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Scheduling of Multi-AGV Systems in Automated Electricity Meter Verification Workshops Based on an Improved Snake Optimization Algorithm 基于改进Snake优化算法的自动化电表检定车间多agv系统调度
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112034
Kun Shi, Miaohan Zhang, Zhaolei He, Shi Yin, Zhen Ai, Nan Pan
Automated guided vehicles (AGVs) are one of the core technologies for building unmanned autonomous integrated automated electric meter verification workshops in metrology centers. However, complex obstacles on the verification lines, frequent AGV charging, and multi-AGV collaboration make the scheduling problem more complicated. Aiming at the characteristics and constraints of AGV transportation scheduling for metrology verification, a multi-AGV scheduling model was established to minimize the maximum completion time and charging cost, integrating collision-avoidance constraints. An improved snake optimization algorithm was proposed that first assigns and sorts tasks based on AGV-order-address three-level mapping encoding and decoding, then searches optimal paths using an improved A* algorithm solves multi-AGV path conflicts, and finally finds the minimum-charging-cost schedule through large neighborhood search. We conducted simulations using real data, and the calculated results reduced the objective function value by 16.4% compared to the traditional first-in-first-out (FIFO) method. It also reduced the number of charges by 60.3%. In addition, the proposed algorithm is compared with a variety of cutting-edge algorithms and the results show that the objective function value is reduced by 8.7–11.2%, which verifies the superiority of the proposed algorithm and the feasibility of the model.
自动导引车(agv)是计量中心建设无人自主综合自动化电表检定车间的核心技术之一。然而,验证线上复杂的障碍物、频繁的AGV充电以及多AGV协同使得调度问题更加复杂。针对计量验证AGV运输调度的特点和约束,以最大完成时间和收费成本最小为目标,结合避撞约束,建立了多AGV调度模型。提出了一种改进的蛇形优化算法,该算法首先基于agv -顺序-地址三级映射编码解码进行任务分配和排序,然后利用改进的A*算法搜索最优路径,解决多agv路径冲突,最后通过大邻域搜索找到充电成本最小的调度方案。利用真实数据进行了仿真,计算结果表明,与传统的先进先出(FIFO)方法相比,目标函数值降低了16.4%。它还将收费数量减少了60.3%。此外,将所提算法与多种前沿算法进行对比,结果表明,目标函数值降低了8.7-11.2%,验证了所提算法的优越性和模型的可行性。
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引用次数: 0
Multi-Attribute Group Decision-Making Methods Based on Entropy Weights with q-Rung Picture Uncertain Linguistic Fuzzy Information 基于q阶图像不确定语言模糊信息的熵权多属性群决策方法
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112027
Mengran Sun, Yushui Geng, Jing Zhao
This paper introduces a new concept called q-rung picture uncertain linguistic fuzzy sets (q-RPULSs). These sets provide a reliable and comprehensive method for describing complex and uncertain decision-making information. In addition, q-RPULSs help to integrate the decision maker’s quantitative assessment ideas with qualitative assessment information. For the q-RPUL multi-attribute group decision-making problem with unknown weight information, an entropy-based fuzzy set method for q-rung picture uncertainty language is proposed. The method considers the interrelationships among attributes and builds a q-rung picture uncertain language model. In addition, the q-RPULMSM operator and its related properties are discussed in this paper. This operator enables the fusion of q-RPULSs and helps to reach consensus in decision-making scenarios. To demonstrate the validity of the methodology, we provide a real case study involving commodity selection. Based on this case study, the reasonableness and superiority of the method are evaluated, highlighting the practical advantages and applicability of q-RPULSs in decision-making processes.
