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A NOVEL ECG AND EEG CLASSIFICATION SYSTEM BASED ON NONLINEAR STATISTICAL FEATURES 一种新的基于非线性统计特征的心电信号分类系统
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-31 DOI: 10.1142/s0218348x23500962
Jian Wang, Wenjing Jiang, Junseok Kim
Accurate classification of the medical signals is urgently needed in clinical medicine. This paper aims to create a classifier to shorten the time of the classification and ensure the sorting accuracy, which assists physicians in saving diagnostic time and formulating the treatment plans. We create the classifier based on Kolmogorov complexity, Shannon entropy, Higuchi’s Hurst exponent and multifractal features. We obtain a feature value from Kolmogorov complexity, Shannon entropy and Higuchi’s Hurst exponent, and three feature values based on multifractal features to compose a vector and analyze it. Furthermore, we study a vector composed of six multifractal features as a control group. Electrocardiogram (ECG) and electroencephalogram (EEG) signals are applied to examine the performance of the classifier by support vector machine (SVM). The accuracy of ECG signals based on mixed classification (MC–ECG–SVM) reaches 94.17%, which is approximately 15% higher than that of ECG signals only based on multifractal features classification (UC–ECG–SVM). The sensitivities of MC–ECG–SVM and UC–ECG–SVM are 86.09% and 64.54%, respectively. The specificities of MC–ECG–SVM and UC–ECG–SVM are 98.26% and 93.65%, respectively. Analogously, the accuracy, sensitivity, and specificity of EEG signals based on mixed classification (MC–EEG–SVM) reach 95.29%, 96.28%, and 94.55%, respectively. The accuracy, sensitivity, and specificity of EEG signals based on multifractal features classification (UC–EEG–SVM) are 87.40%, 89.28%, and 88.11%, respectively. Therefore, the mixed classification method is more accurate than the classification method only based on multifractal features.
临床医学迫切需要对医学信号进行准确的分类。本文旨在创建一个分类器,以缩短分类时间并确保分类准确性,从而帮助医生节省诊断时间和制定治疗计划。我们基于Kolmogorov复杂度、Shannon熵、Higuchi的Hurst指数和多重分形特征创建了分类器。我们从Kolmogorov复杂度、Shannon熵和Higuchi的Hurst指数中获得一个特征值,并基于多重分形特征获得三个特征值来组成一个向量并对其进行分析。此外,我们还研究了一个由六个多重分形特征组成的向量作为对照组。利用支持向量机(SVM)将心电图(ECG)和脑电图(EEG)信号用于检测分类器的性能。基于混合分类(MC–ECG–SVM)的ECG信号的准确率达到94.17%,比仅基于多重分形特征分类(UC–ECG–SVM)的ECG信息的准确率高出约15%。MC–ECG–SVM和UC–ECG–SVM的敏感性分别为86.09%和64.54%。MC–ECG–SVM和UC–ECG–SVM的特异性分别为98.26%和93.65%。类似地,基于混合分类(MC–EEG–SVM)的EEG信号的准确性、敏感性和特异性分别达到95.29%、96.28%和94.55%。基于多重分形特征分类(UC–EEG–SVM)的EEG信号的准确性、敏感性和特异性分别为87.40%、89.28%和88.11%。因此,混合分类方法比仅基于多重分形特征的分类方法更准确。
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引用次数: 0
MODELING AND CHARACTERISTIC ANALYSIS OF FRACTIONAL-ORDER BOOST CONVERTER BASED ON THE CAPUTO–FABRIZIO FRACTIONAL DERIVATIVES 基于caputo-fabrizio分数阶导数的分数阶升压变换器建模及特性分析
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-30 DOI: 10.1142/s0218348x23500822
Donghui Yu, X. Liao, Y. Wang, Manjie Ran, Dalin, Jinhui Xia
This paper presents a novel approach for modeling Boost converters using the Caputo–Fabrizio (C-F) definition-based fractional-order model to address singular characteristics in fractional-order definitions and enhance model accuracy. A small signal modeling method is proposed to improve the accuracy of circuit parameter design and to derive state-averaged models, state-space equations, and transfer functions. The influence of capacitor and inductor orders on steady-state characteristics is analyzed and the influence of fractional-order on ripple characteristics is investigated through simulation. When the fractional-order approaches 1, the output voltage increases and the inductance current decreases, with waveform jitter mitigation. Moreover, boundary conditions for continuous conduction mode operation are established based on ripple characteristics. The numerical and circuit-oriented simulations verify the correctness of the proposed model. Finally, the orders and accurate parameters of capacitors and inductors based on the C-F definition are determined and the experiments are conducted. The comparison between the experimental and simulation results demonstrates that the proposed model can accurately describe the steady-state characteristics of the practical circuit systems, which further validates the accuracy of the proposed method.
