分格式(NSFD)推导,该格式考虑了非重叠代。证明了不动点的存在性及其局部渐近稳定性。进一步证明了在一定参数条件下,该模型在唯一正不动点的小邻域内经历neimmark - sacker分岔(NSB)和倍周期分岔(PDB)。这种分析运用了分岔理论和中心流形定理。NSB和PDB产生的混沌是稳定的。最后,我们使用数值模拟和计算机分析来验证我们的理论并展示更复杂的行为。
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引用次数: 0
Generalized regression function for surrogate scalar response 代理标量响应的广义回归函数
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.03.625
M. Boumahdi, I. Ouassou, Mustapha Rachdi
In this paper we develop and generalize the estimator of regression function for surrogate scalar response variable given a functional random one. Then, we build up some asymptotic properties in terms of the almost complete convergences, depending in the result we show the superiority of our estimator in term of prediction.
本文发展并推广了给定泛函随机变量的代理标量响应变量的回归函数估计。然后,我们建立了关于几乎完全收敛的一些渐近性质,根据结果我们显示了估计量在预测方面的优越性。
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引用次数: 0
Deep learning for photovoltaic panels segmentation 光伏板分割的深度学习
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.03.638
K. Bouzaâchane, A. Darouichi, E. E. El Guarmah
Due to advanced sensor technology, satellites and unmanned aerial vehicles (UAV) are producing a huge amount of data allowing advancement in all different kinds of earth observation applications. Thanks to this source of information, and driven by climate change concerns, renewable energy assessment became an increasing necessity among researchers and companies. Solar power, going from household rooftops to utility-scale farms, is reshaping the energy markets around the globe. However, the automatic identification of photovoltaic (PV) panels and solar farms' status is still an open question that, if answered properly, will help gauge solar power development and fulfill energy demands. Recently deep learning (DL) methods proved to be suitable to deal with remotely sensed data, hence allowing many opportunities to push further research regarding solar energy assessment. The coordination between the availability of remotely sensed data and the computer vision capabilities of deep learning has enabled researchers to provide possible solutions to the global mapping of solar farms and residential photovoltaic panels. However, the scores obtained by previous studies are questionable when it comes to dealing with the scarcity of photovoltaic systems. In this paper, we closely highlight and investigate the potential of remote sensing-driven DL approaches to cope with solar energy assessment. Given that many works have been recently released addressing such a challenge, reviewing and discussing them, it is highly motivated to keep its sustainable progress in future contributions. Then, we present a quick study highlighting how semantic segmentation models can be biased and yield significantly higher scores when inference is not sufficient. We provide a simulation of a leading semantic segmentation architecture U-Net and achieve performance scores as high as 99.78%. Nevertheless, further improvements should be made to increase the model's capability to achieve real photovoltaic units.
由于先进的传感器技术,卫星和无人驾驶飞行器(UAV)正在产生大量的数据,使各种不同的地球观测应用得以进步。由于这一信息来源,并受到气候变化担忧的推动,可再生能源评估在研究人员和公司中变得越来越必要。从家庭屋顶到公用事业规模的农场,太阳能正在重塑全球能源市场。然而,光伏(PV)面板和太阳能农场状态的自动识别仍然是一个悬而未决的问题,如果答案正确,将有助于衡量太阳能发电的发展和满足能源需求。最近,深度学习(DL)方法被证明适用于处理遥感数据,从而为推动太阳能评估的进一步研究提供了许多机会。遥感数据的可用性与深度学习的计算机视觉能力之间的协调,使研究人员能够为太阳能发电场和住宅光伏板的全球测绘提供可能的解决方案。然而,当涉及到处理光伏系统的稀缺性时,以前的研究得到的分数是有问题的。在本文中,我们密切关注和研究遥感驱动的DL方法在应对太阳能评估方面的潜力。鉴于最近已经发布了许多解决这一挑战的作品,审查和讨论它们,它非常有动力在未来的贡献中保持可持续的进展。然后,我们提出了一个快速的研究,强调了当推理不充分时,语义分割模型如何产生偏差并产生显着更高的分数。我们提供了一个领先的语义分割架构U-Net的模拟,并获得了高达99.78%的性能分数。然而,应该进一步改进,以增加模型的能力,以实现真正的光伏单元。
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引用次数: 0
Enhancing image inpainting through image decomposition and deep neural networks 通过图像分解和深度神经网络增强图像绘制
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.03.720
K. Bellaj, M. Benmir, S. Boujena
A new approach to inpainting problems that combines domain decomposition methods (DDM) with deep neural networks (DNN) to solve partial differential equations (PDE) is presented. First, this article examines different existing and emerging approaches to inpainting while emphasizing their advantages and disadvantages in a unified framework. After that, we introduce an algorithm that highlights the combination of DDM and DNN techniques for solving PDEs of a proposed mathematical inpainting model. For this model, the modified approach that has been adopted uses the DNN method which is based on convolutional neural networks (CNN) to reduce the computational cost in our algorithm while maintaining accuracy. Finally, the experimental results show that our method significantly outperforms existing ones for high-resolution images in paint stains.
