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Hybrid Harmony Search Optimization Algorithm for Continuous Functions 连续函数的混合和谐搜索优化算法
IF 1.9 Pub Date : 2023-02-22 DOI: 10.3390/mca28020029
J. A. Brambila-Hernández, Miguel Ángel García-Morales, H. Fraire-Huacuja, Eduardo Villegas-Huerta, Armando Becerra-del-Ángel
This paper proposes a hybrid harmony search algorithm that incorporates a method of reinitializing harmonies memory using a particle swarm optimization algorithm with an improved opposition-based learning method (IOBL) to solve continuous optimization problems. This method allows the algorithm to obtain better results by increasing the search space of the solutions. This approach has been validated by comparing the performance of the proposed algorithm with that of a state-of-the-art harmony search algorithm, solving fifteen standard mathematical functions, and applying the Wilcoxon parametric test at a 5% significance level. The state-of-the-art algorithm uses an opposition-based improvement method (IOBL). Computational experiments show that the proposed algorithm outperforms the state-of-the-art algorithm. In quality, it is better in fourteen of the fifteen instances, and in efficiency is better in seven of fifteen instances.
本文提出了一种混合和声搜索算法,该算法采用粒子群优化算法和改进的基于对立的学习方法(IOBL)重新初始化和声记忆的方法来解决连续优化问题。该方法通过增大解的搜索空间使算法获得更好的结果。通过将提出的算法的性能与最先进的和谐搜索算法的性能进行比较,解决了15个标准数学函数,并在5%的显著性水平上应用Wilcoxon参数检验,验证了该方法。最先进的算法使用基于对立的改进方法(IOBL)。计算实验表明,该算法优于现有算法。在质量方面,15例中有14例比较好,在效率方面,15例中有7例比较好。
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引用次数: 1
A Multiplicative Calculus Approach to Solve Applied Nonlinear Models 求解应用非线性模型的乘法演算方法
IF 1.9 Pub Date : 2023-02-21 DOI: 10.3390/mca28020028
Gurjeet Singh, S. Bhalla, R. Behl
Problems such as population growth, continuous stirred tank reactor (CSTR), and ideal gas have been studied over the last four decades in the fields of medical science, engineering, and applied science, respectively. Some of the main motivations were to understand the pattern of such issues and how to obtain the solution to them. With the help of applied mathematics, these problems can be converted or modeled by nonlinear expressions with similar properties. Then, the required solution can be obtained by means of iterative techniques. In this manuscript, we propose a new iterative scheme for computing multiple roots (without prior knowledge of multiplicity m) based on multiplicative calculus rather than standard calculus. The structure of our scheme stands on the well-known Schröder method and also retains the same convergence order. Some numerical examples are tested to find the roots of nonlinear equations, and results are found to be competent compared with ordinary derivative methods. Finally, the new scheme is also analyzed by the basin of attractions that also supports the theoretical aspects.
在过去的四十年里,医学、工程和应用科学领域分别研究了人口增长、连续搅拌釜反应器(CSTR)和理想气体等问题。一些主要动机是了解这些问题的模式以及如何获得解决方案。在应用数学的帮助下,这些问题可以用具有相似性质的非线性表达式进行转换或建模。然后,可以通过迭代技术获得所需的解。在这篇文章中,我们提出了一种新的迭代方案,用于基于乘法演算而不是标准演算计算多个根(没有多重数m的先验知识)。我们方案的结构基于著名的Schröder方法,也保持了相同的收敛阶。通过数值算例验证了非线性方程组的根,结果与普通的导数方法相比是可行的。最后,还对新方案的吸引力进行了流域分析,从理论方面也给予了支持。
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引用次数: 1
A Radial Hybrid Estimation of Distribution Algorithm for the Truck and Trailer Routing Problem 货车和挂车路径问题的径向混合估计分布算法
IF 1.9 Pub Date : 2023-02-20 DOI: 10.3390/mca28010027
R. Pérez-Rodríguez, S. Frausto-Hernández
The truck and trailer routing problem (TTRP) has been widely studied under different approaches. This is due to its practical characteristic that makes its research interesting. The TTRP continues to be attractive to developing new evolutionary algorithms. This research details a new estimation of the distribution algorithm coupled with a radial probability function from hydrogen. Continuous values are used in the solution representation, and every value indicates, in a hydrogen atom, the distance between the electron and the core. The key point is to exploit the radial probability distribution to construct offspring and to tackle the drawbacks of the estimation of distribution algorithms. Various instances and numerical experiments are presented to illustrate and validate this novel research. Based on the performance of the proposed scheme, we can make the conclusion that incorporating radial probability distributions helps to improve the estimation of distribution algorithms.