本文引入了一个新的概念——q-rung图像不确定语言模糊集。这些集合为描述复杂、不确定的决策信息提供了可靠、全面的方法。此外,q- rpuls有助于将决策者的定量评估思想与定性评估信息相结合。针对权值信息未知的q-RPUL多属性群决策问题,提出了一种基于熵的q阶图像不确定性语言模糊集方法。该方法考虑了属性之间的相互关系,建立了q阶图像不确定语言模型。此外,本文还讨论了q-RPULMSM算子及其相关性质。该算子实现了q- rpulse的融合,有助于在决策场景中达成共识。为了证明该方法的有效性,我们提供了一个涉及商品选择的真实案例研究。通过实例分析,评价了该方法的合理性和优越性,突出了q- rpuls在决策过程中的实际优势和适用性。
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引用次数: 0
Time–Energy Uncertainty Relation for Neutrino Oscillations: Historical Development, Applications, and Future Prospects 中微子振荡的时间-能量不确定关系:历史发展、应用和未来展望
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112032
Giuseppe Gaetano Luciano, Luca Smaldone
The time–energy uncertainty relation (TEUR) plays a fundamental role in quantum mechanics, as it allows the grasping of peculiar aspects of a variety of phenomena based on very general principles and symmetries of the theory. Using the Mandelstam–Tamm method, TEUR has recently been derived for neutrino oscillations by connecting the uncertainty in neutrino energy with the characteristic timescale of oscillations. Interestingly, the suggested interpretation of neutrinos as unstable-like particles has proved to naturally emerge in this context. Further aspects were later discussed in semiclassical gravity theory, by computing corrections to the neutrino energy uncertainty in a generic stationary curved spacetime, and in quantum field theory, where the clock observable turns out to be identified with the non-conserved flavor charge operator. In the present work, we give an overview on the above achievements. In particular, we analyze the implications of TEUR and explore the impact of gravitational and non-relativistic effects on the standard condition for neutrino oscillations.
时间-能量不确定性关系(TEUR)在量子力学中起着至关重要的作用,因为它允许根据理论的非常一般的原理和对称性来掌握各种现象的特殊方面。利用mandelstamm - tamm方法,最近通过将中微子能量的不确定性与振荡的特征时间尺度联系起来,推导出了中微子振荡的TEUR。有趣的是,将中微子解释为类不稳定粒子的说法被证明是在这种背景下自然出现的。后来在半经典引力理论中,通过计算一般静止弯曲时空中中微子能量不确定性的修正,以及在量子场论中,进一步讨论了这些问题,在量子场论中,可观察到的时钟被证明是与非保守的风味电荷算子相一致的。在本文中,我们对上述成果进行了综述。特别地,我们分析了TEUR的含义,并探讨了引力和非相对论效应对中微子振荡标准条件的影响。
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引用次数: 0
An Optimal Control Perspective on Classical and Quantum Physical Systems 经典和量子物理系统的最优控制观点
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112033
Mauricio Contreras G., Marcelo Villena
This paper analyzes classical and quantum physical systems from an optimal control perspective. Specifically, we explore whether their associated dynamics can correspond to an open- or closed-loop feedback evolution of a control problem. Firstly, for the classical regime, when it is viewed in terms of the theory of canonical transformations, we find that a closed-loop feedback problem can describe it. Secondly, for a quantum physical system, if one realizes that the Heisenberg commutation relations themselves can be considered constraints in a non-commutative space, then the momentum must depend on the position of any generic wave function. That implies the existence of a closed-loop strategy for the quantum case. Thus, closed-loop feedback is a natural phenomenon in the physical world. By way of completeness, we briefly review control theory and the classical mechanics of constrained systems and analyze some examples at the classical and quantum levels.
