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RBMDO Using Gaussian Mixture Model-Based Second-Order Mean-Value Saddlepoint Approximation 被引量:9
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作者 Debiao Meng Shiyuan Yang +3 位作者 Tao Lin Jiapeng Wang Hengfei Yang Zhiyuan Lv 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第8期553-568,共16页
Actual engineering systems will be inevitably affected by uncertain factors.Thus,the Reliability-Based Multidisciplinary Design Optimization(RBMDO)has become a hotspot for recent research and application in complex en... Actual engineering systems will be inevitably affected by uncertain factors.Thus,the Reliability-Based Multidisciplinary Design Optimization(RBMDO)has become a hotspot for recent research and application in complex engineering system design.The Second-Order/First-Order Mean-Value Saddlepoint Approximate(SOMVSA/-FOMVSA)are two popular reliability analysis strategies that are widely used in RBMDO.However,the SOMVSA method can only be used efficiently when the distribution of input variables is Gaussian distribution,which significantly limits its application.In this study,the Gaussian Mixture Model-based Second-Order Mean-Value Saddlepoint Approximation(GMM-SOMVSA)is introduced to tackle above problem.It is integrated with the Collaborative Optimization(CO)method to solve RBMDO problems.Furthermore,the formula and procedure of RBMDO using GMM-SOMVSA-Based CO(GMM-SOMVSA-CO)are proposed.Finally,an engineering example is given to show the application of the GMM-SOMVSA-CO method. 展开更多
关键词 Uncertain factors reliability-based multidisciplinary design optimization saddlepoint approximate gaussian mixture model collaborative optimization
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A phase-space formulation and Gaussian approximation of the filtering equations for nonlinear quantum stochastic systems 被引量:1
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作者 Igor G. VLADIMIROV 《Control Theory and Technology》 EI CSCD 2017年第3期177-192,共16页
This paper is concerned with a filtering problem for a class of nonlinear quantum stochastic systems with multichannel nondemolition measurements. The system-observation dynamics are governed by a Markovian Hudson-Par... This paper is concerned with a filtering problem for a class of nonlinear quantum stochastic systems with multichannel nondemolition measurements. The system-observation dynamics are governed by a Markovian Hudson-Parthasarathy quantum stochastic differential equation driven by quantum Wiener processes of bosonic fields in vacuum state. The Hamiltonian and system-field coupling operators, as functions of the system variables, are assumed to be represented in a Weyl quantization form. Using the Wigner-Moyal phase-space framework, we obtain a stochastic integro-differential equation for the posterior quasi-characteristic function (QCF) of the system conditioned on the measurements. This equation is a spatial Fourier domain representation of the Belavkin-Kushner-Stratonovich stochastic master equation driven by the innovation process associated with the measurements. We discuss a specific form of the posterior QCF dynamics in the case of linear system-field coupling and outline a Gaussian approximation of the posterior quantum state. 展开更多
关键词 Quantum stochastic system quantum filtering equation gaussian approximation
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A fast space-time-domain Gaussian beam migration approach using the dominant frequency approximation 被引量:1
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作者 Dong-Lin Zhang Jian-Ping Huang +3 位作者 Ji-Dong Yang Zhen-Chun Li Su-Bin Zhuang Qing-Yang Li 《Petroleum Science》 SCIE CAS CSCD 2022年第4期1555-1565,共11页