本文提出了一种利用基于Caputo-Fabrizio (C-F)定义的分数阶模型建模Boost转换器的新方法,以解决分数阶定义中的奇异特性并提高模型精度。提出了一种小信号建模方法,以提高电路参数设计的精度,并推导出状态平均模型、状态空间方程和传递函数。分析了电容和电感的阶数对稳态特性的影响,并通过仿真研究了分数阶数对纹波特性的影响。分数阶趋近于1时,输出电压增大,电感电流减小,波形抖动减小。此外,基于纹波特性建立了连续导通模式运行的边界条件。数值仿真和面向电路的仿真验证了所提模型的正确性。最后,根据C-F定义确定了电容器和电感的阶数和精确参数,并进行了实验。实验结果与仿真结果的对比表明,所提模型能够准确地描述实际电路系统的稳态特性,进一步验证了所提方法的准确性。
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引用次数: 0
EVALUATION OF SHALE GAS EXPLORATION BY MICROSTRUCTURE BEHAVIOR AND SHALE PERMEABILITY BASED ON FRACTAL THEORY AND UNDER MULTI-FIELD EFFECTS 基于分形理论和多场效应的页岩气微观结构特征及渗透率评价
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-29 DOI: 10.1142/s0218348x23500792
Dayu Ye, Guannan Liu, Bo-ming Yu, Xutong Zhang, Feng Gao
The key to shale gas exploration is the characterization of gas migration under the combination of multiple factors. To address the long-standing energy challenge of rapidly and accurately quantifying the behavior of natural fractures and matrix pores in shale at an engineering scale in interaction with gas migration. This study proposes an interdisciplinary model for shale gas extraction by adopting fractal theory. Five innovative microstructural parameters are developed to characterize the size and scale of natural matrix pores/fractures in shale, so as to investigate the contributions of fractal distributed pores and fractal power-law distributed fractures to shale gas extraction. The present results of the proposed model are consistent with the exploitation state of the UK Bowland Shale #114 well. The evolution of the shale microstructure will lead to changes in gas migration behavior throughout the reservoir and in turn affect shale stress, temperature and gas adsorption–desorption effect, and finally have a significant impact on permeability. It is found that in the present analysis of the entire Bowland Shale, the overall permeability changes by 10.8% with the evolution of fractal distributed pores and by 41.3% with the evolution of fractal power-law fractures. This work provides a new approach for rapidly exploring the behavior of shale fractures and matrix pores at engineering scales. This work also offers a new and practical baseline for shale gas extraction assessment and fossil energy management.
页岩气勘探的关键是多因素综合作用下的天然气运移特征。为了解决长期存在的能源挑战,在工程规模上快速准确地量化页岩中天然裂缝和基质孔隙与天然气运移相互作用的行为。本文采用分形理论,提出了页岩气开采的跨学科模型。建立了表征页岩天然基质孔隙/裂缝大小和规模的5个创新微观结构参数,探讨了分形分布孔隙和分形幂律分布裂缝对页岩气开采的贡献。该模型目前的结果与英国Bowland页岩114井的开发状态一致。页岩微观结构的演化将导致整个储层中气体运移行为的变化,进而影响页岩应力、温度和气体的吸附-解吸效果,最终对渗透率产生显著影响。研究发现,在整个Bowland页岩中,随着分形分布孔隙的演化,总渗透率变化了10.8%,随着分形幂律裂缝的演化,总渗透率变化了41.3%。这项工作为在工程尺度上快速探索页岩裂缝和基质孔隙的行为提供了一种新的方法。这项工作还为页岩气开采评估和化石能源管理提供了新的实用基准。
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引用次数: 0
A WEIGHTED POWER-FORM FORMULATION FOR THE FRACTAL WARNER–GENT VISCOHYPERLASTIC MODEL 分形华纳型粘塑性模型的加权幂型公式
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-28 DOI: 10.1142/s0218348x23500949
A. Elías-Zúñiga, O. Martínez-Romero, Daniel Olvera Trejo, L. M. Palacios-Pineda
This paper elucidates how the two-scale fractal dimension transform, and a transformation method can be applied to replace the Warner–Gent equation that models the fractal dynamic response of porous viscohyperelastic materials with an equivalent power-form equation. Furthermore, this research work elucidates the advantages of modeling viscohyperlastic materials using the fractal Warner–Gent’s model since the values of the fractal dimension parameter unveil how the global molecular structure of viscohyperelastic materials varies as a function of the vibration frequency wavelength. Compared to the original one, the accuracy attained from the Warner–Gent power-form equivalent equation is examined by plotting the frequency–amplitude and time–amplitude curves obtained from the corresponding numerical integration solutions. It is found that both numerical integration solutions agree well since the root-mean-square-error (RMSE) values remain small.