本文从最优控制的角度分析了经典物理系统和量子物理系统。具体而言,我们探讨了它们的相关动力学是否可以对应于控制问题的开环或闭环反馈演化。首先,对于经典状态,从正则变换理论的角度来看,我们发现闭环反馈问题可以描述它。其次,对于量子物理系统,如果人们意识到海森堡对易关系本身可以被认为是非对易空间中的约束,那么动量必须依赖于任何一般波函数的位置。这意味着在量子情况下存在闭环策略。因此,闭环反馈是物理世界中的一种自然现象。为了完备性,我们简要地回顾了约束系统的控制理论和经典力学,并在经典和量子水平上分析了一些例子。
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引用次数: 0
Adiabatic Manipulation of a System Interacting with a Spin Bath 系统与自旋浴相互作用的绝热操作
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112028
Benedetto Militello, Anna Napoli
The Stimulated Raman Adiabatic Passage, a very efficient technique for manipulating a quantum system based on the adiabatic theorem, is analyzed in the case where the manipulated physical system is interacting with a spin bath. The exploitation of the rotating wave approximation allows for the identification of a constant of motion, which simplifies both the analytical and the numerical treatment, which allows for evaluating the total unitary evolution of the system and bath. The efficiency of the population transfer process is investigated in several regimes, including the weak and strong coupling with the environment and the off-resonance. The formation of appropriate Zeno subspaces explains the lowering of the efficiency in the strong damping regime.
受激拉曼绝热通道是基于绝热定理的一种非常有效的操纵量子系统的技术,本文分析了被操纵的物理系统与自旋浴相互作用的情况。利用旋转波近似可以识别运动常数,从而简化了解析和数值处理,从而可以评估系统和体系的整体统一演化。在与环境的弱耦合和强耦合以及非共振情况下,研究了种群迁移过程的效率。适当的芝诺子空间的形成解释了在强阻尼状态下效率的降低。
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引用次数: 0
A Mixed Finite Element Approximation for Time-Dependent Navier–Stokes Equations with a General Boundary Condition 具有一般边界条件时相关Navier-Stokes方程的混合有限元逼近
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112031
Omar El Moutea, Nadia Nakbi, Abdeslam El Akkad, Ahmed Elkhalfi, Lahcen El Ouadefli, Sorin Vlase, Maria Luminita Scutaru
In this paper, we present a numerical scheme for addressing the unsteady asymmetric flows governed by the incompressible Navier–Stokes equations under a general boundary condition. We utilized the Finite Element Method (FEM) for spatial discretization and the fully implicit Euler scheme for time discretization. In addition to the theoretical analysis of the error in our numerical scheme, we introduced two types of a posteriori error indicators: one for time discretization and another for spatial discretization, aimed at effectively controlling the error. We established the equivalence between these estimators and the actual error. Furthermore, we conducted numerical simulations in two dimensions to assess the accuracy and effectiveness of our scheme.
本文给出了在一般边界条件下求解不可压缩Navier-Stokes方程控制的非定常非对称流的数值格式。采用有限元法进行空间离散,采用全隐式欧拉格式进行时间离散。除了对数值方案中的误差进行理论分析外,我们还引入了时间离散和空间离散两种后验误差指标,目的是有效地控制误差。我们建立了这些估计量与实际误差之间的等价关系。此外,我们在两个维度上进行了数值模拟,以评估我们的方案的准确性和有效性。
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引用次数: 0
Q-Multi Cubic Pythagorean Fuzzy Sets and Their Correlation Coefficients for Multi-Criteria Group Decision Making 多准则群决策的q -多三次毕达哥拉斯模糊集及其相关系数
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112026
Safa Hussain Almasabi, Kholood Mohammad Alsager
Q-multi cubic Pythagorean fuzzy sets (Q-mCPFSs) are influential, effective and symmetrical for representing uncertain and imprecise information in decision making processes. Q-mCPFSs extend the concept of Q-multi fuzzy sets by introducing the notion of cubic Pythagorean membership functions, which provide a more flexible and accurate representation of uncertainty. First, we will introduce the concepts of Q-mPFSs and Q-mIVPFSs. With the combination of Q-mPFSs and Q-mIVPFSs, we will present the concept of Q-mCPFSs. Then, we propose two correlation coefficients for Q-mCPFSs. Furthermore, multi-criteria GDM methods using Q-mCPFSs will be discussed, highlighting their advantages in handling uncertain and imprecise information. Finally, we will provide an illustrative example, to demonstrate the effectiveness of Q-mCPFSs in decision making processes.The main contributions of the Q-mCPFS information expression, correlation coefficients and GDM methods in the Q-mCPFS setting of both uncertainty and certainty are thus highlighted in this study. These contributions provide valuable insights into the application of Q-mCPFSs in decision making processes, allowing decision makers to make more informed and effective choices. Additionally, the illustrative example serves as a practical demonstration of how these methods can be applied in real-world scenarios, further emphasizing their effectiveness and relevance.
