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2010 Second International Conference on Machine Learning and Computing最新文献

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Implementation of Context Free Languages in Turing Machines 图灵机中上下文无关语言的实现
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.55
Sumitha Ch, Krupa Ophelia Geddam
Automata play a major role in compiler design and parsing. Turing machines are the most powerful computational machines. Turing machines are equivalent to algorithms, and are the theoretical basis for modern computers. Still it is a tedious task to create and maintain Turing Machines for all the problems. The Universal Turing Machine (UTM) or simply a universal machine is a solution to this problem. A UTM simulates any other TM, thus providing a single model and solution for all the computational problems. The creation of UTM is very tedious because of the underlying complexities. Also many of the existing tools do not support the creation of UTM which makes the task very difficult to accomplish. Hence a Universal Turing Machine is developed for the JFLAP platform. JFLAP is most successful and widely used tool for visualizing and simulating all types of automata.
自动机在编译器的设计和解析中起着重要的作用。图灵机是最强大的计算机器。图灵机相当于算法,是现代计算机的理论基础。尽管如此,为所有问题创建和维护图灵机仍然是一项乏味的任务。通用图灵机(Universal Turing Machine,简称UTM)就是解决这个问题的方法。UTM模拟任何其他TM,从而为所有计算问题提供单一模型和解决方案。由于潜在的复杂性,UTM的创建非常繁琐。另外,许多现有的工具不支持UTM的创建,这使得这项任务很难完成。因此,针对JFLAP平台开发了通用图灵机。JFLAP是最成功和广泛使用的工具,用于可视化和模拟所有类型的自动机。
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引用次数: 1
Image Registration Using Radial Basis Function 基于径向基函数的图像配准
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.66
R. Rajeswari, A. Irudhayaraj
Radial basis function(RBF) is used to register source image with target image. Training the RBF network is done with inputs as X,Y co-ordinates of the characteristic points from source and target images. The target output in the output layer is taken as the amount and direction of horizontal shift, vertical shift, angle of rotation required to align source image with target image. This approach results in less alignment error.
采用径向基函数(RBF)对源图像与目标图像进行配准。RBF网络的训练是通过输入源图像和目标图像的特征点的X、Y坐标来完成的。输出层中的目标输出作为源图像与目标图像对齐所需的水平位移、垂直位移、旋转角度的量和方向。这种方法可以减少校准误差。
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引用次数: 1
An Approach Based on Clustering Method for Object Finding Mobile Robots Using ACO 一种基于聚类的蚁群移动机器人目标搜索方法
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.23
V. Sahare, N. Sahare, N. Sahare
In this paper, we propose Clustering method and Ant Colony Optimization (ACO) for mobile robot. This paper describes the analysis and design of a new class of mobile robots. These small robots are intended to be simple and inexpensive, and will all be physically identical, thus constituting a homogeneous team of robots. They derive their usefulness from their group actions, performing physical tasks and making cooperative decisions as a Coordinated Team. To improve the performance of clustering, the method based on heuristic concept is used to obtain global search. The main advantage of clustering algorithm lies in the fact that no additional information, such as an initial partitioning of the data or the number of clusters, is needed. Since the proposed method is very efficient, thus it can perform object finding using clustering very quickly. In the process of doing so, we first use ACO to obtain the shortest obstructed distance, which is an effective method for arbitrary shape obstacles
本文提出了移动机器人的聚类算法和蚁群优化算法。本文介绍了一种新型移动机器人的分析与设计。这些小型机器人的目的是简单和廉价,并且所有的机器人在物理上都是相同的,从而构成一个同质的机器人团队。他们从他们的团队行动、执行物理任务和作为一个协调的团队做出合作决策中获得有用性。为了提高聚类的性能,采用基于启发式概念的方法进行全局搜索。聚类算法的主要优点在于不需要额外的信息,例如数据的初始分区或聚类的数量。由于所提出的方法非常高效,因此可以非常快速地使用聚类进行对象查找。在此过程中,我们首先利用蚁群算法求出最短的障碍物距离,这是一种处理任意形状障碍物的有效方法
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引用次数: 6
A Preliminary Investigation on Computer Vision for Telemedicine Systems Using OpenCV 基于OpenCV的远程医疗系统计算机视觉初探
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.70
Z. Chaczko, L. Yeoh, V. Mahadevan
OpenCV is typically, an open source vision library suitable for computer vision programs. In this paper, we present some of our preliminary investigation experiences of developing Computer Vision programs using OpenCV for robotic telemedicine cluster system, within the practice based ICTD subject within the undergraduate Software Engineering Program at the Faculty of Engineering, University of Technology Sydney (UTS). Firstly, it discusses our shared experiences in designing and implementing Computer Vision subsystem and discusses successes, as well as common problems both experienced and anticipated in adaptation of OpenCV framework and then justifies its purpose building a robotic system for telemedicine. Finally, it attempts to bridge the gap between the theoretical knowledge of design and programming with the practical side of software reuse and modularization when designing and implementing a robotic system for medical applications.