提出了一种结合区域分解方法(DDM)和深度神经网络(DNN)求解偏微分方程(PDE)的油漆问题新方法。首先,本文考察了不同的现有和新兴的绘画方法,并在一个统一的框架中强调了它们的优缺点。然后,我们介绍了一种算法,该算法突出了DDM和DNN技术的结合,用于求解所提出的数学喷漆模型的偏微分方程。对于该模型,采用的改进方法使用了基于卷积神经网络(CNN)的DNN方法,在保持准确性的同时降低了算法的计算成本。最后,实验结果表明,我们的方法明显优于现有的高分辨率图像的油漆污渍。
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引用次数: 1
Determination and analysis of the thermoelastic state of layered orthotropic cylindrical shells 层状正交各向异性圆柱壳热弹性状态的测定与分析
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.03.918
R. Musii, U. Zhydyk, I. Svidrak, V. Shynder, N. Morska
The fundamental relations of the quasi-static problem of thermoelasticity are written for a finite layered orthotropic cylindrical shell of an antisymmetric structure. Under convective heat transfer on the surfaces of this shell and under a linear dependence of temperature on the transverse coordinate, the basic system of equations for the integral characteristics of temperature is given. The method is proposed for solving the formulated problems of thermoelasticity and thermal conductivity, using the double finite integral Fourier transform with respect to the corresponding coordinates of the transformation and Laplace transform with respect to the time. The results of a numerical analysis of temperature, deflections, and stresses for the considered two-layer shell hinged at the edges under local heating by the initially specified temperature field are presented.
给出了反对称结构有限层状正交各向异性圆柱壳的热弹性准静态问题的基本关系式。在壳体表面对流换热和温度与横向坐标线性相关的情况下,给出了温度积分特性的基本方程组。利用傅里叶变换对相应坐标的二重有限积分和拉普拉斯变换对时间的变换,提出了求解热弹性和导热公式化问题的方法。给出了在初始指定温度场局部加热下,边缘铰接的双层壳体的温度、挠度和应力的数值分析结果。
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引用次数: 0
Dynamics of a fractional optimal control HBV infection model with capsids and CTL immune response 具有衣壳和CTL免疫应答的分数最优控制HBV感染模型的动力学
Q3 Mathematics Pub Date : 2023-01-01 DOI: 10.23939/mmc2023.01.239
M. Ait Ichou, M. Bachraoui, K. Hattaf, N. Yousfi
This paper deals with a fractional optimal control problem model that describes the interactions between hepatitis B virus (HBV) with HBV DNA-containing capsids, liver cells (hepatocytes), and the cytotoxic T-cell immune response. Optimal controls represent the effectiveness of drug therapy in inhibiting viral production and preventing new infections. The optimality system is derived and solved numerically. Our results also show that optimal treatment strategies reduce viral load and increase the number of uninfected cells, which improves the patient's quality of life.
本文讨论了一个分数最优控制问题模型,该模型描述了乙型肝炎病毒(HBV)与含HBV dna的衣壳、肝细胞(肝细胞)和细胞毒性t细胞免疫反应之间的相互作用。最优控制代表药物治疗在抑制病毒产生和预防新感染方面的有效性。对最优系统进行了推导和数值求解。我们的研究结果还表明,最佳的治疗策略可以降低病毒载量,增加未感染细胞的数量,从而提高患者的生活质量。
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引用次数: 3
期刊
Mathematical Modeling and Computing
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