卡车和拖车路线问题(TTRP)在不同的方法下得到了广泛的研究。这是由于它的实用性,使其研究有趣。TTRP继续对开发新的进化算法具有吸引力。本文详细介绍了一种新的估计分布算法,该算法与氢的径向概率函数相结合。溶液表示法中使用连续值,在氢原子中,每个值都表示电子与核之间的距离。关键是利用径向概率分布构造子代,解决分布估计算法的不足。给出了各种实例和数值实验来说明和验证这一新颖的研究。基于所提方案的性能,我们可以得出结论,加入径向概率分布有助于改进分布算法的估计。
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引用次数: 0
Single-Loop Multi-Objective Reliability-Based Design Optimization Using Chaos Control Theory and Shifting Vector with Differential Evolution 基于混沌控制理论和差分演化位移向量的单回路多目标可靠性设计优化
IF 1.9 Pub Date : 2023-02-17 DOI: 10.3390/mca28010026
R.N. Biswas, Deepak Sharma
Multi-objective reliability-based design optimization (MORBDO) is an efficient tool for generating reliable Pareto-optimal (PO) solutions. However, generating such PO solutions requires many function evaluations for reliability analysis, thereby increasing the computational cost. In this paper, a single-loop multi-objective reliability-based design optimization formulation is proposed that approximates reliability analysis using Karush-Kuhn Tucker (KKT) optimality conditions. Further, chaos control theory is used for updating the point that is estimated through KKT conditions for avoiding any convergence issues. In order to generate the reliable point in the feasible region, the proposed formulation also incorporates the shifting vector approach. The proposed MORBDO formulation is solved using differential evolution (DE) that uses a heuristic convergence parameter based on hypervolume indicator for performing different mutation operators. DE incorporating the proposed formulation is tested on two mathematical and one engineering examples. The results demonstrate the generation of a better set of reliable PO solutions using the proposed method over the double-loop variant of multi-objective DE. Moreover, the proposed method requires 6×–377× less functional evaluations than the double-loop-based DE.
基于多目标可靠性的设计优化(MORBDO)是生成可靠的Pareto最优(PO)解的有效工具。然而,生成这样的PO解决方案需要许多用于可靠性分析的函数评估,从而增加了计算成本。本文提出了一种基于单回路多目标可靠性的设计优化公式,该公式使用Karush-Kuhn-Tucker(KKT)最优性条件近似可靠性分析。此外,混沌控制理论用于更新通过KKT条件估计的点,以避免任何收敛问题。为了在可行区域中生成可靠点,所提出的公式还结合了移动向量方法。所提出的MORBDO公式是使用微分进化(DE)求解的,该微分进化使用基于超体积指标的启发式收敛参数来执行不同的变异算子。结合所提出的公式的DE在两个数学和一个工程实例上进行了测试。结果表明,在多目标DE的双环变量上,使用所提出的方法生成了一组更好的可靠PO解。此外,与基于双环的DE相比,该方法所需的功能评估减少了6×-377×。
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引用次数: 0
The Arctan Power Distribution: Properties, Quantile and Modal Regressions with Applications to Biomedical Data Arctan功率分布:属性、分位数和模态回归在生物医学数据中的应用
IF 1.9 Pub Date : 2023-02-14 DOI: 10.3390/mca28010025
Suleman Nasiru, A. Abubakari, C. Chesneau
The usefulness of (probability) distributions in the field of biomedical science cannot be underestimated. Hence, several distributions have been used in this field to perform statistical analyses and make inferences. In this study, we develop the arctan power (AP) distribution and illustrate its application using biomedical data. The distribution is flexible in the sense that its probability density function exhibits characteristics such as left-skewedness, right-skewedness, and J and reversed-J shapes. The characteristic of the corresponding hazard rate function also suggests that the distribution is capable of modeling data with monotonic and non-monotonic failure rates. A bivariate extension of the AP distribution is also created to model the interdependence of two random variables or pairs of data. The application reveals that the AP distribution provides a better fit to the biomedical data than other existing distributions. The parameters of the distribution can also be fairly accurately estimated using a Bayesian approach, which is also elaborated. To end the study, the quantile and modal regression models based on the AP distribution provided better fits to the biomedical data than other existing regression models.