OpenCV是一个典型的开源视觉库,适用于计算机视觉程序。在本文中,我们介绍了我们在悉尼科技大学(UTS)工程学院本科软件工程项目中基于实践的ICTD主题中使用OpenCV为机器人远程医疗集群系统开发计算机视觉程序的一些初步调查经验。首先,讨论了我们在设计和实现计算机视觉子系统方面的共同经验,讨论了OpenCV框架的成功案例,以及在适应OpenCV框架方面经历和预期的常见问题,然后证明了其构建远程医疗机器人系统的目的。最后,在设计和实现医疗应用机器人系统时,它试图弥合设计和编程的理论知识与软件重用和模块化的实际方面之间的差距。
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引用次数: 7
Soft Computing Technique for Double Boost Converter Fed PMDC Drive 双升压变换器馈源PMDC驱动的软计算技术
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.76
R. Sankar, S. Ramareddy
This paper deals with the Implementation of high speed and high power Separately excited PMDC motor fed from Double boost converter. In many industries , the PMDC motor plays a vital role for variety of control applications. The speed and output power are the notable parameters in variety of low voltage applications. The PMDC motor Drives are usually meant for constant speed applications. Generally, in most of the power electronics application, the voltages fed to the converter at input was being wasted more in the form of switching losses. Hence the efficiency of the driving system was reduced considerably. The aim of this work is to improve the efficiency of the PMDC drive by implementing double boost converter by reducing the switching losses considerably. Simulation result proves the effectiveness of the proposed PMDC Drive fed by Double boost converter by improved speed response and output power compared with Bridgeless boost converter fed PMDC Drive.
本文研究了双升压变换器驱动的高速大功率分励PMDC电机的实现。在许多行业中,PMDC电机在各种控制应用中起着至关重要的作用。在各种低压应用中,转速和输出功率是值得注意的参数。PMDC电机驱动器通常用于恒速应用。一般来说,在大多数电力电子应用中,输入端馈送到变换器的电压以开关损耗的形式被浪费得更多。因此,驱动系统的效率大大降低。这项工作的目的是通过实现双升压变换器,通过大幅降低开关损耗来提高PMDC驱动的效率。仿真结果表明,与无桥升压变换器驱动的PMDC驱动器相比,双升压变换器驱动的PMDC驱动器在速度响应和输出功率方面都有显著提高。
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引用次数: 1
Maximum Power Point Tracking for PV Systems Using MATALAB/SIMULINK 基于matlab /SIMULINK的光伏系统最大功率点跟踪
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.54
P. Revankar, A. G. Thosar, W. Gandhare
This paper describes the study of the verification of characteristic equation for the output current generated by a solar panel. The characteristic equation is simulated by using MATLAB/Simulink. Many factors that affect the performance of the solar energy tracking system need to be considered profoundly for the complete & effective utilization of the available energy. This work deals with the study of tracking the position of the sun and positioning the solar panel to operate at the maximum power point.
本文对太阳能电池板输出电流特征方程的验证进行了研究。利用MATLAB/Simulink对特征方程进行了仿真。影响太阳能跟踪系统性能的诸多因素需要深入考虑,才能全面有效地利用可用能量。这项工作涉及跟踪太阳位置的研究,并将太阳能电池板定位到最大功率点。
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引用次数: 23
Latency of Web Service in Health Care System Using GSM Networks 基于GSM网络的卫生保健系统中Web服务的延迟
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.37
M. A., S. Murugan, A. Arun, A. Ramachandran
Large-scale networked environments, such as the Internet, possess the characteristics of centralised data, centralised access and centralised control; this gives the user a powerful mechanism for building and integrating large repositories of centralised information from diverse resources set. However, a centralised network system with GSM Networks development for a hospital information systems or a health care information portal is still in its infancy. The shortcomings of the currently available tools have made the use of mobile devices more appealing. In mobile computing, the issues such as low bandwidth, high latency wireless Networks, loss or degradation of wireless connections, and network errors or failures need to be dealt with. Other issues to be addressed include system adaptability, reliability, robustness, extensibility, flexibility, and maintainability. GSM approach has emerged as the most viable approach for development of intelligent software applications for wireless mobile devices in a centralized environment, which gives higher band width of 900 MHz for transmission. The e-healthcare system that we have developed provides support for physicians, nurses, pharmacists and other healthcare professionals, as well as for patients and medical devices used to monitor patients. In this paper, we present the architecture and the demonstration prototype.