本文阐述了两尺度分形维数的变换方法,并将模拟多孔粘超弹性材料分形动力响应的Warner-Gent方程替换为等效幂型方程。此外,本研究阐明了使用分形Warner-Gent模型建模粘超弹性材料的优势,因为分形维数参数的值揭示了粘超弹性材料的整体分子结构如何随振动频率波长的变化而变化。通过绘制相应数值积分解得到的频率-幅度曲线和时间-幅度曲线,验证了Warner-Gent幂型等效方程与原方程的精度。由于均方根误差(RMSE)值很小,两种数值积分解一致。
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引用次数: 0
AMPLITUDE CONTROL AND CHAOTIC SYNCHRONIZATION OF A COMPLEX-VALUED LASER RING NETWORK 复值激光环形网络的振幅控制与混沌同步
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-28 DOI: 10.1142/s0218348x23500913
Lin Chai, Jian Liu, Guanrong Chen, Xiaotong Zhang, Yiqun Li
Many real-world systems are connected together, in natural and man-made networks. A complex-valued laser network can simulate the working mechanism of human brain. However, amplitude control of a complex-valued laser network is seldom studied. In this paper, a ring network of complex-valued Lorenz laser systems is investigated. The ring network exhibits complex dynamics including hyper-chaos, quasi-periodic orbits, and coexisting hyper-chaos. Three kinds of single-parameter oriented amplitude controls are realized with varying or unvarying Lyapunov exponents in the ring network. Meanwhile, a simple knob can realize the amplitude rescaling of hyper-chaotic signals, which reduces the cost of circuit implementation. Moreover, a criterion of chaotic complete synchronization among all the nodes is established for a network with strong coupling. For relatively weak coupling, quasi-periodic complete synchronization is found, and the performance of chaotic synchronization is studied in terms of the cross-correlation coefficient. It is moreover revealed that the improvement and trend of synchronization performance are robust to the parity of the number of nodes for the same-scale laser networks.
许多真实世界的系统在自然和人造网络中连接在一起。一个复值激光网络可以模拟人脑的工作机制。然而,复值激光网络的振幅控制很少被研究。本文研究了复值洛伦兹激光系统的环形网络。环网络表现出复杂的动力学,包括超混沌、准周期轨道和共存的超混沌。在环网络中,通过改变或不变的李雅普诺夫指数实现了三种面向单参数的幅度控制。同时,一个简单的旋钮可以实现超混沌信号的幅度重缩放,降低了电路实现成本。此外,对于具有强耦合的网络,建立了所有节点之间的混沌完全同步准则。对于相对较弱的耦合,找到了准周期完全同步,并从互相关系数的角度研究了混沌同步的性能。研究还表明,对于相同规模的激光网络,同步性能的改善和趋势对节点数的奇偶性是鲁棒的。
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引用次数: 0
NONLINEAR DYNAMIC BEHAVIORS OF THE FRACTIONAL (3+1)-DIMENSIONAL MODIFIED ZAKHAROV–KUZNETSOV EQUATION 分数(3+1)维修正zakharov-kuznetsov方程的非线性动力学行为
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-28 DOI: 10.1142/s0218348x23500883
Kangkang Wang, Peng Xu, Feng Shi
This paper derives a new fractional (3+1)-dimensional modified Zakharov–Kuznetsov equation based on the conformable fractional derivative for the first time. Some new types of the fractal traveling wave solutions are successfully constructed by applying a novel approach which is called the fractal semi-inverse variational method. To our knowledge, the obtained results are all new and have not reported in the other literature. In addition, the dynamic characteristics of the different solutions on the fractal space are discussed and presented via the 3D plots, 2D contour and 2D curves. It can be found that: (1) The fractal order can not only affect the peak value of the fractal traveling waves, but also affect the wave structures, that is, the smaller the fractional order value is, the more curved the waveform is, and the slower waveform changes. (2) In the fractal space, the fractal wave keeps its shape unchanged in the process of the propagation and still meets the energy conservation. The methods in this paper can be used to study the other fractal PDEs in the physics, and the findings are expected to bring some new thinking and inspiration toward the fractal theory in physics.