(概率)分布在生物医学领域的作用不可低估。因此,在这个领域中使用了几个分布来进行统计分析和推断。在本研究中,我们开发了arctan功率(AP)分布,并利用生物医学数据说明其应用。这种分布是灵活的,因为它的概率密度函数表现出左偏、右偏、J形和倒J形等特征。相应的风险率函数的特征也表明该分布能够对具有单调和非单调故障率的数据进行建模。还创建了AP分布的双变量扩展,以模拟两个随机变量或数据对之间的相互依赖关系。应用表明,AP分布比其他现有分布更适合生物医学数据。使用贝叶斯方法也可以相当准确地估计分布的参数,并对其进行了阐述。最后,基于AP分布的分位数和模态回归模型比现有的回归模型更适合生物医学数据。
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引用次数: 0
Stability Analysis of Caputo Fractional Order Viral Dynamics of Hepatitis B Cellular Infection 乙型肝炎细胞感染Caputo分级病毒动力学的稳定性分析
IF 1.9 Pub Date : 2023-02-09 DOI: 10.3390/mca28010024
Michael O. Opoku, E. N. Wiah, E. Okyere, A. L. Sackitey, E. K. Essel, S. Moore
We present a Caputo fractional order mathematical model that describes the cellular infection of the Hepatitis B virus and the immune response of the body with Holling type II functional response. We study the existence of unique positive solutions and the local and global stability of virus-free and endemic equilibria. Finally, we present numerical results using the Adam-type predictor–corrector iterative scheme.
我们提出了一个Caputo分数阶数学模型,该模型描述了乙型肝炎病毒的细胞感染和身体对Holling II型功能反应的免疫反应。我们研究了唯一正解的存在性以及无病毒和地方病平衡的局部和全局稳定性。最后,我们使用Adam型预测器-校正器迭代方案给出了数值结果。
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引用次数: 2
Higher-Order Multiplicative Derivative Iterative Scheme to Solve the Nonlinear Problems 求解非线性问题的高阶乘导数迭代格式
IF 1.9 Pub Date : 2023-02-09 DOI: 10.3390/mca28010023
Gurjeet Singh, S. Bhalla, R. Behl
Grossman and Katz (five decades ago) suggested a new definition of differential and integral calculus which utilizes the multiplicative and division operator as compared to addition and subtraction. Multiplicative calculus is a vital part of applied mathematics because of its application in the areas of biology, science and finance, biomedical, economic, etc. Therefore, we used a multiplicative calculus approach to develop a new fourth-order iterative scheme for multiple roots based on the well-known King’s method. In addition, we also propose a detailed convergence analysis of our scheme with the help of a multiplicative calculus approach rather than the normal one. Different kinds of numerical comparisons have been suggested and analyzed. The obtained results (from line graphs, bar graphs and tables) are very impressive compared to the earlier iterative methods of the same order with the ordinary derivative. Finally, the convergence of our technique is also analyzed by the basin of attractions, which also supports the theoretical aspects.
