Exploring and comparing the best “direct methods” forthe efficient training of MLP-networks

It is well known that the main difficulties of the algorithms based on backpropagation are the susceptibility to local minima and the slow adaptivity to the patterns during the training. In this paper, we present a class of algorithms, which overcome the above difficulties by utilizing some "direct" numerical methods for the computation of the matrices of weights. In particular, we investigate the performances of the FBFBK-LSB (least-squares backpropagation) algorithms and iterative conjugate gradient singular-value decomposition (ICGSVD), respectively, introduced by Barmann and Biegler-Konig (1993) and by the authors. Numerical results on several benchmark problems show a major reliability and/or efficiency of our algorithm ICGSVD.     

Matlab符号代数方程求解函数的改进及其应用

Matlab求解符号代数方程的函数solve可能产生方程解输出混乱的问题。采用字符串演算函数eval及动态结构数组加以改进,建立了求解符号代数方程的函数SolEqu。理论分析和算例表明,函数SolEqu不仅避免了直接使用solve可能导致的错误结果,而且调用更加方便,其使用范围也与函数solve完全相同,可广泛用于一般代数方程的求解。     

On the undecidability of the limit behavior of Cellular Automata

Cellular Automata (CA) are discrete dynamical systems and an abstract model of parallel computation. The limit set of a cellular automaton is its maximal topological attractor. A well-known result, due to Kari, says that all nontrivial properties of limit sets are undecidable. In this paper we consider the properties of limit set dynamics, i.e. properties of the dynamics of CA restricted to their limit sets. There can be no equivalent of Kari’s theorem for limit set dynamics. Anyway we show that there is a large class of undecidable properties of limit set dynamics, namely all properties of limit set dynamics which imply stability or the existence of a unique subshift attractor. As a consequence we have that it is undecidable whether the cellular automaton map restricted to the limit set is the identity map and whether it is closing, injective, expansive, positively expansive and transitive.     

如何在嵌入式系统上运行OSGI架构

嵌入式计算应用已经广泛运行在各种平台,普遍应用于各个领域,文中主要介绍在嵌入式系统上运行OSGI架构的相关操作和运行。     

基于改进傅里叶描绘子的CBIR系统

在现有的基于傅里叶描绘子的CBIR系统中,为了提高检索速度,一般需要舍去物体轮廓经傅里叶变换后的大部分高频分量.当物体轮廓在细节部分具有较高能量时,此方法不具备有效性.为尽可能保证检索准确率并兼顾检索速度,在原有傅里叶描绘子上进行扩展,避免直接舍去高频分量,引入Fisher判别分析法将描绘子映射到子空间进行降维,并保证...     

单件小批量生产排产逆序递推法应用研究

针对单件小批量型生产企业,为了保证交货期和控制原材料、在制品库存,提出一种生产排产算法--逆序递推算法.本文在算法中考虑到了生产扰动对交货期的影响,并结合实例作出逆序递推排产甘特图来指导生产.     

Group interaction analysis in dynamic context.

Computer understanding of human actions and interactions is one of the key research issues in human computing. In this regard, context plays an essential role in semantic understanding of human behavioral and social signals from sensor data. This paper put forward an event-based dynamic context model to address the problems of context awareness in the analysis of group interaction scenarios. Event-driven multilevel dynamic Bayesian network is correspondingly proposed to detect multilevel events, which underlies the context awareness mechanism. Online analysis can be achieved, which is superior over previous works. Experiments in our smart meeting room demonstrate the effectiveness of our approach.     

在CORBA中实现异步调用

介绍了CORBA中的四种异步激发方式：多线程方式、单向异步激发方式、延迟同步激发方式以及异步方法调用方式,并讨论了各种异步激发方式的优缺点。     

An improved correlation for the calculation of liquid thermal conductivity

Eighteen correlations appearing in the literature for the prediction of thermal conductivity, , of liquids are critically analyzed, and their reliability is checked using coherent input data and selected experimental values. The best results are obtained using the Reid, Sherwood, and Prausnitz correlation with a mean deviation of about 8% between predicted and experimental values. An improved correlation is proposed starting from the Viswanath equation, chosen because of its simplicity and convenience. The values of thermal conductivity obtained by this new correlation agree with the experimental values within 1%.