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Sub gradient iterative method for neural networks training 神经网络训练的亚梯度迭代法
G. Shcherbakova, V. Krylov, Valentin Abakumov, V. Brovkov, I. Kozina
Sub gradient iterative method in the wavelet transformed domain for neural networks training rule is proposed. This method allows to improve noise stability, to reduce local extreme and initial point search sensitiveness.
提出了小波变换域下神经网络训练规则的次梯度迭代法。该方法提高了噪声稳定性,降低了局部极值和初始点搜索的灵敏度。
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引用次数: 3
Comparison of improved methods for tracking movements of IPMC actuators IPMC作动器运动跟踪改进方法的比较
K. Tsiakmakis, Theodore Laopoulos
A comparison of three different data-acquisition and analysis methods using image analysis for end-edge detection of IPMC actuator strips is presented in this paper. The type of mechanical movements of IPMC strips are specific and well known. This work is focused on comparing the results of the analysis of experimental measurements realized in underwater conditions when one end-edge is fixed-clapped and the other is free. The tracking techniques of the free edge are based on three different approaches, while the two of them use the new technology of Graphical Processing Units (GPUs) to reduce further the processing time. The results show that the new techniques increased by 47 and 70 times the speed of detection.
本文比较了三种不同的图像分析数据采集和分析方法在IPMC作动器带材端缘检测中的应用。IPMC带材的机械运动类型是特定的和众所周知的。本文的工作重点是比较在水下条件下一端固定而另一端自由时的实验测量分析结果。自由边缘的跟踪技术基于三种不同的方法,其中两种方法都采用了图形处理单元(gpu)的新技术,进一步缩短了处理时间。结果表明,新技术的检测速度分别提高了47倍和70倍。
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引用次数: 1
Using semantic technologies to improve grid resource management 利用语义技术改进网格资源管理
Olexandr Pospishniy, S. Stirenko, Ashraf A. Abu-Ein
The effectiveness of complex Grid systems strongly depends on the availability, accuracy and relevance of information on all connected resources, their characteristics and state. An access to this information plays a very important role in any Grid system, providing necessary information for other Grid components and users. We believe that application of semantic technologies can improve Grid utilization and enhance user interaction with the system. In this paper we present our vision of the semantic Grid resource information service.
复杂网格系统的有效性在很大程度上取决于所有连接资源及其特征和状态信息的可用性、准确性和相关性。对这些信息的访问在任何网格系统中都起着非常重要的作用,为其他网格组件和用户提供必要的信息。我们认为,语义技术的应用可以提高网格利用率,增强用户与系统的交互。本文提出了语义网格资源信息服务的构想。
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引用次数: 1
Multilevel method of data coding in WSN 无线传感器网络中多级数据编码方法
V. Yatskiv, Su Jun, N. Yatskiv, A. Sachenko, Olexandr Osolinskiy
A proposed multilevel method of sensors data coding allows to increase the useful channel capacity of the data transmission protocols for Wireless Sensor Networks
提出了一种多层传感器数据编码方法,以增加无线传感器网络数据传输协议的有用信道容量
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引用次数: 7
On checkpointing strategies in unreliable computing environments 不可靠计算环境下的检查点策略
P. Fiorini
In this paper, we analyze performance implications of checkpointing strategies in unreliable computing environments. We show that if the appropriate checkpointing strategy is not chosen, the time to complete a job is heavy-tailed distributed. This can lead to highly-variable and long completion times. We generate asymptotics for job completion times when there is no checkpointing, a fixed number of random checkpoints, and when checkpoints occur at fixed intervals for various task time distributions. Our asymptotic results are derived using large deviation theory.
在本文中,我们分析了检查点策略在不可靠计算环境中的性能影响。我们表明,如果没有选择适当的检查点策略,完成作业的时间将是重尾分布的。这可能导致高度可变和较长的完成时间。当没有检查点、固定数量的随机检查点以及检查点以固定间隔出现在各种任务时间分布中时,我们生成作业完成时间的渐近值。我们的渐近结果是用大偏差理论推导出来的。
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引用次数: 0
Novel chatterbot system utilizing Web information for estimating current user interests 利用网络信息估算当前用户兴趣的新型聊天机器人系统
Miki Ueno, N. Mori, Keinosuke Matsumoto
Recently, the use of various chatterbots has been proposed to simulate conversation with human users. Several chatterbots can talk with users very well without a high-level contextual understanding. However, it may be difficult for chatterbots to reply to specific and interesting sentences because chatterbots lack intelligence. To solve this problem, we have proposed a novel chatterbot that can directly use Web information. In this paper, we propose a novel method of estimating current user interests to make conversation natural.