Grossman和Katz(50年前)提出了微分和积分的新定义,与加法和减法相比,该定义利用了乘法和除法算子。由于乘法演算在生物学、科学与金融、生物医学、经济等领域的应用,它是应用数学的重要组成部分。因此,我们使用乘法演算方法,在著名的King方法的基础上,开发了一种新的多根四阶迭代方案。此外,我们还提出了一个详细的收敛性分析,我们的方案的帮助下,乘法演算的方法,而不是正常的方法。已经提出并分析了不同类型的数值比较。与早期的具有普通导数的同阶迭代方法相比,所获得的结果(来自折线图、条形图和表格)非常令人印象深刻。最后,通过吸引盆地分析了我们的技术的收敛性,这也为理论方面提供了支持。
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引用次数: 0
Hand–Eye Calibration Using a Tablet Computer 使用平板电脑进行手眼校准
IF 1.9 Pub Date : 2023-02-08 DOI: 10.3390/mca28010022
J. Sato
Many approaches have been developed to solve the hand–eye calibration problem. The traditional approach involves a precise mathematical model, which has advantages and disadvantages. For example, mathematical representations can provide numerical and quantitative results to users and researchers. Thus, it is possible to explain and understand the calibration results. However, information about the end-effector, such as the position attached to the robot and its dimensions, is not considered in the calibration process. If there is no CAD model, additional calibration is required for accurate manipulation, especially for a handmade end-effector. A neural network-based method is used as the solution to this problem. By training a neural network model using data created via the attached end-effector, additional calibration can be avoided. Moreover, it is not necessary to develop a precise and complex mathematical model. However, it is difficult to provide quantitative information because a neural network is a black box. Hence, a method with both advantages is proposed in this study. A mathematical model was developed and optimized using the data created by the attached end-effector. To acquire accurate data and evaluate the calibration results, a tablet computer was utilized. The established method achieved a mean positioning error of 1.0 mm.
已经开发了许多方法来解决手眼校准问题。传统的方法涉及精确的数学模型,这有优点也有缺点。例如,数学表示可以向用户和研究人员提供数值和定量结果。因此,可以解释和理解校准结果。然而,在校准过程中不考虑有关末端执行器的信息,例如连接到机器人的位置及其尺寸。如果没有CAD模型,则需要额外的校准来进行精确操作,尤其是对于手工末端执行器。使用基于神经网络的方法来解决这个问题。通过使用通过连接的末端执行器创建的数据来训练神经网络模型,可以避免额外的校准。此外,没有必要建立精确而复杂的数学模型。然而,由于神经网络是一个黑匣子,因此很难提供定量信息。因此,本研究提出了一种同时具有这两种优点的方法。使用连接的末端执行器创建的数据开发并优化了数学模型。为了获得准确的数据并评估校准结果,使用了平板电脑。所建立的方法实现了1.0mm的平均定位误差。
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引用次数: 1
Chemical MHD Hiemenz Flow over a Nonlinear Stretching Sheet and Brownian Motion Effects of Nanoparticles through a Porous Medium with Radiation Effect 非线性拉伸薄板上的化学MHD-Hiemenz流动和具有辐射效应的纳米颗粒在多孔介质中的布朗运动效应
IF 1.9 Pub Date : 2023-02-07 DOI: 10.3390/mca28010021
F. Salah, Abdelmgid O. M. Sidahmed, K. Viswanathan
In this paper, the numerical solutions for magneto-hydrodynamic Hiemenz fluid over a nonlinear stretching sheet and the Brownian motion effects of nanoparticles through a porous medium with chemical reaction and radiation are studied. The repercussions of thermophoresis and mass transfer at the stagnation point flow are discussed. The plate progresses in the contrary direction or in the free stream orientation. The underlying PDEs are reshaped into a set of ordinary differential equations employing precise transformation. They are addressed numerically using the successive linearization method, which is an efficient systematic process. The main goal of this study is to compare the solutions obtained using the successive linearization method to solve the velocity and temperature equations in the presence of m changes, thereby demonstrating its accuracy and suitability for solving nonlinear differential equations. For comparison, tables containing the results are presented. This contrast is significant because it demonstrates the accuracy with which a set of nonlinear differential equations can be solved using the successive linearization method. The resulting solution is examined and discussed with respect to a number of engineering parameters. Graphs exemplify the simulation of distinct parameters that govern the motion factors.