本文首次基于可调分数阶导数导出了一个新的分数(3+1)维修正Zakharov-Kuznetsov方程。应用分形半逆变分方法,成功地构造了几种新的分形行波解。据我们所知,所获得的结果都是新的,并没有在其他文献报道。此外,还讨论了不同解在分形空间上的动态特性,并通过三维图、二维轮廓线和二维曲线进行了描述。可以发现:(1)分形阶数不仅可以影响分形行波的峰值,还可以影响波的结构,即分数阶数越小,波形越弯曲,波形变化越慢。(2)在分形空间中,分形波在传播过程中保持形状不变,仍然满足能量守恒。本文的方法可用于物理中其他分形偏微分方程的研究,研究结果有望对物理中的分形理论带来一些新的思考和启示。
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引用次数: 7
ADAMS–BASHFORTH NUMERICAL METHOD-BASED SOLUTION OF FRACTIONAL ORDER FINANCIAL CHAOTIC MODEL 基于Adams-bashforth数值方法的分数阶金融混沌模型解
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-22 DOI: 10.1142/s0218348x23500871
R. M. Jena, S. Chakraverty, Shengda Zeng, V. T. Nguyen
A new definition of fractional differentiation of nonlocal and non-singular kernels has recently been developed to overcome the shortcomings of the traditional Riemann–Liouville and Caputo fractional derivatives. In this study, the dynamic behaviors of the fractional financial chaotic model have been investigated. Singular and non-singular kernel fractional derivatives are used to examine the proposed model. To solve the financial chaotic model with nonlocal operators, the fractional Adams–Bashforth method (ABM) is applied based on Lagrange polynomial interpolation (LPI). The existence and uniqueness of the solution of the model can be demonstrated using fixed point theory and nonlinear analysis. Further, the error analysis of the present method and Ulam–Hyers stability of the considered model have also been included. Obtained numerical simulations reveal that the model based on three different fractional derivatives shows various chaotic behaviors that may be useful in a practical sense which may not be observed in the integer case.
为了克服传统Riemann-Liouville和Caputo分数阶导数的缺点,最近提出了非局部和非奇异核分数阶微分的新定义。本文研究了分数阶金融混沌模型的动力学行为。利用奇异核分数阶导数和非奇异核分数阶导数对模型进行检验。为了求解具有非局部算子的金融混沌模型,采用了基于拉格朗日多项式插值的分数阶Adams-Bashforth方法。利用不动点理论和非线性分析证明了模型解的存在唯一性。此外,还包括了本方法的误差分析和所考虑模型的Ulam-Hyers稳定性。得到的数值模拟结果表明,基于三种不同分数阶导数的模型显示出各种混沌行为,这些行为在实际意义上可能是有用的,而在整数情况下可能没有观察到。
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引用次数: 0
THE WEIGHTED PARAMETERIZED INEQUALITIES IN RELATION TO TWICE DIFFERENTIABLE MAPPINGS IN THE FRACTAL DOMAINS ALONG WITH SOME APPLICATIONS 分形域中二次可微映射的加权参数化不等式及其应用
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-22 DOI: 10.1142/s0218348x23500925
Yunxiu Zhou, Jiagen Liao, T. Du
In this paper, two weighted parameterized fractal identities are first proposed, wherein the mappings involved are second-order local fractional differentiable. Based upon these equalities, a series of the weighted parameterized inequalities, which are related to the fractal convex mappings, are then deduced. Moreover, making use of boundedness and [Formula: see text]-Lipschitzian mappings, some error estimates are attained as well. Finally, certain fractal outcomes in accordance to random variable and the weighted formula, respectively, are presented as applications.