q -多三次毕达哥拉斯模糊集(q - mcpfs)对于表示决策过程中的不确定性和不精确信息具有影响力、有效性和对称性。q - mcpfs通过引入三次毕达哥拉斯隶属函数的概念扩展了q -多模糊集的概念,提供了更灵活和准确的不确定性表示。首先,我们将介绍q - mpfs和q - mivpfs的概念。结合q - mpfs和q - mivpfs,我们将提出q - mcpfs的概念。然后,我们提出了q - mcpfs的两个相关系数。此外,将讨论使用q - mcpfs的多准则GDM方法,突出其在处理不确定和不精确信息方面的优势。最后,我们将提供一个说明性的例子,以证明q - mcpfs在决策过程中的有效性。因此,本研究突出了Q-mCPFS信息表达、相关系数和GDM方法在不确定性和确定性两种Q-mCPFS设置中的主要贡献。这些贡献为q - mcpfs在决策过程中的应用提供了有价值的见解,使决策者能够做出更明智和有效的选择。此外,该说明性示例作为如何将这些方法应用于实际场景的实际演示,进一步强调了它们的有效性和相关性。
{"title":"Q-Multi Cubic Pythagorean Fuzzy Sets and Their Correlation Coefficients for Multi-Criteria Group Decision Making","authors":"Safa Hussain Almasabi, Kholood Mohammad Alsager","doi":"10.3390/sym15112026","DOIUrl":"https://doi.org/10.3390/sym15112026","url":null,"abstract":"Q-multi cubic Pythagorean fuzzy sets (Q-mCPFSs) are influential, effective and symmetrical for representing uncertain and imprecise information in decision making processes. Q-mCPFSs extend the concept of Q-multi fuzzy sets by introducing the notion of cubic Pythagorean membership functions, which provide a more flexible and accurate representation of uncertainty. First, we will introduce the concepts of Q-mPFSs and Q-mIVPFSs. With the combination of Q-mPFSs and Q-mIVPFSs, we will present the concept of Q-mCPFSs. Then, we propose two correlation coefficients for Q-mCPFSs. Furthermore, multi-criteria GDM methods using Q-mCPFSs will be discussed, highlighting their advantages in handling uncertain and imprecise information. Finally, we will provide an illustrative example, to demonstrate the effectiveness of Q-mCPFSs in decision making processes.The main contributions of the Q-mCPFS information expression, correlation coefficients and GDM methods in the Q-mCPFS setting of both uncertainty and certainty are thus highlighted in this study. These contributions provide valuable insights into the application of Q-mCPFSs in decision making processes, allowing decision makers to make more informed and effective choices. Additionally, the illustrative example serves as a practical demonstration of how these methods can be applied in real-world scenarios, further emphasizing their effectiveness and relevance.","PeriodicalId":48874,"journal":{"name":"Symmetry-Basel","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135346180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Toward Enhanced Geological Analysis: A Novel Approach Based on Transmuted Semicircular Distribution 加强地质分析:一种基于变形半圆分布的新方法
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112030
Phani Yedlapalli, Gajula Naveen Venkata Kishore, Wadii Boulila, Anis Koubaa, Nabil Mlaiki
This paper introduces a novel semicircular distribution obtained by applying the quadratic rank transmutation map to the stereographic semicircular exponential distribution, referred to as the transmuted stereographic semicircular exponential distribution (TSSCED). This newly proposed distribution exhibits enhanced flexibility compared to the baseline stereographic semicircular exponential distribution (SSCEXP). We conduct a comprehensive analysis of the model’s properties and demonstrate its efficacy in data modeling through the application to a real dataset.