本文研究了非线性拉伸片上磁流体动力学希门兹流体的数值解,以及纳米粒子在多孔介质中化学反应和辐射的布朗运动效应。讨论了滞止点流的热泳动和传质影响。板沿相反方向或自由流方向前进。底层偏微分方程被重新塑造成一组采用精确变换的常微分方程。采用连续线性化方法对其进行数值求解,是一种有效的系统处理方法。本研究的主要目的是比较逐次线性化方法在存在m变化情况下求解速度和温度方程的解,从而证明其求解非线性微分方程的准确性和适用性。为了比较,给出了包含结果的表格。这种对比是有意义的,因为它证明了用连续线性化方法求解一组非线性微分方程的准确性。根据一些工程参数对所得解进行了检验和讨论。图形举例说明了控制运动因素的不同参数的仿真。
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引用次数: 1
Numerical Computation of Ag/Al2O3 Nanofluid over a Riga Plate with Heat Sink/Source and Non-Fourier Heat Flux Model Riga板上Ag/Al2O3纳米流体的散热器/热源和非傅立叶热流模型数值计算
IF 1.9 Pub Date : 2023-02-03 DOI: 10.3390/mca28010020
S. Divya, S. Eswaramoorthi, K. Loganathan
The main goal of the current research is to investigate the numerical computation of Ag/Al2O3 nanofluid over a Riga plate with injection/suction. The energy equation is formulated using the Cattaneo–Christov heat flux, non-linear thermal radiation, and heat sink/source. The leading equations are non-dimensionalized by employing the suitable transformations, and the numerical results are achieved by using the MATLAB bvp4c technique. The fluctuations of fluid flow and heat transfer on porosity, Forchheimer number, radiation, suction/injection, velocity slip, and nanoparticle volume fraction are investigated. Furthermore, the local skin friction coefficient (SFC), and local Nusselt number (LNN) are also addressed. Compared to previously reported studies, our computational results exactly coincided with the outcomes of the previous reports. We noticed that the Forchheimer number, suction/injection, slip, and nanoparticle volume fraction factors slow the velocity profile. We also noted that with improving rates of thermal radiation and convective heating, the heat transfer gradient decreases. The 40% presence of the Hartmann number leads to improved drag force by 14% and heat transfer gradient by 0.5%. The 20% presence of nanoparticle volume fraction leads to a decrement in heat transfer gradient for 21% of Ag nanoparticles and 18% of Al2O3 nanoparticles.
当前研究的主要目标是研究Ag/Al2O3纳米流体在里加板上的注射/吸力的数值计算。能量方程是用卡塔内奥-克里斯托夫热流、非线性热辐射和散热器/热源来表示的。采用适当的变换对前导方程进行了无因次化处理,并利用MATLAB bvp4c技术进行了数值计算。研究了流体流动和换热对孔隙度、Forchheimer数、辐射、吸力/注入、速度滑移和纳米颗粒体积分数的影响。此外,还讨论了局部皮肤摩擦系数(SFC)和局部努塞尔数(LNN)。与先前报道的研究相比,我们的计算结果与先前报道的结果完全吻合。我们注意到Forchheimer数、吸力/注入、滑移和纳米颗粒体积分数等因素会减慢速度分布。我们还注意到,随着热辐射和对流加热速率的提高,传热梯度减小。当哈特曼数增加40%时,阻力提高14%,传热梯度提高0.5%。当纳米颗粒体积分数为20%时,21%的银纳米颗粒和18%的氧化铝纳米颗粒的传热梯度减小。
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引用次数: 2
期刊
Mathematical & Computational Applications
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