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Despite some empirical successes for solving nonlinear evolution equations using deep learning,there are several unresolved issues.First,it could not uncover the dynamical behaviors of some equations where highly nonlinear source terms are included very well.Second,the gradient exploding and vanishing problems often occur for the traditional feedforward neural networks.In this paper,we propose a new architecture that combines the deep residual neural network with some underlying physical laws.Using the sine-Gordon equation as an example,we show that the numerical result is in good agreement with the exact soliton solution.In addition,a lot of numerical experiments show that the model is robust under small perturbations to a certain extent. 相似文献
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In this work, we studied the magnetic properties of a regularly tetrahedral molecule made of four spin-½, interconnected by exchange. For this purpose, we used the Heisenberg model and performed an exact resolution. In the case of a ferromagnetic coupling among the spins, the system orders itself under a magnetic field without displaying any net spontaneous magnetization. It behaves as a high spin-2 unique magnet.Under antiferromagnetic exchange, some exotic behaviour has been revealed due to the frustration governing the spin edifice. Thus, the magnetization is quantized into plateaus, which are separated by quantum phase transitions. In particular, we have argued the possibility of a quantum spin liquid (QSL) state that can occur at low temperature.This contribution intends mainly to bring single-molecular magnets to the front line of innovative nanoscale applications. 相似文献
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Analysis of the rogue waves in the blood based on the high-order NLS equations with variable coefficients 下载免费PDF全文
The research of rogue waves is an advanced field which has important practical and theoretical significances in mathematics, physics, biological fluid mechanics, oceanography, etc. Using the reductive perturbation theory and long wave approximation, the equations governing the movement of blood vessel walls and the flow of blood are transformed into high-order nonlinear Schrödinger (NLS) equations with variable coefficients. The third-order nonlinear Schrödinger equation is degenerated into a completely integrable Sasa-Satsuma equation (SSE) whose solutions can be used to approximately simulate the real rogue waves in the vessels. For the first time, we discuss the conditions for generating rogue waves in the blood vessels and effects of some physiological parameters on the rogue waves. Based on the traveling wave solutions of the fourth-order nonlinear Schrödinger equation, we analyze the effects of the higher order terms and the initial deformations of the blood vessel on the wave propagation and the displacement of the tube wall. Our results reveal that the amplitude of the rogue waves are proportional to the initial stretching ratio of the tube. The high-order nonlinear and dispersion terms lead to the distortion of the wave, while the initial deformation of the tube wall will influence the wave amplitude and wave steepness. 相似文献
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Meccanica - The multi-link press mechanism is developing in the direction of high speed and high precision. However, the non-uniform wear of joint clearance seriously affects the output motion... 相似文献
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Guo Mei Yang Ran Zhang Meng Liu Renyuan Zhu Yongliang Dou Gang 《Nonlinear dynamics》2021,105(1):877-886
Nonlinear Dynamics - In this paper, a novel memcapacitor is designed by the SBT ( $$\hbox {Sr}_{0.95}\hbox {Ba}_{0.05}\hbox {TiO}_{{3}}$$ ) memristor and two capacitors. A fifth-order memcapacitor... 相似文献
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Nonlinear Dynamics - Contact and friction phenomena in clearance joint adversely affect mechanical performance and may even result in chaos within the mechanism. Analysis of nonlinear... 相似文献
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潮滩沉积物水分的分布在空间和时间上会有很大的变化,含水量的变化会导致沉积物中生源要素含量的变化。因此,实时、准确、快速的监测潮滩沉积物含水量,对了解潮滩的各种特性,掌握潮滩生源要素信息,潮滩资源的开发有着重要意义。采集青岛市东大洋村潮间带的沉积物115份,分别测定新鲜样品、风干4周、风干8周样品的可见近红外光谱和含水量。以db10小波基和sym6小波基对原始光谱进行小波变换,采用偏最小二乘回归建立潮滩沉积物含水量模型。通过10阶小波变换获取原始光谱的低频信息An和高频信息Dn(n=1, 2, …,10),通过原始光谱S分别与高频信息Dn做差值,得到S-Dn,对An,Dn和S-Dn建立潮滩沉积物含水量模型,并对模型结果进行分析。原始光谱建立模型的R2p为0.841,RMSEP为2.767,RPD值为2.481。通过对db10小波基变换后的低频和高频信息分析,无用信息主要集中在D3和D4,去除D3和D4建立的含水量模型,相比于原始光谱模型精度有明显提高,R2p为0.878,RMSEP为2.501,RPD值为2.749;通过sym6小波基变换后进行分析,无用信息主要集中在D5和D9,去除D5和D9建立含水量模型与原始光谱模型相比,精度也有一定提高,R2p为0.87,RMSEP为2.475,RPD值为2.768。因此通过小波变换对原始光谱划分低频信息和高频信息进行分析,能够有效找到潮滩沉积物含水量的干扰信息,实现特征信息提取,从而建立准确度更高的潮滩沉积物含水量模型,为潮滩沉积物含水量实时、动态监测提供理论基础。 相似文献
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Ferrofluids have many applications in mechanical and electrical engineering. In this paper, characteristics of ferrofluid over a shrinking sheet with effective thermal conductivity model are studied by the homotopy perturbation method (HPM) and Akbari-Ganji's method (AGM). Also, the Finite Element Method (FEM) has been applied for numerical solution. The governing equations formulated by the Tiwari-Das model. It is supposed that base fluid and nanoparticles are water and Fe3O4respectively. Effect of related parameters of micro-rotation velocity and dimensionless velocity have taken for suction and injection of mass transfer parameter. Results show that the magnetic and boundary parameters, in contrast to the micro-rotation parameter, have the same impact on velocity. Moreover, a comparison has been made between the results of this study with other researchers shows the impressive accuracy and efficiency of these methods. 相似文献