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Fixed-Time Distributed Time-Varying Optimization for Nonlinear Fractional-Order Multiagent Systems with Unbalanced Digraphs 非平衡有向图非线性分数阶多智能体系统的定时分布时变优化
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-09 DOI: 10.3390/fractalfract7110813
Kun Wang, Ping Gong, Zhiyao Ma
This paper investigates the problem of fixed-time distributed time-varying optimization of a nonlinear fractional-order multiagent system (FOMAS) over a weight-unbalanced directed graph (digraph), where the heterogeneous unknown nonlinear functions and disturbances are involved. The aim is to cooperatively minimize a convex time-varying global cost function produced by a sum of time-varying local cost functions within a fixed time, where each time-varying local cost function does not have to be convex. Using a three-step design procedure, a fully distributed fixed-time optimization algorithm is constructed to achieve the objective. The first step is to design a fully distributed fixed-time estimator to estimate some centralized optimization terms within a fixed time T0. The second step is to develop a novel discontinuous fixed-time sliding mode algorithm with nominal controller to derive all the agents to the sliding-mode surface within a fixed time T1, and meanwhile the dynamics of each agent is described by a single-integrator MAS with nominal controller. In the third step, a novel estimator-based fully distributed fixed-time nominal controller for the single-integrator MAS is presented to guarantee all agents reach consensus within a fixed time T2, and afterwards minimize the convex time-varying global cost function within a fixed time T3. The upper bound of each fixed time Tm(m=0,1,2,3) is given explicitly, which is independent of the initial states. Finally, a numerical example is provided to validate the results.
研究了一类非线性分数阶多智能体系统在权重不平衡有向图上的固定时间分布时变优化问题,该问题涉及异构未知非线性函数和扰动。目标是在固定时间内,协作最小化由时变局部代价函数和产生的凸时变全局代价函数,其中每个时变局部代价函数不必是凸的。采用三步设计流程,构造了一种全分布式固定时间优化算法。第一步是设计一个完全分布的固定时间估计器,在固定时间T0内估计一些集中的优化项。第二步,提出了一种新的带标称控制器的不连续定时滑模算法,将所有智能体在固定时间T1内导出到滑模表面,同时用带标称控制器的单积分器MAS描述每个智能体的动态。第三步,针对单积分器MAS,提出了一种新的基于估计量的全分布固定时间标称控制器,保证所有智能体在固定时间T2内达成共识,然后在固定时间T3内最小化凸时变全局代价函数。明确给出了每个固定时间Tm(m=0,1,2,3)的上界,它与初始状态无关。最后,通过数值算例验证了计算结果。
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引用次数: 0
Research on Information Identification of Chaotic Map with Multi-Stability 多稳定混沌映射的信息识别研究
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-09 DOI: 10.3390/fractalfract7110811
You Li, Yuexi Peng
Influenced by the rapid development of artificial intelligence, the identification of chaotic systems with intelligent optimization algorithms has received widespread attention in recent years. This paper focuses on the intelligent information identification of chaotic maps with multi-stability properties, and an improved sparrow search algorithm is proposed as the identification algorithm. Numerical simulations show that different initial values can lead to the same dynamic behavior, making it impossible to stably and accurately identify the initial values of multi-stability chaotic maps. An identification scheme without considering the initial values is proposed for solving this problem, and simulations demonstrate that the proposed method has the highest identification precision among seven existing intelligent algorithms and a certain degree of noise resistance. In addition, the above research reveals that chaotic systems with multi-stability may have more potential applications in fields such as secure communication.
