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Fractional description of mechanical property evolution of soft soils during creep 被引量:16
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作者 De-shun YIN Yan-qing LI +1 位作者 Hao WU Xiao-meng DUAN 《Water Science and Engineering》 EI CAS CSCD 2013年第4期446-455,共10页
The motion of pore water directly influences mechanical properties of soils, which are variable during creep. Accurate description of the evolution of mechanical properties of soils can help to reveal the internal beh... The motion of pore water directly influences mechanical properties of soils, which are variable during creep. Accurate description of the evolution of mechanical properties of soils can help to reveal the internal behavior of pore water. Based on the idea of using the fractional order to reflect mechanical properties of soils, a fractional creep model is proposed by introducing a variable-order fractional operator, and realized on a series of creep responses in soft soils. A comparative analysis illustrates that the evolution of mechanical properties, shown through the simulated results, exactly corresponds to the motion of pore water and the solid skeleton. This demonstrates that the proposed variable-order fractional model can be employed to characterize the evolution of mechanical properties of and the pore water motion in soft soils during creep. It is observed that the fractional order from the proposed model is related to the dissipation rate of pore water pressure. 展开更多
关键词 variable-order fractional model fractional order soil creep evolution ofmechanical properties soft soil
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永磁同步电机模糊变阶次分数阶滑模控制研究 被引量:9
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作者 崔磊 黄家才 +1 位作者 施昕昕 赵涛 《电测与仪表》 北大核心 2017年第6期81-86,共6页
分数阶滑模控制在永磁同步电机(PMSM)中的应用得到广泛研究,但目前该类方法中分数阶次大多为常数。为了进一步提高分数阶滑模控制器的全局控制性能,提出一种新的模糊变阶次分数阶滑模控制方法。首先基于PMSM的数学模型设计了变阶次分数... 分数阶滑模控制在永磁同步电机(PMSM)中的应用得到广泛研究,但目前该类方法中分数阶次大多为常数。为了进一步提高分数阶滑模控制器的全局控制性能,提出一种新的模糊变阶次分数阶滑模控制方法。首先基于PMSM的数学模型设计了变阶次分数阶滑模速度控制器;然后通过分析不同阶次时分数阶滑模控制器的性能,获得了最优阶次的变化规律;最后构建了以速度误差为输入、阶次为输出的模糊推理规则,并设计了模糊变阶次分数阶滑模控制器。仿真结果证明所提方法在控制性能上优于常数阶次分数阶滑模控制方法。 展开更多
关键词 分数阶微积分 滑模控制 变阶次 模糊推理 永磁同步电机 速度控制
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A Hybrid ESA-CCD Method for Variable-Order Time-Fractional Diffusion Equations
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作者 Xiaoxue Lu Chunhua Zhang +1 位作者 Huiling Xue Bowen Zhong 《Journal of Applied Mathematics and Physics》 2024年第9期3053-3065,共13页
In this paper, we study the solutions for variable-order time-fractional diffusion equations. A three-point combined compact difference (CCD) method is used to discretize the spatial variables to achieve sixth-order a... In this paper, we study the solutions for variable-order time-fractional diffusion equations. A three-point combined compact difference (CCD) method is used to discretize the spatial variables to achieve sixth-order accuracy, while the exponential-sum-approximation (ESA) is used to approximate the variable-order Caputo fractional derivative in the temporal direction, and a novel spatial sixth-order hybrid ESA-CCD method is implemented successfully. Finally, the accuracy of the proposed method is verified by numerical experiments. 展开更多
关键词 variable-order Caputo Fractional Derivative Combined Compact Difference Method Exponential-Sum-Approximation
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Numerical Treatments for Crossover Cancer Model of Hybrid Variable-Order Fractional Derivatives
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作者 Nasser Sweilam Seham Al-Mekhlafi +2 位作者 Aya Ahmed Ahoud Alsheri Emad Abo-Eldahab 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第8期1619-1645,共27页