The Gaussian beam migration(GBM) is a steady imaging approach, which has high accuracy and efficiency. Its implementation mainly includes the traditional frequency domain and the recent popular space-time domain. Firs... The Gaussian beam migration(GBM) is a steady imaging approach, which has high accuracy and efficiency. Its implementation mainly includes the traditional frequency domain and the recent popular space-time domain. Firstly, we use the upward ray tracing strategy to get the backward wavefields. Then,we use the dominant frequency of the seismic data to simplify the imaginary traveltime calculation of the wavefields, which can cut down the Fourier transform number compared with the traditional GBM in the space-time domain. In addition, we choose an optimized parameter for the take-off angle increment of the up-going and down-going rays. These optimizations help us get an efficient space-time-domain acoustic GBM approach. Typical four examples show that the proposed method can significantly improve the computational efficiency up to one or even two orders of magnitude in different models with different model parameters and produce good imaging results with comparable accuracy and resolution with the traditional GBM in the space-time domain. 展开更多
关键词 gaussian beam Space-time-domain FAST Dominant frequency approximation
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Mode-field half-widths of Gaussian approximation for the fundamental mode of two kinds of optical waveguides
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作者 李连煌 郭福源 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第6期2398-2403,共6页
This paper analyzes the characteristic of matching efficiency between the fundamental mode of two kinds of optical waveguides and its Gaussian approximate field.Then, it presents a new method where the mode-field half... This paper analyzes the characteristic of matching efficiency between the fundamental mode of two kinds of optical waveguides and its Gaussian approximate field.Then, it presents a new method where the mode-field half-width of Caussian approximation for the fundamental mode should be defined according to the maximal matching efficiency method. The relationship between the mode-field half-width of the Gaussian approximate field obtained from the maximal matching efficiency and normalized frequency is studied; furthermore, two formulas of mode-field half-widths as a function of normalized frequency are proposed. 展开更多
关键词 mode-field half-width gaussian approximation normalized frequency optical waveguide
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Theoretical analysis of pilotless frame synchronization for LDPC code using Gaussian approximation
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作者 薛文 Ban Tian +3 位作者 Wang Jianxin Lu Jinhui Yu Hai Shu Feng 《High Technology Letters》 EI CAS 2018年第1期27-35,共9页
The pilotless frame synchronization approach and implementations of LDPC code are the crucial issue of LDPC decoder. The Maximum-A-Posteriori probability( MAP) decoder has a perfect frame synchronization error rate( F... The pilotless frame synchronization approach and implementations of LDPC code are the crucial issue of LDPC decoder. The Maximum-A-Posteriori probability( MAP) decoder has a perfect frame synchronization error rate( FSER) performance. In this paper,a theoretical derivation of the FSER performance of pilotless frame synchronization for LDPC code is presented. The FSER performance by theoretical analysis coincides well with that by simulation in additive white Gaussian channel and Rician fading channel. So it is estimated the FSER performance of an LDPC code by theoretical analysis can be used instead of the simulations which are much more time-consuming. 展开更多
关键词 pilotless SYNCHRONIZATION LDPC code gaussian approximation RICIAN fadingchannel constraint NODE frame SYNCHRONIZATION error rate (FSER)
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Analysis on Far-Field of Slab Waveguide and Its Gaussian Approximation
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作者 李连煌 郭福源 +2 位作者 彭玉家 唐晓姗 高瑞 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第2期347-350,共4页
This paper researches end diffraction of slab waveguide and then matching efficiency between the far-field and its Gaussian approximate field is analyzed leads to a new definition of divergence half-angle. Finally, wh... This paper researches end diffraction of slab waveguide and then matching efficiency between the far-field and its Gaussian approximate field is analyzed leads to a new definition of divergence half-angle. Finally, why the far-field can be approximated by a Gaussian function is presented according to characteristic of beam propagation factor. 展开更多