受人工智能快速发展的影响,近年来利用智能优化算法对混沌系统进行辨识得到了广泛的关注。研究了具有多稳定性的混沌映射的智能信息识别问题,提出了一种改进的麻雀搜索算法作为识别算法。数值模拟表明,不同的初始值会导致相同的动态行为,使得多稳定混沌映射的初始值无法稳定准确地识别。针对这一问题,提出了一种不考虑初始值的识别方案,仿真结果表明,该方法在现有的7种智能算法中具有最高的识别精度和一定的抗噪性。此外,上述研究还揭示了具有多稳定性的混沌系统在保密通信等领域具有更大的应用潜力。
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引用次数: 0
Disturbance Observer-Based Event-Triggered Adaptive Command Filtered Backstepping Control for Fractional-Order Nonlinear Systems and Its Application 基于扰动观测器的事件触发自适应命令滤波分数阶非线性系统反演控制及其应用
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-09 DOI: 10.3390/fractalfract7110810
Shuai Song, Xiaona Song, Inés Tejado
This paper considers the disturbance observer-based event-triggered adaptive fuzzy tracking control issue for a class of fractional-order nonlinear systems (FONSs) with quantized signals and unknown disturbances. To improve the disturbance rejection ability, a fractional-order nonlinear disturbance observer (FONDO) is designed to estimate the unknown composite disturbances. Furthermore, by combining an improved fractional-order command-filtered backstepping control technique and an event-triggered control mechanism, an event-triggered adaptive fuzzy quantized control scheme is established, which guarantees the desired tracking performance can be achieved even in the presence of network constraint. Finally, the validity and superiority of the theoretic results are verified by a fractional-order horizontal platform system.
研究了一类具有量化信号和未知扰动的分数阶非线性系统的基于扰动观测器的自适应模糊跟踪控制问题。为了提高系统抗扰能力,设计了分数阶非线性扰动观测器(FONDO)来估计未知的复合扰动。在此基础上,将改进的分数阶命令滤波反步控制技术与事件触发控制机制相结合,建立了事件触发自适应模糊量化控制方案,保证了在存在网络约束的情况下仍能获得理想的跟踪性能。最后,通过一个分数阶水平平台系统验证了理论结果的有效性和优越性。
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引用次数: 0
Anisotropic Fractional Cosmology: K-Essence Theory 各向异性分数宇宙学:k -本质理论
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-09 DOI: 10.3390/fractalfract7110814
José Socorro, J. Juan Rosales, Leonel Toledo-Sesma
In the particular configuration of the scalar field k-essence in the Wheeler–DeWitt quantum equation, for some age in the Bianchi type I anisotropic cosmological model, a fractional differential equation for the scalar field arises naturally. The order of the fractional differential equation is β=2α2α−1. This fractional equation belongs to different intervals depending on the value of the barotropic parameter; when ωX∈[0,1], the order belongs to the interval 1≤β≤2, and when ωX∈[−1,0), the order belongs to the interval 0<β≤1. In the quantum scheme, we introduce the factor ordering problem in the variables (Ω,ϕ) and its corresponding momenta (ΠΩ,Πϕ), obtaining a linear fractional differential equation with variable coefficients in the scalar field equation, then the solution is found using a fractional power series expansion. The corresponding quantum solutions are also given. We found the classical solution in the usual gauge N obtained in the Hamiltonian formalism and without a gauge. In the last case, the general solution is presented in a transformed time T(τ); however, in the dust era we found a closed solution in the gauge time τ.
在Wheeler-DeWitt量子方程中标量场k-essence的特殊构型中,在Bianchi I型各向异性宇宙学模型中,标量场的分数阶微分方程自然产生。分数阶微分方程的阶为β=2α2α−1。根据正压参数的取值,分数式方程属于不同的区间;当ωX∈[0,1]时,阶属于区间1≤β≤2,当ωX∈[- 1,0]时,阶属于区间0<β≤1。在量子方案中,我们引入变量(Ω,ϕ)及其对应动量(ΠΩ,Πϕ)的因子排序问题,得到标量场方程中具有变系数的线性分数阶微分方程,然后利用分数阶幂级数展开求出解。并给出了相应的量子解。我们找到了在哈密顿形式中得到的常规规范N中的经典解,并且没有规范。在最后一种情况下,通解在变换时间T(τ)中给出;然而,在尘埃时代,我们发现了规范时间τ的封闭解。
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引用次数: 0
Computational Analysis of Fractional-Order KdV Systems in the Sense of the Caputo Operator via a Novel Transform Caputo算子意义下分数阶KdV系统的一种新变换计算分析
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-09 DOI: 10.3390/fractalfract7110812
Mashael M. AlBaidani, Abdul Hamid Ganie, Adnan Khan
The main features of scientific efforts in physics and engineering are the development of models for various physical issues and the development of solutions. In order to solve the time-fractional coupled Korteweg–De Vries (KdV) equation, we combine the novel Yang transform, the homotopy perturbation approach, and the Adomian decomposition method in the present investigation. KdV models are crucial because they can accurately represent a variety of physical problems, including thin-film flows and waves on shallow water surfaces. The fractional derivative is regarded in the Caputo meaning. These approaches apply straightforward steps through symbolic computation to provide a convergent series solution. Different nonlinear time-fractional KdV systems are used to test the effectiveness of the suggested techniques. The symmetry pattern is a fundamental feature of the KdV equations and the symmetrical aspect of the solution can be seen from the graphical representations. The numerical outcomes demonstrate that only a small number of terms are required to arrive at an approximation that is exact, efficient, and trustworthy. Additionally, the system’s approximative solution is illustrated graphically. The results show that these techniques are extremely effective, practically applicable for usage in such issues, and adaptable to other nonlinear issues.
