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能实现精确映射的前馈神经网络快速算法与结构设计 被引量:7
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作者 张代远 虞厥邦 邱玉辉 《计算机科学》 CSCD 北大核心 1999年第4期63-65,共3页
一、引言人们常用BP算法训练多层感知机,但BP算法的缺点使它在工程应用上受到了限制。尽管从理论上人们证明了对BP算法而言,如果不限制神经元的个数,则三层前馈神经网络可以以任意精度实现给定样本的映射,但对于给定的实际问题,BP算法... 一、引言人们常用BP算法训练多层感知机,但BP算法的缺点使它在工程应用上受到了限制。尽管从理论上人们证明了对BP算法而言,如果不限制神经元的个数,则三层前馈神经网络可以以任意精度实现给定样本的映射,但对于给定的实际问题,BP算法并没有具体给出确定神经元个数的计算方法,使得应用时须凭经验选择。本文正是针对BP算法的这一缺点,提出了一种基于Moore-Penrose广义逆的代数方法。该方法给出了在实现精确映射要求下,确定神经元个数的两种充分条件,并给出了具体的计算公式。这对于那些要求高精度逼近的场合无疑具有指导意义。 展开更多
关键词 前馈神经网络 精确映射 算法 网络结构 结构设计
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基于精确混沌映射的噪声雷达信号产生器分析 被引量:3
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作者 沈颖 顾红 +1 位作者 苏卫民 刘国岁 《兵工学报》 EI CAS CSCD 北大核心 2000年第2期180-183,共4页
鉴于混沌信号的类噪声特性 ,本文分析了基于精确混沌映射的噪声雷达信号产生器 ,研究了两种类型的混沌信号产生器 ,将动力学理论引入其性能分析 ,验证了其类噪声性质 ,并应用在雷达系统信号处理中。仿真结果表明 ,基于混沌的雷达噪声信... 鉴于混沌信号的类噪声特性 ,本文分析了基于精确混沌映射的噪声雷达信号产生器 ,研究了两种类型的混沌信号产生器 ,将动力学理论引入其性能分析 ,验证了其类噪声性质 ,并应用在雷达系统信号处理中。仿真结果表明 ,基于混沌的雷达噪声信号产生器具有良好的性能 ,与传统的噪声信号产生器相比 ,系统结构简单 ,易实现 ,可选择性强 。 展开更多
关键词 精确混沌映射 噪声雷达 信号产生器
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新型前馈网络学习算法在语音识别中的应用 被引量:3
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作者 李原 邓辉文 《计算机科学》 CSCD 北大核心 2008年第8期122-124,共3页
简要介绍一种全新的前馈神经网络学习算法——代数算法,以该理论提出者针对这一算法做出的多方面的理论证明为基础,将此算法与传统BP算法相比较,利用其在网络结构和获取全局最优点方面具有传统BP算法不可比拟的优点,在matlab7.0实验平台... 简要介绍一种全新的前馈神经网络学习算法——代数算法,以该理论提出者针对这一算法做出的多方面的理论证明为基础,将此算法与传统BP算法相比较,利用其在网络结构和获取全局最优点方面具有传统BP算法不可比拟的优点,在matlab7.0实验平台上,分别把传统BP算法和此种新型学习算法应用于语音识别,通过仿真实验说明了新型算法的有效性,语音识别的精度在一定程度上得到了改善。 展开更多
关键词 人工神经网络 代数算法 代价函数 精确映射 严格对角占优矩阵
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Similarity Reductions and Exact Solutions of a Coupled Korteweg de Vries System 被引量:1
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作者 毛杰健 杨建荣 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第4期605-608,共4页
For a special coupled Korteweg de Vries (KdV) system, its similarity solutions and reduction equations are obtained by the Clarkson and Kruskal's direct method. In addition, its new explicit soliton solutions and t... For a special coupled Korteweg de Vries (KdV) system, its similarity solutions and reduction equations are obtained by the Clarkson and Kruskal's direct method. In addition, its new explicit soliton solutions and traveling wave solutions are found by the deformation and mapping method. 展开更多
关键词 coupled KdV system similarity reduction exact solution
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New Exact Solutions for (2+1)-Dimensional Breaking Soliton Equation 被引量:5
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作者 PENGYan-Ze 《Communications in Theoretical Physics》 SCIE CAS CSCD 2005年第2期205-207,共3页
New exact solutions in terms of the Jacobi elliptic functions are obtained to the (2+1)-dimensional breakingsoliton equation by means of the modified mapping method. Limit cases are studied, and new solitary wave solu... New exact solutions in terms of the Jacobi elliptic functions are obtained to the (2+1)-dimensional breakingsoliton equation by means of the modified mapping method. Limit cases are studied, and new solitary wave solutionsand triangular periodic wave solutions are obtained. 展开更多
关键词 exact solutions (2+1)-dimensional breaking soliton equation modifiedmapping method
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Folded Solitary Wave Excitations for(2+1)-Dimensional Nizhnik-Novikov-Veselov System 被引量:2
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作者 MA Song-Hua FANG Jian-Ping LU Zhi-Jie 《Communications in Theoretical Physics》 SCIE CAS CSCD 2009年第3期479-484,共6页