In this paper,two crossover hybrid variable-order derivatives of the cancer model are developed.Grünwald-Letnikov approximation is used to approximate the hybrid fractional and variable-order fractional operators... In this paper,two crossover hybrid variable-order derivatives of the cancer model are developed.Grünwald-Letnikov approximation is used to approximate the hybrid fractional and variable-order fractional operators.The existence,uniqueness,and stability of the proposed model are discussed.Adams Bashfourth’s fifth-step method with a hybrid variable-order fractional operator is developed to study the proposed models.Comparative studies with generalized fifth-order Runge-Kutta method are given.Numerical examples and comparative studies to verify the applicability of the used methods and to demonstrate the simplicity of these approximations are presented.We have showcased the efficiency of the proposed method and garnered robust empirical support for our theoretical findings. 展开更多
关键词 Cancer diseases hybrid variable-order fractional derivatives adams bashfourth fifth step generalized fifth order Runge-Kutta method
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Pore-pressure and stress-coupled creep behavior in deep coal:Insights from real-time NMR analysis
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作者 Wenhao Jia Hongwei Zhou +3 位作者 Senlin Xie Yimeng Wang Xinfeng Hu Lei Zhang 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第1期77-90,共14页
Understanding the variations in microscopic pore-fracture structures(MPFS) during coal creep under pore pressure and stress coupling is crucial for coal mining and effective gas treatment. In this manuscript, a triaxi... Understanding the variations in microscopic pore-fracture structures(MPFS) during coal creep under pore pressure and stress coupling is crucial for coal mining and effective gas treatment. In this manuscript, a triaxial creep test on deep coal at various pore pressures using a test system that combines in-situ mechanical loading with real-time nuclear magnetic resonance(NMR) detection was conducted.Full-scale quantitative characterization, online real-time detection, and visualization of MPFS during coal creep influenced by pore pressure and stress coupling were performed using NMR and NMR imaging(NMRI) techniques. The results revealed that seepage pores and microfractures(SPM) undergo the most significant changes during coal creep, with creep failure gradually expanding from dense primary pore fractures. Pore pressure presence promotes MPFS development primarily by inhibiting SPM compression and encouraging adsorption pores(AP) to evolve into SPM. Coal enters the accelerated creep stage earlier at lower stress levels, resulting in more pronounced creep deformation. The connection between the micro and macro values was established, demonstrating that increased porosity at different pore pressures leads to a negative exponential decay of the viscosity coefficient. The Newton dashpot in the ideal viscoplastic body and the Burgers model was improved using NMR experimental results, and a creep model that considers pore pressure and stress coupling using variable-order fractional operators was developed. The model’s reasonableness was confirmed using creep experimental data. The damagestate adjustment factors ω and β were identified through a parameter sensitivity analysis to characterize the effect of pore pressure and stress coupling on the creep damage characteristics(size and degree of difficulty) of coal. 展开更多
关键词 Real-time monitoring Pore pressure-stress coupling Microscopic pore-fracture structure variable-order fractional creep model Deep coal
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The Convergence of Euler-Maruyama Method of Nonlinear Variable-Order Fractional Stochastic Differential Equations
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作者 Shanshan Xu Lin Wang Wenqiang Wang 《Advances in Applied Mathematics and Mechanics》 SCIE 2023年第4期852-879,共28页
In this paper,we first prove the existence and uniqueness theorem of the solution of nonlinear variable-order fractional stochastic differential equations(VFSDEs).We futher constructe the Euler-Maruyama method to solv... In this paper,we first prove the existence and uniqueness theorem of the solution of nonlinear variable-order fractional stochastic differential equations(VFSDEs).We futher constructe the Euler-Maruyama method to solve the equations and prove the convergence in mean and the strong convergence of the method.In particular,when the fractional order is no longer varying,the conclusions obtained are consistent with the relevant conclusions in the existing literature.Finally,the numerical experiments at the end of the article verify the correctness of the theoretical results obtained. 展开更多