关键词 guided-wave optics DIFFRACTION divergence half-angle gaussian approximation
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利用Gaussian核对多元函数的近似逼近及其误差估计 被引量:3
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作者 徐艳艳 陈广贵 雷文慧 《四川师范大学学报(自然科学版)》 CAS CSCD 北大核心 2009年第5期581-587,共7页
V.Maz’ya首次提出了近似逼近法,其主要是研究定义在全空间上的光滑函数的逼近情况,但它不能有效的处理积分和拟微分算子的高阶求积公式问题及利用更有效的数值和半数值方法解决数学物理的边界等问题.F.M櫣ller和W.Varnhorn给出了一维... V.Maz’ya首次提出了近似逼近法,其主要是研究定义在全空间上的光滑函数的逼近情况,但它不能有效的处理积分和拟微分算子的高阶求积公式问题及利用更有效的数值和半数值方法解决数学物理的边界等问题.F.M櫣ller和W.Varnhorn给出了一维紧区间上函数的近似逼近方法,而且还可以控制近似逼近的截断误差.根据上述思想,采用近似逼近法,利用Gaussian核对二维紧空间上光滑函数进行逼近,并考察由这种近似逼近法所产生的误差情况. 展开更多
关键词 gaussian 近似逼近数 全误差 TAYLOR公式
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基于Gaussian型RBF神经网络的一元函数逼近性能研究 被引量:3
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作者 丁硕 常晓恒 巫庆辉 《渤海大学学报(自然科学版)》 CAS 2013年第3期300-304,共5页
为了研究Gaussian型RBF神经网络对于一元非线性函数的逼近能力,编程建立了Gaussian型RBF神经网络和BP神经网络,并以正弦函数、指数函数、阶跃函数三种典型的一元非线性函数为例,分别用两种神经网络对其进行逼近.仿真结果表明,相对于传... 为了研究Gaussian型RBF神经网络对于一元非线性函数的逼近能力,编程建立了Gaussian型RBF神经网络和BP神经网络,并以正弦函数、指数函数、阶跃函数三种典型的一元非线性函数为例,分别用两种神经网络对其进行逼近.仿真结果表明,相对于传统BP神经网络而言,Gaussian型RBF神经网络对于一元非线性函数的逼近精度更高、收敛速度更快,具有良好的逼近能力,为解决一元非线性函数的逼近问题提供了良好的解决手段. 展开更多
关键词 gaussian函数 RBF神经网络 BP神经网络 函数逼近 仿真
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利用Gaussian型RBF网络进行函数逼近的构造性估计 被引量:2
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作者 熊仲宇 丁运亮 许志兴 《南京航空航天大学学报》 EI CAS CSCD 北大核心 2001年第3期217-220,共4页
前馈人工神经网络有着极其广泛的应用 ,如何估计隐层神经元数及相应的逼近误差 ,一直是确定前馈网络结构的难点和关键。 RBF网络是一种最重要的前馈神经网络 ,本文给出了利用 Gaussian型 RBF网络逼近连续函数或 Lebesgue-可积函数时的... 前馈人工神经网络有着极其广泛的应用 ,如何估计隐层神经元数及相应的逼近误差 ,一直是确定前馈网络结构的难点和关键。 RBF网络是一种最重要的前馈神经网络 ,本文给出了利用 Gaussian型 RBF网络逼近连续函数或 Lebesgue-可积函数时的构造性的隐层单元数显式估算式及相应的显式逼近误差估算式。文中的结论也易于推广到离散样本的情形。这些结论对于提高 Guassian型 RBF在实际应用时的计算精度和减少计算量具有一定的指导意义。 展开更多
关键词 人工神经网络 RDF网络 函数逼近 构造性估计
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Gaussian型RBF神经网络的函数逼近仿真研究 被引量:6
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作者 丁硕 常晓恒 《河南科学》 2013年第9期1383-1386,共4页
为了研究Gaussian型RBF神经网络的逼近能力,首先介绍了Gaussian型RBF神经网络的结构和算法,然后在MATLAB7.0环境下,编程建立了Gaussian型RBF神经网络和BP神经网络,并以具体的非线性函数为例,分别用两种神经网络对其进行逼近.仿真结果表... 为了研究Gaussian型RBF神经网络的逼近能力,首先介绍了Gaussian型RBF神经网络的结构和算法,然后在MATLAB7.0环境下,编程建立了Gaussian型RBF神经网络和BP神经网络,并以具体的非线性函数为例,分别用两种神经网络对其进行逼近.仿真结果表明,相对于传统BP神经网络而言,Gaussian型RBF神经网络对于非线性函数的逼近精度更高、收敛速度更快,具有良好的逼近能力,为解决非线性函数的逼近问题提供了良好的解决手段. 展开更多
关键词 gaussian函数 RBF神经网络 BP神经网络 函数逼近 仿真
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基于Plane-Gaussian神经网络的网络流状态监测
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作者 杨绪兵 冯哲 +1 位作者 顾一凡 薛晖 《计算机应用》 CSCD 北大核心 2017年第3期782-785,816,共5页
针对复杂网络环境下网络流监测(分类)问题,为实现多个类别直接分类以及提高学习方法的训练速度,提出了一种随机的人工神经网络学习方法。该方法借鉴平面高斯(PG)神经网络模型,引入随机投影思想,通过计算矩阵伪逆的方法解析获得网络连接... 针对复杂网络环境下网络流监测(分类)问题,为实现多个类别直接分类以及提高学习方法的训练速度,提出了一种随机的人工神经网络学习方法。该方法借鉴平面高斯(PG)神经网络模型,引入随机投影思想,通过计算矩阵伪逆的方法解析获得网络连接矩阵,理论上可证明该网络具有全局逼近能力。在人工数据和标准网络流监测数据上进行了实验仿真,与同样采用随机方法的极限学习机(ELM)和PG网络相比,分析与实验结果表明:1)由于继承了PG网络的几何特性,对平面型分布数据更为有效;2)采用了随机方法,训练速度与ELM相当,但比PG网络快得多;3)三种方法中,该方法更有利于解决网络流监测问题。 展开更多
关键词 Plane-gaussian人工神经网络 极限学习机 随机投影 全局逼近 分类精度
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An Approximate Analytical Propagation Formula for Gaussian Beams through a Cat-Eye Optical Lens under Large Incidence Angle Condition 被引量:12
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作者 ZHAO Yan-Zhong SUN Hua-Yan ZHENG Yong-Hui 《Chinese Physics Letters》 SCIE CAS CSCD 2011年第7期114-117,共4页
Based on the generalized diffraction integral formula and the idea that the angle misalignment of the cat-eye optical lens can be transformed into the displacement misalignment,an approximate analytical propagation fo... Based on the generalized diffraction integral formula and the idea that the angle misalignment of the cat-eye optical lens can be transformed into the displacement misalignment,an approximate analytical propagation formula for Gaussian beams through a cat-eye optical lens under large incidence angle condition is derived.Numerical results show that the diffraction effect of the apertures of the cat-eye optical lens becomes stronger along with the increase in incidence angle.The results are also compared with those from using an angular spectrum diffraction integral and experiment to illustrate the applicability and validity of our theoretical formula.It is shown that the approximate extent is good enough for the application of a cat-eye optical lens with a radius of 20 mm and a propagation distance of 100 m,and the approximate extent becomes better along with the increase in the radius of the cat-eye optical lens and the propagation distance. 展开更多