本文介绍了将二次秩变换映射应用于立体半圆指数分布得到的一种新的半圆分布,称为变换立体半圆指数分布(TSSCED)。与基线立体半圆指数分布(SSCEXP)相比,这种新提出的分布具有更强的灵活性。我们对该模型的属性进行了全面的分析,并通过对真实数据集的应用验证了该模型在数据建模中的有效性。
{"title":"Toward Enhanced Geological Analysis: A Novel Approach Based on Transmuted Semicircular Distribution","authors":"Phani Yedlapalli, Gajula Naveen Venkata Kishore, Wadii Boulila, Anis Koubaa, Nabil Mlaiki","doi":"10.3390/sym15112030","DOIUrl":"https://doi.org/10.3390/sym15112030","url":null,"abstract":"This paper introduces a novel semicircular distribution obtained by applying the quadratic rank transmutation map to the stereographic semicircular exponential distribution, referred to as the transmuted stereographic semicircular exponential distribution (TSSCED). This newly proposed distribution exhibits enhanced flexibility compared to the baseline stereographic semicircular exponential distribution (SSCEXP). We conduct a comprehensive analysis of the model’s properties and demonstrate its efficacy in data modeling through the application to a real dataset.","PeriodicalId":48874,"journal":{"name":"Symmetry-Basel","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135392743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Chemical Composition Optimization of Biocompatible Non-Equiatomic High-Entropy Alloys Using Machine Learning and First-Principles Calculations 利用机器学习和第一性原理计算优化生物相容性非等原子高熵合金的化学成分
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-08 DOI: 10.3390/sym15112029
Gengzhu Zhou, Zili Zhang, Renyao Feng, Wenjie Zhao, Shenyou Peng, Jia Li, Feifei Fan, Qihong Fang
Obtaining a suitable chemical composition for high-entropy alloys (HEAs) with superior mechanical properties and good biocompatibility is still a formidable challenge through conventional trial-and-error methods. Here, based on a large amount of experimental data, a machine learning technique may be used to establish the relationship between the composition and the mechanical properties of the biocompatible HEAs. Subsequently, first-principles calculations are performed to verify the accuracy of the prediction results from the machine learning model. The predicted Young’s modulus and yield strength of HEAs performed very well in the previous experiments. In addition, the effect on the mechanical properties of alloying an element is investigated in the selected Ti-Zr-Hf-Nb-Ta HEA with the high crystal symmetry. Finally, the Ti8-Zr20-Hf16-Nb35-Ta21 HEA predicted by the machine learning model exhibits a good combination of biocompatibility and mechanical performance, attributed to a significant electron flow and charge recombination. This work reveals the importance of these strategies, combined with machine learning and first-principles calculations, on the development of advanced biocompatible HEAs.