关键词 variable-order Caputo fractional derivative Stochastic differential equations Euler-Maruyama method CONVERGENCE multiplicative noise
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可变阶数多脉冲激励线性预测语音编码方法 被引量:2
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作者 蒋保臣 《山东大学学报(工学版)》 CAS 2004年第4期1-3,共3页
多脉冲激励线性预测编码 (MPLPC)方法中 ,合成滤波器的阶数是固定的 .而对于某些语音帧 ,可以用较小的阶数得到相同质量的合成语音 .为了进一步压缩比特率 ,我们研究了可变阶数合成滤波器的语音编码方法 ,即根据当前语音帧的性质决定相... 多脉冲激励线性预测编码 (MPLPC)方法中 ,合成滤波器的阶数是固定的 .而对于某些语音帧 ,可以用较小的阶数得到相同质量的合成语音 .为了进一步压缩比特率 ,我们研究了可变阶数合成滤波器的语音编码方法 ,即根据当前语音帧的性质决定相应合成滤波器的阶数 .首先用MATLAB(MATrixLABoratory)对此方法进行了仿真 ,然后对重构语音的质量进行了讨论 ,实验证明可以用较低的比特率得到几乎相同质量的语音 . 展开更多
关键词 可变阶数 语音编码 多脉冲激励
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Multiple Solutions for a Class of Variable-Order Fractional Laplacian Equations with Concave-Convex Nonlinearity
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作者 Canlin Gan Ting Xiao Qiongfen Zhang 《Journal of Applied Mathematics and Physics》 2022年第3期837-849,共13页
This paper is concerned with the following variable-order fractional Laplacian equations , where N ≥ 1 and N > 2s(x,y) for (x,y) ∈ Ω × Ω, Ω is a bounded domain in R<sup>N</sup>, s(&#8901;)... This paper is concerned with the following variable-order fractional Laplacian equations , where N ≥ 1 and N > 2s(x,y) for (x,y) ∈ Ω × Ω, Ω is a bounded domain in R<sup>N</sup>, s(&#8901;) ∈ C (R<sup>N</sup> × R<sup>N</sup>, (0,1)), (-Δ)<sup>s(&#8901;)</sup> is the variable-order fractional Laplacian operator, λ, μ > 0 are two parameters, V: Ω → [0, ∞) is a continuous function, f ∈ C(Ω × R) and q ∈ C(Ω). Under some suitable conditions on f, we obtain two solutions for this problem by employing the mountain pass theorem and Ekeland’s variational principle. Our result generalizes the related ones in the literature. 展开更多
关键词 Concave-Convex Nonlinearity variable-order Fractional Laplacian Variational Methods Fractional Elliptic Equation
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ANALYSIS OF A MULTI-TERM VARIABLE-ORDER TIME-FRACTIONAL DIFFUSION EQUATION AND ITS GALERKIN FINITE ELEMENT APPROXIMATION
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作者 Huan Liu Xiangcheng Zheng Hongfei Fu 《Journal of Computational Mathematics》 SCIE CSCD 2022年第5期814-834,共21页
In this paper,we study the well-posedness and solution regularity of a multi-term variable-order time-fractional diffusion equation,and then develop an optimal Galerkin finite element scheme without any regularity ass... In this paper,we study the well-posedness and solution regularity of a multi-term variable-order time-fractional diffusion equation,and then develop an optimal Galerkin finite element scheme without any regularity assumption on its true solution.We show that the solution regularity of the considered problem can be affected by the maximum value of variable-order at initial time t=0.More precisely,we prove that the solution to the multi-term variable-order time-fractional diffusion equation belongs to C 2([0,T])in time provided that the maximum value has an integer limit near the initial time and the data has sufficient smoothness,otherwise the solution exhibits the same singular behavior like its constant-order counterpart.Based on these regularity results,we prove optimalorder convergence rate of the Galerkin finite element scheme.Furthermore,we develop an efficient parallel-in-time algorithm to reduce the computational costs of the evaluation of multi-term variable-order fractional derivatives.Numerical experiments are put forward to verify the theoretical findings and to demonstrate the efficiency of the proposed scheme. 展开更多
关键词 variable-order Multi-term time-fractional diffusion equation Solution regularity Galerkin finite element Parareal method.