物理和工程领域的科学工作的主要特点是为各种物理问题建立模型并提出解决方案。为了求解时间分数阶耦合的Korteweg-De Vries (KdV)方程,我们结合了新的Yang变换、同伦摄动方法和Adomian分解方法。KdV模型是至关重要的,因为它们可以准确地代表各种物理问题,包括薄膜流动和浅水表面的波浪。分数阶导数被认为是卡普托意义上的。这些方法通过符号计算应用简单的步骤来提供收敛的级数解。用不同的非线性时间分数型KdV系统来测试所建议技术的有效性。对称模式是KdV方程的基本特征,从图形表示可以看出解的对称方面。数值结果表明,只需要少量的项就可以达到精确、有效和可信的近似值。此外,还用图形说明了系统的近似解。结果表明,这些方法非常有效,切实适用于此类问题,也适用于其他非线性问题。
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引用次数: 0
The Fractional Soliton Wave Propagation of Non-Linear Volatility and Option Pricing Systems with a Sensitive Demonstration 非线性波动率和期权定价系统的分数阶孤子波传播及其敏感论证
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-09 DOI: 10.3390/fractalfract7110809
Muhammad Bilal Riaz, Ali Raza Ansari, Adil Jhangeer, Muddassar Imran, Choon Kit Chan
In this study, we explore a fractional non-linear coupled option pricing and volatility system. The model under consideration can be viewed as a fractional non-linear coupled wave alternative to the Black–Scholes option pricing governing system, introducing a leveraging effect where stock volatility corresponds to stock returns. Employing the inverse scattering transformation, we find that the Cauchy problem for this model is insolvable. Consequently, we utilize the Φ6-expansion algorithm to generate generalized novel solitonic analytical wave structures within the system. We present graphical representations in contour, 3D, and 2D formats to illustrate how the system’s behavior responds to the propagation of pulses, enabling us to predict suitable parameter values that align with the data. Finally, a conclusion is given.
本文研究了一个分数阶非线性期权定价与波动率耦合系统。所考虑的模型可以看作是布莱克-斯科尔斯期权定价控制系统的分数阶非线性耦合波,引入了股票波动率与股票收益相对应的杠杆效应。利用逆散射变换,我们发现该模型的柯西问题是不可解的。因此,我们利用Φ6-expansion算法在系统内生成广义的新型孤子解析波结构。我们呈现了轮廓、3D和2D格式的图形表示,以说明系统的行为如何响应脉冲的传播,使我们能够预测与数据一致的合适参数值。最后,给出了结论。
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引用次数: 0
Multi-Machine Power System Transient Stability Enhancement Utilizing a Fractional Order-Based Nonlinear Stabilizer 基于分数阶非线性稳定器的多机电力系统暂态稳定性增强
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-07 DOI: 10.3390/fractalfract7110808
Arman Fathollahi, Björn Andresen
Given the intricate nature of contemporary energy systems, addressing the control and stability analysis of these systems necessitates the consideration of highly large-scale models. Transient stability analysis stands as a crucial challenge in enhancing energy system efficiency. Power System Stabilizers (PSSs), integrated within excitation control for synchronous generators, offer a cost-effective means to bolster power systems’ stability and reliability. In this study, we propose an enhanced nonlinear control strategy based on synergetic control theory for PSSs. This strategy aims to mitigate electromechanical oscillations and rectify the limitations associated with linear approximations within large-scale energy systems that incorporate thyristor-controlled series capacitors (TCSCs). To dynamically adjust the coefficients of the nonlinear controller, we employ the Fractional Order Fish Migration Optimization (FOFMO) algorithm, rooted in fractional calculus (FC) theory. The FOFMO algorithm adapts by updating position and velocity within fractional-order structures. To assess the effectiveness of the improved controller, comprehensive numerical simulations are conducted. Initially, we examine its performance in a single machine connected to the infinite bus (SMIB) power system under various fault conditions. Subsequently, we extend the application of the proposed nonlinear stabilizer to a two-area, four-machine power system. Our numerical results reveal highly promising advancements in both control accuracy and the dynamic characteristics of controlled power systems.