通过传统的试错方法获得具有优异力学性能和良好生物相容性的高熵合金(HEAs)的合适化学成分仍然是一个巨大的挑战。在此,基于大量的实验数据,可以使用机器学习技术来建立生物相容性HEAs的组成与力学性能之间的关系。随后,进行第一性原理计算以验证机器学习模型预测结果的准确性。HEAs的杨氏模量和屈服强度在之前的实验中得到了很好的预测。此外,还研究了选用具有高晶体对称性的Ti-Zr-Hf-Nb-Ta HEA合金对合金力学性能的影响。最后,机器学习模型预测的Ti8-Zr20-Hf16-Nb35-Ta21 HEA表现出良好的生物相容性和力学性能的结合,这归功于显著的电子流和电荷重组。这项工作揭示了这些策略与机器学习和第一性原理计算相结合在先进生物相容性HEAs开发中的重要性。
{"title":"Chemical Composition Optimization of Biocompatible Non-Equiatomic High-Entropy Alloys Using Machine Learning and First-Principles Calculations","authors":"Gengzhu Zhou, Zili Zhang, Renyao Feng, Wenjie Zhao, Shenyou Peng, Jia Li, Feifei Fan, Qihong Fang","doi":"10.3390/sym15112029","DOIUrl":"https://doi.org/10.3390/sym15112029","url":null,"abstract":"Obtaining a suitable chemical composition for high-entropy alloys (HEAs) with superior mechanical properties and good biocompatibility is still a formidable challenge through conventional trial-and-error methods. Here, based on a large amount of experimental data, a machine learning technique may be used to establish the relationship between the composition and the mechanical properties of the biocompatible HEAs. Subsequently, first-principles calculations are performed to verify the accuracy of the prediction results from the machine learning model. The predicted Young’s modulus and yield strength of HEAs performed very well in the previous experiments. In addition, the effect on the mechanical properties of alloying an element is investigated in the selected Ti-Zr-Hf-Nb-Ta HEA with the high crystal symmetry. Finally, the Ti8-Zr20-Hf16-Nb35-Ta21 HEA predicted by the machine learning model exhibits a good combination of biocompatibility and mechanical performance, attributed to a significant electron flow and charge recombination. This work reveals the importance of these strategies, combined with machine learning and first-principles calculations, on the development of advanced biocompatible HEAs.","PeriodicalId":48874,"journal":{"name":"Symmetry-Basel","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135390947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reaction–Diffusion Equations in Mathematical Models Arising in Epidemiology 流行病学数学模型中的反应-扩散方程
3区 综合性期刊 Q1 Mathematics Pub Date : 2023-11-07 DOI: 10.3390/sym15112025
Vasyl’ Davydovych, Vasyl’ Dutka, Roman Cherniha
The review is devoted to an analysis of mathematical models used for describing epidemic processes. Our main focus is on the models that are based on partial differential equations (PDEs), especially those that were developed and used for the COVID-19 pandemic modeling. Most of our attention is given to the studies in which not only results of numerical simulations are presented but analytical results as well. In particular, traveling fronts (waves), exact solutions, and the estimation of key epidemic parameters of the epidemic models with governing PDEs (typically reaction–diffusion equations) are discussed. The review may serve as a valuable resource for researchers and practitioners in the field of mathematical modeling in epidemiology.
这篇综述专门分析了用于描述流行病过程的数学模型。我们的主要重点是基于偏微分方程(PDEs)的模型,特别是那些已开发并用于COVID-19大流行建模的模型。我们最关注的是那些既有数值模拟结果又有分析结果的研究。特别讨论了具有控制偏微分方程(典型的反应扩散方程)的流行病模型的行前(波)、精确解和关键流行病参数的估计。该综述可作为流行病学数学建模领域的研究人员和实践者的宝贵资源。
{"title":"Reaction–Diffusion Equations in Mathematical Models Arising in Epidemiology","authors":"Vasyl’ Davydovych, Vasyl’ Dutka, Roman Cherniha","doi":"10.3390/sym15112025","DOIUrl":"https://doi.org/10.3390/sym15112025","url":null,"abstract":"The review is devoted to an analysis of mathematical models used for describing epidemic processes. Our main focus is on the models that are based on partial differential equations (PDEs), especially those that were developed and used for the COVID-19 pandemic modeling. Most of our attention is given to the studies in which not only results of numerical simulations are presented but analytical results as well. In particular, traveling fronts (waves), exact solutions, and the estimation of key epidemic parameters of the epidemic models with governing PDEs (typically reaction–diffusion equations) are discussed. The review may serve as a valuable resource for researchers and practitioners in the field of mathematical modeling in epidemiology.","PeriodicalId":48874,"journal":{"name":"Symmetry-Basel","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135539313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Symmetry-Basel
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