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Fast Second-Order Evaluation for Variable-Order Caputo Fractional Derivative with Applications to Fractional Sub-Diffusion Equations
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作者 Jia-Li Zhang Zhi-Wei Fang Hai-Wei Sun 《Numerical Mathematics(Theory,Methods and Applications)》 SCIE CSCD 2022年第1期200-226,共27页
In this paper,we propose a fast second-order approximation to the variable-order(VO)Caputo fractional derivative,which is developed based on L2-1σformula and the exponential-sum-approximation technique.The fast evalu... In this paper,we propose a fast second-order approximation to the variable-order(VO)Caputo fractional derivative,which is developed based on L2-1σformula and the exponential-sum-approximation technique.The fast evaluation method can achieve the second-order accuracy and further reduce the computational cost and the acting memory for the VO Caputo fractional derivative.This fast algorithm is applied to construct a relevant fast temporal second-order and spatial fourth-order scheme(F L2-1σscheme)for the multi-dimensional VO time-fractional sub-diffusion equations.Theoretically,F L2-1σscheme is proved to fulfill the similar properties of the coefficients as those of the well-studied L2-1σscheme.Therefore,F L2-1σscheme is strictly proved to be unconditionally stable and convergent.A sharp decrease in the computational cost and the acting memory is shown in the numerical examples to demonstrate the efficiency of the proposed method. 展开更多
关键词 variable-order Caputo fractional derivative exponential-sum-approximation method fast algorithm time-fractional sub-diffusion equation stability and convergence
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可变阶数语音编码模型的频域技术
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作者 蒋保臣 郑亚民 《信息技术》 2006年第1期18-20,共3页
为了进一步压缩比特率,在线性预测(LP)语音编码中使用了可变阶数方法。即根据当前语音帧的性质决定相应LP滤波器的阶数。但是,如果预测阶数太小,由于语音频谱的动态范围大,可能使LP分析不能够正确地匹配较高的共振峰。讨论了一个用于语... 为了进一步压缩比特率,在线性预测(LP)语音编码中使用了可变阶数方法。即根据当前语音帧的性质决定相应LP滤波器的阶数。但是,如果预测阶数太小,由于语音频谱的动态范围大,可能使LP分析不能够正确地匹配较高的共振峰。讨论了一个用于语音编码的频域技术,用以在浊音语音共振峰模型方面改善低阶数线性预测(LP)的性能。 展开更多
关键词 可变阶数 语音编码 频域处理方法
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Fractional Buffer Layers:Absorbing Boundary Conditions for Wave Propagation
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作者 Min Cai Ehsan Kharazmi +1 位作者 Changpin Li George Em Karniadakis 《Communications in Computational Physics》 SCIE 2022年第2期331-369,共39页
We develop fractional buffer layers(FBLs)to absorb propagating waves without reflection in bounded domains.Our formulation is based on variable-order spatial fractional derivatives.We select a proper variable-order fu... We develop fractional buffer layers(FBLs)to absorb propagating waves without reflection in bounded domains.Our formulation is based on variable-order spatial fractional derivatives.We select a proper variable-order function so that dissipation is induced to absorb the coming waves in the buffer layers attached to the domain.In particular,we first design proper FBLs for the one-dimensional one-way and two-waywave propagation.Then,we extend our formulation to