关键词 APPROXIMATE RADIUS gaussian
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ON THE NECESSARY AND SUFFICIENT CONDITIONS TO SOLVE A HEAT EQUATION WITH GENERAL ADDITIVE GAUSSIAN NOISE 被引量:2
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作者 Yaozhong HU Yanghui LIU 《Acta Mathematica Scientia》 SCIE CSCD 2019年第3期669-690,共22页
In this note, we consider stochastic heat equation with general additive Gaussian noise. Our aim is to derive some necessary and sufficient conditions on the Gaussian noise in order to solve the corresponding heat equ... In this note, we consider stochastic heat equation with general additive Gaussian noise. Our aim is to derive some necessary and sufficient conditions on the Gaussian noise in order to solve the corresponding heat equation. We investigate this problem invoking two differen t met hods, respectively, based on variance compu tations and on pat h-wise considerations in Besov spaces. We are going to see that, as anticipated, both approaches lead to the same necessary and sufficient condition on the noise. In addition, the path-wise approach brings out regularity results for the solution. 展开更多
关键词 Stochastic heat equation general gaussian noise L^(2) solution sufficient and necessary condition Wong-Zakai approximation pathwise solution Holder continuity Besov space
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Robust Frequency Estimation Under Additive Symmetric α-Stable Gaussian Mixture Noise 被引量:1
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作者 Peng Wang Yulu Tian +1 位作者 Bolong Men Hailong Song 《Intelligent Automation & Soft Computing》 SCIE 2023年第4期83-95,共13页
Here the estimating problem of a single sinusoidal signal in the additive symmetricα-stable Gaussian(ASαSG)noise is investigated.The ASαSG noise here is expressed as the additive of a Gaussian noise and a symmetric... Here the estimating problem of a single sinusoidal signal in the additive symmetricα-stable Gaussian(ASαSG)noise is investigated.The ASαSG noise here is expressed as the additive of a Gaussian noise and a symmetricα-stable distributed variable.As the probability density function(PDF)of the ASαSG is complicated,traditional estimators cannot provide optimum estimates.Based on the Metropolis-Hastings(M-H)sampling scheme,a robust frequency estimator is proposed for ASαSG noise.Moreover,to accelerate the convergence rate of the developed algorithm,a new criterion of reconstructing the proposal covar-iance is derived,whose main idea is updating the proposal variance using several previous samples drawn in each iteration.The approximation PDF of the ASαSG noise,which is referred to the weighted sum of a Voigt function and a Gaussian PDF,is also employed to reduce the computational complexity.The computer simulations show that the performance of our method is better than the maximum likelihood and the lp-norm estimators. 展开更多
关键词 Additive symmetricα-stable gaussian mixture metropolis-hastings algorithm robust frequency estimation probability density function approximation
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Gaussian核与具有共同光滑性的Sobolev类的学习误差
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作者 张苏 韩永杰 王桐心 《乐山师范学院学报》 2016年第8期1-7,共7页
逼近误差和回归函数的正规性有关。文章研究了Gaussian核和Sobolev共同光滑回归函数的逼近误差,并得到其对数收敛阶。这个结果推广了周定轩有关Sobolev光滑回归函数的逼近误差研究。
关键词 机器学习 逼近误差 共同光滑 gaussian
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Gaussian Mixture-Learned Approximate Message Passing(GM-LAMP)Based Hybrid Precoders for mmWave Massive MIMO Systems
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作者 Shoukath Ali K Sajan P Philip Perarasi T 《China Communications》 SCIE CSCD 2024年第12期66-79,共14页