本文首先提出了两个加权参数化分形恒等式,其中所涉及的映射是二阶局部分数可微的。在此基础上,推导了一系列与分形凸映射相关的加权参数化不等式。此外,利用有界性和[公式:见文本]-Lipschitzian映射,也获得了一些误差估计。最后,分别根据随机变量和加权公式给出了一定的分形结果作为应用。
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引用次数: 0
A NEW RANDOM REWIRING METHOD TO TRANSFORM FRACTAL NETWORKS INTO SMALL-WORLD NETWORKS 将分形网络转换为小世界网络的一种新的随机重布线方法
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-18 DOI: 10.1142/s0218348x23500895
Jian-Hui Li, Zuguo Yu, V. Anh, JIN-LONG Liu, AN-QI Peng
The fractal and small-word properties are two important properties of complex networks. In this paper, we propose a new random rewiring method to transform fractal networks into small-world networks. We theoretically prove that the proposed method can retain the degree of all nodes (hence the degree distribution) and the connectivity of the network. Further, we also theoretically prove that our method also retains the tree structure of tree graphs. Our method can transform many different types of fractal networks into small-world networks while the degree distribution and connectivity of these networks remain unchanged, demonstrating the generality of small-world networks. In addition, the method also works for other types of complex networks. The rewiring method proposed in this paper can be used in a broader range of applications of network analysis.
分形和小词性质是复杂网络的两个重要性质。本文提出了一种新的随机重布线方法,将分形网络转化为小世界网络。我们从理论上证明了该方法可以保留所有节点的度(即度分布)和网络的连通性。此外,我们还从理论上证明了我们的方法也保留了树图的树形结构。我们的方法可以将许多不同类型的分形网络转化为小世界网络,而这些网络的度分布和连通性保持不变,证明了小世界网络的普遍性。此外,该方法也适用于其他类型的复杂网络。本文提出的重布线方法可用于更广泛的网络分析应用。
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引用次数: 0
A HYBRID FRACTIONAL-DERIVATIVE AND PERIDYNAMIC MODEL FOR WATER TRANSPORT IN UNSATURATED POROUS MEDIA 非饱和多孔介质中水传输的分形-微分-周动力学混合模型
IF 4.7 3区 数学 Q1 Mathematics Pub Date : 2023-08-18 DOI: 10.1142/s0218348x23500809
Yuanyuan Wang, Hongguang Sun, T. Ni, M. Zaccariotto, U. Galvanetto
Richards’ equation is a classical differential equation describing water transport in unsaturated porous media, in which the moisture content and the soil matrix depend on the spatial derivative of hydraulic conductivity and hydraulic potential. This paper proposes a nonlocal model and the peridynamic formulation replace the temporal and spatial derivative terms. Peridynamic formulation utilizes a spatial integration to describe the path-dependency, so the fast diffusion process of water transport in unsaturated porous media can be captured, while the Caputo derivative accurately describes the sub-diffusion phenomenon caused by the fractal nature of heterogeneous media. A one-dimensional water transport problem with a constant permeability coefficient is first addressed. Convergence studies on the nonlocal parameters are carried out. The excellent agreement between the numerical and analytical solutions validates the proposed model for its accuracy and parameter stability. Subsequently, the wetting process in two porous building materials is simulated. The comparison of the numerical results with experimental observations further demonstrates the capability of the proposed model in describing water transport phenomena in unsaturated porous media.
理查兹方程是描述非饱和多孔介质中水输运的经典微分方程,其中含水量和土壤基质取决于水导率和水势的空间导数。本文提出了一个非局部模型,用周期动力学公式代替了时空导数项。周动力学公式利用空间积分来描述路径依赖性,因此可以捕捉非饱和多孔介质中水输运的快速扩散过程,而Caputo导数则准确地描述了非均质介质分形特性引起的亚扩散现象。首先讨论了具有恒定渗透系数的一维水输运问题。对非局部参数进行了收敛性研究。数值解与解析解的良好一致性验证了所提模型的准确性和参数稳定性。随后,模拟了两种多孔建筑材料的润湿过程。数值结果与实验结果的比较进一步证明了该模型对非饱和多孔介质中水输运现象的描述能力。
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引用次数: 0
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Fractals-Complex Geometry Patterns and Scaling in Nature and Society
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