With the help of an improved mapping approach and a linear-variable-separation approach, a new family of exact solutions with arbitrary functions of the (2+1)-dimensional Nizhnik-Novikov-Veselov system (NNV) is d... With the help of an improved mapping approach and a linear-variable-separation approach, a new family of exact solutions with arbitrary functions of the (2+1)-dimensional Nizhnik-Novikov-Veselov system (NNV) is derived. Based on the derived solutions and using some multi-valued functions, we find a few new folded solitary wave excitations for the (2+1)-dimensional NNV system. 展开更多
关键词 (2+1)-dimensional NNV system improved mapping approach~ multi-valued functions folded solitary wave excitations
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Some New Exact Solutions of mKdV Equations
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作者 GONG Lun-Xun ZHENG Qiang YUE Ping 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第5期790-792,共3页
New exact solutions are determined to the coupled mKdV equations by means of modified mapping method.
关键词 mKdV equations modified mapping method traveling wave solutions
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Explicit and Exact Solutions to N-Order Schrodinger System via an Extended Mapping Approach
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作者 ZHU Hai-Ping ZHENG Chun- Long FANG Jian-Ping 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第3期483-486,共4页
In this paper, we extend the mapping approach to the N-order Schrodinger equation. In terms of the extended mapping approach, new families of variable separation solutions with some arbitrary functions are derived.
关键词 extended mapping approach SchrSdinger equation exact solution
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Exact Solution to (1+1)-Dimensional Higher-Order Schrodinger Equation via an Extended Mapping Approach
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作者 ZHU Hai-Ping ZHENG Chun-Long FANG Jian-Ping 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第1期127-130,共4页
Starting from a special variable transformation and with the help of an extended mapping approach, the high-order Schrodinger equation (n = 3, 4) is solved. A new family of variable separation solutions with arbitra... Starting from a special variable transformation and with the help of an extended mapping approach, the high-order Schrodinger equation (n = 3, 4) is solved. A new family of variable separation solutions with arbitrary functions is derived. 展开更多
关键词 extended mapping approach Schrodinger equation exact solution
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Exact Solutions,Symmetry Reductions,Painlevé Test and Bcklund Transformations of A Coupled KdV Equation 被引量:1
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作者 徐敏慧 贾曼 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第10期417-424,共8页
A coupled KdV equation is studied in this manuscript. The exact solutions, such as the periodic wave solutions and solitary wave solutions by means of the deformation and mapping approach from the solutions of the non... A coupled KdV equation is studied in this manuscript. The exact solutions, such as the periodic wave solutions and solitary wave solutions by means of the deformation and mapping approach from the solutions of the nonlinear φ4 model are given. Using the symmetry theory, the Lie point symmetries and symmetry reductions of the coupled KdV equation are presented. The results show that the coupled KdV equation possesses infinitely many symmetries and may be considered as an integrable system. Also, the Palnleve test shows the coupled KdV equation possesses Palnleve property. The Backlund transformations of the coupled KdV equation related to Palnleve property and residual symmetry are shown. 展开更多
关键词 a coupled KdV equation exact solutions symmetries and symmetry reductions Painleve test Backlund transformations
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