鉴于当代能源系统的复杂性,解决这些系统的控制和稳定性分析需要考虑高度大规模的模型。暂态稳定分析是提高能源系统效率的关键问题。电力系统稳定器(pss)集成在同步发电机的励磁控制中,为提高电力系统的稳定性和可靠性提供了一种经济有效的手段。在本研究中,我们提出一种基于协同控制理论的增强型非线性控制策略。该策略旨在减轻机电振荡,并纠正包含晶闸管控制串联电容器(TCSCs)的大型能源系统中与线性近似相关的限制。为了动态调整非线性控制器的系数,我们采用了基于分数阶微积分(FC)理论的分数阶鱼类迁移优化(FOFMO)算法。FOFMO算法通过在分数阶结构中更新位置和速度进行适应。为了评估改进后的控制器的有效性,进行了全面的数值仿真。首先,我们在一台连接到无限母线(SMIB)电力系统的机器上测试了它在各种故障条件下的性能。随后,我们将所提出的非线性稳定器推广到两区四机电力系统。我们的数值结果显示,在控制精度和被控电力系统的动态特性方面都有很大的进步。
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引用次数: 0
First-of-Its-Kind Frequency Enhancement Methodology Based on an Optimized Combination of FLC and TFOIDFF Controllers Evaluated on EVs, SMES, and UPFC-Integrated Smart Grid 基于FLC和TFOIDFF控制器优化组合的首个频率增强方法在电动汽车、中小企业和upfc集成智能电网上的评估
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-06 DOI: 10.3390/fractalfract7110807
Sultan Alghamdi, Mohammed Alqarni, Muhammad R. Hammad, Kareem M. AboRas
The most recent advancements in renewable energy resources, as well as their broad acceptance in power sectors, have created substantial operational, security, and management concerns. As a result of the continual decrease in power system inertia, it is critical to maintain the normal operating frequency and reduce tie-line power changes. The preceding issues sparked this research, which proposes the Fuzzy Tilted Fractional Order Integral Derivative with Fractional Filter (FTFOIDFF), a unique load frequency controller. The FTFOIDFF controller described here combines the benefits of tilt, fuzzy logic, FOPID, and fractional filter controllers. Furthermore, the prairie dog optimizer (PDO), a newly developed metaheuristic optimization approach, is shown to efficiently tune the suggested controller settings as well as the forms of the fuzzy logic membership functions in the two-area hybrid power grid investigated in this paper. When the PDO results are compared to those of the Seagull Optimization Algorithm, the Runge Kutta optimizer, and the Chaos Game Optimizer for the same hybrid power system, PDO prevails. The system model incorporates physical constraints such as communication time delays and generation rate constraints. In addition, a unified power flow controller (UPFC) is put in the tie-line, and SMES units have been planned in both regions. Furthermore, the contribution of electric vehicles (EVs) is considered in both sections. The proposed PDO-based FTFOIDFF controller outperformed many PDO-based traditional (such as proportional integral derivative (PID), proportional integral derivative acceleration (PIDA), and TFOIDFF) and intelligent (such as Fuzzy PID and Fuzzy PIDA) controllers from the literature. The suggested PDO-based FTFOIDFF controller has excellent performance due to the usage of various load patterns such as step load perturbation, multi-step load perturbation, random load perturbation, random sinusoidal load perturbation, and pulse load perturbation. Furthermore, a variety of scenarios have been implemented to demonstrate the advantageous effects that SMES, UPFC, and EV units have on the overall performance of the system. The sensitivity of a system is ascertained by modifying its parameters from their standard configurations. According to the simulation results, the suggested PDO-based FTFOIDFF controller can improve system stability despite the multiple difficult conditions indicated previously. According to the MATLAB/Simulink data, the proposed method decreased the total fitness function to 0.0875, representing a 97.35% improvement over PID, 95.84% improvement over PIDA, 92.45% improvement over TFOIDFF, 83.43% improvement over Fuzzy PID, and 37.9% improvement over Fuzzy PIDA.