最近,人们提议使用各种聊天机器人来模拟与人类用户的对话。一些聊天机器人可以在没有高级上下文理解的情况下很好地与用户交谈。然而,聊天机器人可能很难回答特定的有趣的句子,因为聊天机器人缺乏智能。为了解决这个问题,我们提出了一种可以直接使用Web信息的新型聊天机器人。在本文中,我们提出了一种新的方法来估计当前用户的兴趣,使对话自然。
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引用次数: 4
Analysis of M state digitally modulated signals in communication systems based on SDR concept 基于SDR概念的通信系统M态数字调制信号分析
Mohamed Al Wohaishi, J. Zidek, R. Martínek
The speed at which new digital communication systems are being developed is increasing dramatically. Growing quantity of transmitted information and growing quantity of users require development of modern communication systems based on new principles; existing systems are quickly becoming obsolete technologically. Digital radio and television broadcasting (DVB-T, DVB-T2), which break down into three options — satellite, cable and terrestrial systems expanded massively in the Czech Republic in 2010. Multistate digital modulation M-QAM is used for transmission of information in these systems. This article is focused on the analysis of digitally modulated signals in communication systems which use software defined radio concept and modern synthetic instruments. Authors of this article present real results, which illustrate the link between number of symbols in M-state QAM modulation, SNR and BER. Constellation diagrams of transmitted and received symbols (with superposition of noise) were presented in the article. Simple picture is transmitted through simulated radio channel to show the result of signal impairments. Experiments were done using software defined radio concept of communication system. Modular PXI HW platform was used in connection with graphically oriented development environment. This combination of modular HW and flexible SW components allows changing the communication protocol, modulation scheme, frequency bandwidth and other parameters in a very simple way by changing the software part of the system.
开发新的数字通信系统的速度正在急剧增加。不断增长的传输信息数量和不断增长的用户数量要求发展基于新原则的现代通信系统;现有系统在技术上正迅速过时。数字广播和电视广播(DVB-T, DVB-T2),分为三种选择——卫星、有线和地面系统,于2010年在捷克共和国大规模扩展。在这些系统中,信息传输采用多态数字调制M-QAM。本文主要研究了利用软件无线电概念和现代综合仪器对通信系统中的数字调制信号进行分析。本文作者给出了实际结果,说明了m态QAM调制中符号数、信噪比和误码率之间的关系。给出了发射信号和接收信号的星座图(带噪声叠加)。通过模拟的无线电信道传输简单的图像来显示信号受损的结果。利用软件无线电通信系统的概念进行了实验。采用模块化PXI硬件平台,结合面向图形化的开发环境。这种模块化硬件和灵活的软件组件的组合允许通过改变系统的软件部分,以非常简单的方式改变通信协议、调制方案、频率带宽和其他参数。
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引用次数: 9
Comparison of state estimation using finite mixtures and hidden Markov models 有限混合和隐马尔可夫模型状态估计的比较
I. Nagy, E. Suzdaleva, T. Mlynarova
Many various algorithms are developed for state estimation of dynamic switching systems. It is not a straightforward task to choose the most suitable one. This paper deals with testing of state estimation via two well-known approaches: recursive estimation with finite mixtures and iterative technique with hidden Markov models. A discussion of comparison of these online and offline counterparts is of true interest. The paper describes experiments providing a comparison of these methods.
针对动态切换系统的状态估计问题,提出了许多不同的算法。选择最合适的并不是一件简单的事。本文讨论了两种著名的状态估计的检验方法:有限混合递归估计和隐马尔可夫模型迭代法。对这些在线和离线对应物的比较的讨论是真正有趣的。本文通过实验对这些方法进行了比较。
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引用次数: 0
Implementation of a CO concentration monitoring system using virtual instrumentation 利用虚拟仪器实现CO浓度监测系统
R. Ionel, A. Gontean, Patricia Draut-Gherban
Different types of gas sensors are used to implement applications which investigate ambient air pollution levels. Carbon monoxide (CO) concentration measurement is an integral part of dedicated environment monitoring stand-alone specialized systems. This paper presents an alternative solution for CO concentration monitoring, based on an original virtual instrumentation concept. The advantages of the proposed application include data logging, statistical calculations, remote access or software and hardware flexibility. Comparative experimental results are also provided.
不同类型的气体传感器被用来实现调查环境空气污染水平的应用。一氧化碳(CO)浓度测量是环境监测专用系统的重要组成部分。本文提出了一种基于虚拟仪器概念的CO浓度监测替代方案。该应用程序的优点包括数据记录、统计计算、远程访问或软件和硬件的灵活性。并给出了对比实验结果。
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引用次数: 3
Anti-lock braking system based on FlexRay protocol 基于FlexRay协议的防抱死制动系统
M. Okrouhly, Denis Waraus
The anti-lock braking system is nowadays a part of almost every vehicle. This system increases safety of the people sitting in the vehicle at the moment of stopping on a slippery or unstable road surface. The point is to assure a good controllability of the vehicle even if the wheels are in slip. In order to work properly, the anti-lock braking system needs to have actual information about the rotation of every single wheel. And the up-to-dateness and certainty of an accurate information is the primary criterion of an appropriate performance. Currently, the information about the frequency of wheel rotation is being transmitted via the current loop. This solution needs a lot of wiring, which means increased purchase costs. This paper describes a method, where the information from the rotation sensors of the wheels are transmitted into the control unit through the FlexRay bus. Additional wireless acceleration sensors located on the wheel are used to improve the ABS performance.
如今,防抱死制动系统几乎是每辆汽车的一部分。该系统增加了在湿滑或不稳定的路面上停车时坐在车内的人的安全性。关键是要确保车辆的良好可控性,即使车轮在打滑。为了正常工作,防抱死制动系统需要有关于每个车轮旋转的实际信息。而准确信息的时代性和确定性是判断业绩是否恰当的首要标准。目前,车轮转动频率的信息是通过电流回路传输的。这种解决方案需要大量布线,这意味着增加了购买成本。本文介绍了一种将车轮旋转传感器的信息通过FlexRay总线传输到控制单元的方法。位于车轮上的额外无线加速传感器用于改善ABS性能。
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引用次数: 6
期刊
Proceedings of the 6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems
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