Hybrid precoder design is a key technique providing better antenna gain and reduced hardware complexity in millimeter-wave(mmWave)massive multiple-input multiple-output(MIMO)systems.In this paper,Gaussian Mixture lear... Hybrid precoder design is a key technique providing better antenna gain and reduced hardware complexity in millimeter-wave(mmWave)massive multiple-input multiple-output(MIMO)systems.In this paper,Gaussian Mixture learned approximate message passing(GM-LAMP)network is presented for the design of optimal hybrid precoders suitable for mmWave Massive MIMO systems.Optimal hybrid precoder designs using a compressive sensing scheme such as orthogonal matching pursuit(OMP)and its derivatives results in high computational complexity when the dimensionality of the sparse signal is high.This drawback can be addressed using classical iterative algorithms such as approximate message passing(AMP),which has comparatively low computational complexity.The drawbacks of AMP algorithm are fixed shrinkage parameter and non-consideration of prior distribution of the hybrid precoders.In this paper,the fixed shrinkage parameter problem of the AMP algorithm is addressed using learned AMP(LAMP)network,and is further enhanced as GMLAMP network using the concept of Gaussian Mixture distribution of the hybrid precoders.The simula-tion results show that the proposed GM-LAMP network achieves optimal hybrid precoder design with enhanced achievable rates,better accuracy and low computational complexity compared to the existing algorithms. 展开更多
关键词 approximate message passing deep neu-ral network gaussian Mixture model massive MIMO millimeter wave
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互换期权的近似计算方法在利率模型Quadratic Gaussian ++上的应用
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作者 黄文峰 徐艳艳 《西华大学学报(自然科学版)》 CAS 2018年第1期17-26,共10页
对Quadratic Gaussian++这样的复杂利率模型,其互换期权价值的高速计算既是本身定价的需要,也是校正利率模型参数的需要。本文应用互换期权价值计算的近似方法,通过测度变换和Taylor展开,将复杂的期望值计算转化为正态分布变量的二次多... 对Quadratic Gaussian++这样的复杂利率模型,其互换期权价值的高速计算既是本身定价的需要,也是校正利率模型参数的需要。本文应用互换期权价值计算的近似方法,通过测度变换和Taylor展开,将复杂的期望值计算转化为正态分布变量的二次多项式形式的期望值计算,既获得了足够实用的计算精度(小于3.5%),又达到高速计算的要求(比直接数值积分快了约200倍),能够在实际计算中发挥作用。 展开更多
关键词 互换期权 近似计算 利率模型 QUADRATIC gaussian++
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Wave Period Distributions in Non-Gaussian Mixed Sea States
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作者 王迎光 《China Ocean Engineering》 SCIE EI CSCD 2013年第6期809-820,共12页
The wave period probability densities in non-Gaussian mixed sea states are calculated by utilizing a transformed Gaussian process method. The transformation relating the non-Gaussian process and the original Gaussian ... The wave period probability densities in non-Gaussian mixed sea states are calculated by utilizing a transformed Gaussian process method. The transformation relating the non-Gaussian process and the original Gaussian process is obtained based on the equivalence of the level up-crossing rates of the two processes. A saddle point approximation procedure is applied for calculating the level up-crossing rates in this study. The accuracy and efficiency of the transformed Gaussian process method are validated by comparing the results predicted by using the method with those predicted by the Monte Carlo simulation method. 展开更多
关键词 wave period mixed sea state NON-gaussian saddle point approximation Monte Carlo simulation
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Cell Gas Free Energy as an Approximation of the Continuous Model
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作者 Vira A. Boluh Alexei L. Rebenko 《Journal of Modern Physics》 2015年第2期168-175,共8页
A continuous infinite system of point particles interacting via two-body strong superstable potential is considered in the framework of cell gas (CG) model of classical statistical mechanics. We consider free energy o... A continuous infinite system of point particles interacting via two-body strong superstable potential is considered in the framework of cell gas (CG) model of classical statistical mechanics. We consider free energy of this model as an approximation of the correspondent value of the continuous system. It converges to the free energy of the conventional continuous gas if the parameter of approximation α→0 for any values of an inverse temperature β>0 and volume per particle ν>0. 展开更多
关键词 STRONG Superstable Potential Quasi-Lattice approximation CELL gaS
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