可再生能源的最新进展,以及它们在电力部门的广泛接受,已经产生了大量的操作、安全和管理问题。随着电力系统惯量的不断减小,保持正常的运行频率和减小配线功率的变化是至关重要的。上述问题引发了本研究,提出了模糊倾斜分数阶积分导数与分数阶滤波器(FTFOIDFF),一种独特的负载频率控制器。这里描述的FTFOIDFF控制器结合了倾斜、模糊逻辑、FOPID和分数滤波器控制器的优点。此外,本文还研究了一种新的元启发式优化方法草原土拨鼠优化器(PDO),该方法可以有效地调整两区混合电网的建议控制器设置以及模糊逻辑隶属函数的形式。将PDO算法的结果与同一混合动力系统的海鸥优化算法、Runge Kutta优化算法和混沌博弈优化算法的结果进行比较,PDO算法胜出。系统模型包含物理约束,如通信时间延迟和生成速率约束。此外,在联络线上安装了统一潮流控制器(UPFC),并在两个地区规划了中小企业机组。此外,电动汽车(ev)的贡献在这两个部分都被考虑。本文提出的基于pdo的FTFOIDFF控制器优于许多基于pdo的传统(如比例积分导数(PID),比例积分导数加速(PIDA)和TFOIDFF)和智能(如模糊PID和模糊PIDA)控制器。所提出的基于pdo的FTFOIDFF控制器由于使用了阶跃负载摄动、多阶负载摄动、随机负载摄动、随机正弦负载摄动和脉冲负载摄动等多种负载模式而具有优异的性能。此外,已经实施了各种场景来证明sme, UPFC和EV单元对系统整体性能的有利影响。系统的灵敏度是通过修改其标准结构的参数来确定的。仿真结果表明,本文提出的基于pdo的FTFOIDFF控制器可以在上述多种困难条件下提高系统的稳定性。根据MATLAB/Simulink数据,该方法将总适应度函数降至0.0875,比PID提高97.35%,比PIDA提高95.84%,比TFOIDFF提高92.45%,比Fuzzy PID提高83.43%,比Fuzzy PIDA提高37.9%。
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引用次数: 0
Design and Performance Evaluation of a Second-Order Iterated Circular Minkowski Fractal Antenna for Ultra-Wideband Applications 超宽带二阶迭代圆形闵可夫斯基分形天线的设计与性能评价
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-06 DOI: 10.3390/fractalfract7110806
Elijah Joseph, Pradeep Kumar, Thomas Afullo
In this article, a second-order iterated Circular Minkowski fractal antenna (CMFA) tailored for ultra-wideband (UWB) applications is designed and developed. Leveraging the power of Minkowski fractal geometry, this antenna design achieves a high gain across the UWB frequency spectrum. The design utilizes a circular groove on the ground plane and an arc slot on the radiating element for improving the antenna performance. The proposed antenna is fabricated using cost-effective material, an FR-4 substrate. The antenna is simulated and optimized. The fabricated optimized antenna undergoes real-world testing. Measured results reveal an impressive 120.6% impedance bandwidth spanning from 3.37 GHz to 13.6 GHz, with resonant frequencies at 4.43 GHz, 6.07 GHz, and 9.3 GHz. Meanwhile, the simulated results indicate an impedance bandwidth of 118% ranging from 3.17 GHz to 12.44 GHz. Real-world measurements validate the anticipated UWB traits, closely aligning with the simulation data, and confirming efficient impedance matching with a VSWR of less than 2 across the 3.37 GHz to 13.6 GHz frequency range. The radiation pattern analysis demonstrates a robust bidirectional E-plane pattern and a nearly omnidirectional H-plane pattern. This research introduces a highly promising circular Minkowski fractal antenna for UWB applications, offering exceptional bandwidth and resonance characteristics. This antenna design holds excellent potential for multi-functional wireless systems and opens avenues for enhanced UWB communication and sensing capabilities in diverse applications.