two-dimensional problems,wherewe introduce a consistent variable-order fractionalwave equation.In each case,we obtain the fully discretized equations by employing a spectral collocation method in space and Crank-Nicolson or Adams-Bashforth method in time.We compare our results with a finely tuned perfectly matched layer(PML)method and show that the proposed FBL is able to suppress reflected waves including corner reflections in a two-dimensional rectangular domain.We also demonstrate that our formulation is more robust and uses less number of equations. 展开更多
关键词 variable-order fractional derivatives FBL wave equation
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二维变空间分数阶扩散方程微分阶数的数值反演
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作者 刘迪 《滨州学院学报》 2017年第2期45-51,共7页
探讨二维变空间分数阶扩散方程,应用改进了的Grunwald-Letnikov分数阶导数定义对方程进行离散,建立了隐式差分格式,并给出数值算例。进一步讨论由最终时刻观测数据确定微分阶数的反问题,并应用同伦正则化算法进行数值反演模拟。
关键词 变分数阶 差分格式 同伦正则化算法 反问题
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Error Estimate of a Fully Discrete Local Discontinuous Galerkin Method for Variable-Order Time-Fractional Diffusion Equations
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作者 Leilei Wei Shuying Zhai Xindong Zhang 《Communications on Applied Mathematics and Computation》 2021年第3期429-443,共15页
The aim of this paper is to develop a fully discrete local discontinuous Galerkin method to solve a class of variable-order fractional diffusion problems.The scheme is discretized by a weighted-shifted Grünwald f... The aim of this paper is to develop a fully discrete local discontinuous Galerkin method to solve a class of variable-order fractional diffusion problems.The scheme is discretized by a weighted-shifted Grünwald formula in the temporal discretization and a local discontinuous Galerkin method in the spatial direction.The stability and the L^(2)-convergence of the scheme are proved for all variable-orderα(t)∈(0,1).The proposed method is of accuracy-order O(τ^(3)+h^(k+1)),whereτ,h,and k are the temporal step size,the spatial step size,and the degree of piecewise P^(k)polynomials,respectively.Some numerical tests are provided to illustrate the accuracy and the capability of the scheme. 展开更多
关键词 variable-order derivative Discontinuous Galerkin method STABILITY Error estimates
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基于变阶分数阶导数的岩石蠕变模型 被引量:32
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作者 苏腾 周宏伟 +3 位作者 赵家巍 车俊 孙晓彤 王雷 《岩石力学与工程学报》 EI CAS CSCD 北大核心 2019年第7期1355-1363,共9页
蠕变模型是描述岩石流变行为的主要形式。建立一个参数少、模拟性能好的岩石蠕变模型是岩石蠕变研究的一个重要方向。为此,从分数阶蠕变元件的物理意义出发,将材料的蠕变过程划分为弹性、弹性、黏塑性3个阶段,并通过引入变阶分数阶导数... 蠕变模型是描述岩石流变行为的主要形式。建立一个参数少、模拟性能好的岩石蠕变模型是岩石蠕变研究的一个重要方向。为此,从分数阶蠕变元件的物理意义出发,将材料的蠕变过程划分为弹性、弹性、黏塑性3个阶段,并通过引入变阶分数阶导数来描述这3个阶段。然而当载荷应力超过屈服应力时,岩石中微观裂纹会萌生、扩展和演化,导致蠕变损伤的积累并在黏塑性蠕变后期引起加速蠕变的发生。因此,考虑到损伤演化对岩石蠕变的影响,在加速蠕变阶段引入损伤系数来描述这一阶段应变的非线性增长。基于以上分析,在Scott-Blair分数阶元件和变系数分数阶元件的基础上,提出一种变阶分数阶非线性黏弹塑性蠕变模型,并将模型拓展到三维情形。平顶山深部煤体三轴蠕变实验的分段拟合结果表明,基于变阶分数阶导数的蠕变模型与实验数据吻合较好。这也验证了将分数阶导数的变阶看作是一个阶跃函数是合理的、可靠的。此外,通过进一步的参数拟合,在现有实验结果的基础上确定模型中的参数。结果表明,所提出的理论模型能较好地描述材料的蠕变特性,与实验数据吻合较好。 展开更多
关键词 岩石力学 蠕变模型 变阶数分数阶导数 损伤演化 深部煤体
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基于AIC准则的锂离子电池变阶RC等效电路模型研究 被引量:22