本文设计并研制了一种适合超宽带应用的二阶迭代圆形闵可夫斯基分形天线(CMFA)。利用闵可夫斯基分形几何的力量,这种天线设计在UWB频谱上实现了高增益。本设计利用地平面上的圆形槽和辐射元件上的弧形槽来提高天线性能。所提出的天线采用具有成本效益的材料FR-4基板制造。对天线进行了仿真和优化。制作的优化天线进行了实际测试。测量结果显示,阻抗带宽为120.6%,范围从3.37 GHz到13.6 GHz,谐振频率为4.43 GHz, 6.07 GHz和9.3 GHz。同时,仿真结果表明,阻抗带宽为118%,范围为3.17 GHz ~ 12.44 GHz。实际测量验证了预期的UWB特性,与仿真数据密切一致,并确认在3.37 GHz至13.6 GHz频率范围内,VSWR小于2的有效阻抗匹配。辐射方向图分析显示了一个鲁棒的双向e面方向图和一个几乎全向的h面方向图。本研究介绍了一种非常有前途的圆形闵可夫斯基分形天线,用于超宽带应用,提供卓越的带宽和共振特性。这种天线设计在多功能无线系统中具有良好的潜力,并为在各种应用中增强UWB通信和传感能力开辟了道路。
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引用次数: 0
Mathematical Modeling of Breast Cancer Based on the Caputo–Fabrizio Fractal-Fractional Derivative 基于Caputo-Fabrizio分形-分数阶导数的乳腺癌数学建模
2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2023-11-06 DOI: 10.3390/fractalfract7110805
Muhammad Idrees, Abeer S. Alnahdi, Mdi Begum Jeelani
Breast cancer ranks among the most prevalent malignancies affecting the female population and is a prominent contributor to cancer-related mortality. Mathematical modeling is a significant tool that can be employed to comprehend the dynamics of breast cancer progression and dissemination and to formulate novel therapeutic approaches. This paper introduces a mathematical model of breast cancer that utilizes the Caputo–Fabrizio fractal-fractional derivative. The aim is to elucidate and comprehend the intricate dynamics governing breast cancer cells and cytotoxic T lymphocytes in the context of the fractional derivative. The derivative presented herein offers a broader perspective than the conventional derivative, as it incorporates the intricate fractal characteristics inherent in the process of tumor proliferation. The significance of this study lies in its contribution to a novel mathematical model for breast cancer, which incorporates the fractal characteristics of tumor development. The present model possesses the capability to investigate the impacts of diverse treatment strategies on the proliferation of breast cancer, as well as to formulate novel treatment strategies that exhibit enhanced efficacy.
乳腺癌是影响女性人口的最普遍的恶性肿瘤之一,也是癌症相关死亡率的主要原因。数学建模是一种重要的工具,可以用来理解乳腺癌进展和传播的动态,并制定新的治疗方法。本文介绍了一种利用Caputo-Fabrizio分形-分数阶导数的乳腺癌数学模型。目的是阐明和理解在分数衍生物的背景下控制乳腺癌细胞和细胞毒性T淋巴细胞的复杂动力学。本文提出的衍生物比传统的衍生物提供了更广阔的视角,因为它包含了肿瘤增殖过程中固有的复杂的分形特征。这项研究的意义在于它为乳腺癌建立了一个新的数学模型,该模型结合了肿瘤发展的分形特征。本模型能够研究不同治疗策略对乳腺癌增殖的影响,并制定出具有增强疗效的新型治疗策略。
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引用次数: 0
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