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作者 商云龙 张奇 +1 位作者 崔纳新 张承慧 《电工技术学报》 EI CSCD 北大核心 2015年第17期55-62,共8页
提出一种变阶RC等效电路模型,并基于赤池信息量准则(AIC)辨识不同SOC处RC模型的最优阶数,兼顾了模型的准确度和实用性。通过脉冲充放电、恒流充放电以及自定义UDDS循环工况实验验证了该模型的有效性。变阶RC模型通过略增加模型的复杂度... 提出一种变阶RC等效电路模型,并基于赤池信息量准则(AIC)辨识不同SOC处RC模型的最优阶数,兼顾了模型的准确度和实用性。通过脉冲充放电、恒流充放电以及自定义UDDS循环工况实验验证了该模型的有效性。变阶RC模型通过略增加模型的复杂度,能更加准确地描述锂离子电池两端陡、中间平的非线性电压特性,相对误差在1%以内,具有较高的实用价值。 展开更多
关键词 电动汽车 动力电池 电池管理系统 变阶RC模型 赤池信息量准则(AIC)
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计及信息畸变影响的电网故障诊断分级优化方法 被引量:21
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作者 梅念 石东源 +1 位作者 李银红 段献忠 《电工技术学报》 EI CSCD 北大核心 2009年第9期178-185,190,共9页
基于优化算法的电网故障诊断方法可归纳为相似性诊断方法和覆盖性诊断方法。在故障信息发生畸变时,两类方法分别存在漏诊断和误诊断的问题。为了提高电网故障诊断的准确性,结合两类诊断方法的特点提出了电网故障诊断的分级优化方法。该... 基于优化算法的电网故障诊断方法可归纳为相似性诊断方法和覆盖性诊断方法。在故障信息发生畸变时,两类方法分别存在漏诊断和误诊断的问题。为了提高电网故障诊断的准确性,结合两类诊断方法的特点提出了电网故障诊断的分级优化方法。该方法依次进行所有警报信息的相似性诊断,保护信息的相似性诊断,以及覆盖性诊断,通过分级诊断分离出故障发生可能性不同的几类可疑故障元件。算例测试表明该方法避免了传统优化方法的弊端,可在警报信息发生畸变且存在多次保护和断路器不正确动作的情况下对多重故障进行准确地诊断。针对已有方法中特征警报状态矢量造成寻优计算量大的问题,提出了构造自适应特征警报状态矢量的方法;并基于故障后的停电区域研究了限定及建立诊断模型中各类变量的简单方案;通过采用这些方法提高了诊断过程的快速性。 展开更多
关键词 电网故障诊断 优化模型 信息畸变 可变时序图 停电区域
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基于等效黏弹性的变阶分数阶岩石损伤蠕变模型 被引量:15
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作者 李德建 刘校麟 韩超 《岩土力学》 EI CAS CSCD 北大核心 2020年第12期3831-3839,共9页
基于分数阶Zener模型与时变黏性Zener模型之间的等效黏弹性,突出弛豫时间在岩石流变黏弹性演变过程中的重要性。当弛豫时间趋近于无穷大,蠕变过程中的黏性演变等同于松弛过程中的黏性演变,并且建立了与弛豫时间相关的损伤因子,解释了损... 基于分数阶Zener模型与时变黏性Zener模型之间的等效黏弹性,突出弛豫时间在岩石流变黏弹性演变过程中的重要性。当弛豫时间趋近于无穷大,蠕变过程中的黏性演变等同于松弛过程中的黏性演变,并且建立了与弛豫时间相关的损伤因子,解释了损伤因子在岩石流变变形过程的物理意义。利用弛豫时间建立分数阶变阶函数,依此构造变阶分数阶损伤蠕变模型,并且将模型推广到三向应力状态,给出三向应力状态下变阶分数阶损伤蠕变模型。最后基于砂岩的三轴蠕变试验数据,验证了三轴状态下变阶分数阶损伤蠕变模型的可应用性和合理性,试验数据与模型拟合曲线吻合度较高,可以较好地描述蠕变全过程力学行为。模型拟合参数的有效性得到分析和验证,增加了模型在其他复杂应力环境下的可应用性。 展开更多
关键词 岩石流变 等效黏弹性 弛豫时间 损伤演变 变阶分数阶损伤蠕变模型
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基于变阶遗传算法的舰船电力系统结构性能双层优化 被引量:9
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作者 梅丹 王公宝 +2 位作者 叶志浩 沈静 冯杭 《中国电机工程学报》 EI CSCD 北大核心 2018年第19期5763-5771,共9页
舰船电力系统结构性能的提升可以通过改善电力系统的网络拓扑结构和提高网络拓扑组成设备可靠性的方式来实现。该文在考虑舰船资源约束和结构限制的前提下,建立舰船电力系统结构性能多目标、多约束双层优化模型。基于系统变阶的思想,将... 舰船电力系统结构性能的提升可以通过改善电力系统的网络拓扑结构和提高网络拓扑组成设备可靠性的方式来实现。该文在考虑舰船资源约束和结构限制的前提下,建立舰船电力系统结构性能多目标、多约束双层优化模型。基于系统变阶的思想,将双层迭代遗传算法和边际优化方法相结合,提出一种改进的遗传算法用于双层优化模型的求解。以某环形舰船电力系统为例进行模型验证,从网络结构优化和配置合理数量备件两方面给出适用于舰船电力系统的结构性能优化策略,可为提高舰船电力系统的安全性和设计工作的科学性提供理论依据。 展开更多
关键词 舰船电力系统 结构性能双层优化 变阶遗传算法 边际优化
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基于信息量准则的锂离子电池变阶RC等效电路模型建模及优化方法 被引量:9
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作者 夏飞 袁博 +1 位作者 彭道刚 张浩 《中国电机工程学报》 EI CSCD 北大核心 2018年第21期6441-6451,共11页
针对三阶RC等效电路模型过拟合和模型复杂度较高的问题,提出了一种将信息量准则和粒子群优化相结合的方法,对锂离子电池模型进行精准切换,在保证模型拟合度、精确度的同时,降低了模型的复杂度,提高了模型的容错率。该文利用小电流充放... 针对三阶RC等效电路模型过拟合和模型复杂度较高的问题,提出了一种将信息量准则和粒子群优化相结合的方法,对锂离子电池模型进行精准切换,在保证模型拟合度、精确度的同时,降低了模型的复杂度,提高了模型的容错率。该文利用小电流充放电法获取开路电压,对等效电路模型参数进行了辨识;运用AIC和BIC准则,以剩余平方和作为模型评价指标确定模型切换方法,以最佳拟合度和最小偏差为目标函数,利用粒子群优化(particle swarm optimization,PSO)算法搜索最优模型。寻优后的模型具有较高的准确性和实用性。经恒流充放电和拟工况实验以及仿真表明,基于PSO-IC变阶RC等效电路模型误差在0.65%以内。 展开更多
关键词 锂离子电池 变阶RC模型 信息量准则 粒子群优化
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