互联网等大规模网络环境具有集中数据、集中接入、集中控制的特点;这为用户提供了一个强大的机制,用于构建和集成来自不同资源集的集中信息的大型存储库。然而,针对医院信息系统或卫生保健信息门户的GSM网络集中式网络系统的开发仍处于起步阶段。目前可用工具的缺点使得移动设备的使用更具吸引力。在移动计算中,需要处理诸如低带宽、高延迟无线网络、无线连接的丢失或降级以及网络错误或故障等问题。其他需要解决的问题包括系统适应性、可靠性、健壮性、可扩展性、灵活性和可维护性。GSM方法已成为在集中式环境中开发无线移动设备智能软件应用程序的最可行的方法,它提供了900mhz的更高带宽用于传输。我们开发的电子医疗保健系统为医生、护士、药剂师和其他医疗保健专业人员以及患者和用于监测患者的医疗设备提供支持。在本文中,我们给出了系统的架构和演示原型。
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引用次数: 4
Task Scheduling in Multiprocessor System Using Genetic Algorithm 基于遗传算法的多处理机系统任务调度
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.50
Sachi Gupta, Vikas Kumar, Gaurav Agarwal
The general problem of multiprocessor scheduling can be stated as scheduling a task graph onto a multiprocessor system so that schedule length can be optimized. Task scheduling in multiprocessor system is a NP-complete problem. In literature, several heuristic methods have been developed that obtain suboptimal solutions in less than the polynomial time. Recently, Genetic algorithms have received much awareness as they are robust and guarantee for a good solution. In this paper, we have developed a genetic algorithm based on the principles of evolution found in nature for finding an optimal solution. Genetic algorithm is based on three operators: Natural Selection, Crossover and Mutation. To compare the performance of our algorithm, we have also implemented another scheduling algorithm HEFT which is a heuristic algorithm. Simulation results comprises of three parts: Quality of solutions, robustness of genetic algorithm, and effect of mutation probability on performance of genetic algorithm.
多处理机调度的一般问题可以描述为将任务图调度到多处理机系统上,以使调度长度可以优化。多处理机系统中的任务调度是一个np完全问题。在文献中,已经开发了几种启发式方法,可以在不到多项式时间内获得次优解。近年来,遗传算法以其鲁棒性和保证好的解而受到越来越多的关注。在本文中,我们开发了一种基于自然进化原理的遗传算法,用于寻找最优解。遗传算法基于三个算子:自然选择、交叉和变异。为了比较我们算法的性能,我们还实现了另一种启发式调度算法HEFT。仿真结果包括三部分:解的质量、遗传算法的鲁棒性、变异概率对遗传算法性能的影响。
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引用次数: 70
ANN Based Classification of Unknown Genome Fragments Using Chaos Game Representation 基于混沌博弈表示的未知基因组片段神经网络分类
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.56
Vrinda V. Nair, K. Vijayan, D. Gopinath, A. Nair
Classification of organisms into different categories using their genomic sequences has found importance in study of evolutionary characteristics, specific identification of previously unknown organisms, study of mutual relationships between organisms and many other aspects in the study of living things. Chaos game representation (CGR) uniquely represents DNA sequences and reveals hidden patterns in it. Frequency-CGR (FCGR) derived from CGR, shows the frequency of sub-sequences present in the DNA sequence. In this paper, a novel method for classification of organisms based on a combination of FCGR and Artificial Neural network (ANN) is proposed. Eight categories from the taxonomical distribution of Eukaryotic organisms are taken and ANN is used for classification. Different configurations of ANN are tested and good accuracy is obtained. The way the fractal nature of DNA helps in classification, is also investigated.
利用基因组序列对生物进行分类,在研究进化特征、对未知生物的具体鉴定、研究生物之间的相互关系以及研究生物的许多其他方面都具有重要意义。混沌博弈表示(CGR)独特地表示DNA序列并揭示其中隐藏的模式。频率-CGR (FCGR)由CGR衍生而来,表示DNA序列中出现的子序列的频率。本文提出了一种基于FCGR和人工神经网络相结合的生物分类新方法。从真核生物的分类分布中选取了8个类别,并用人工神经网络进行分类。对不同配置的人工神经网络进行了测试,获得了较好的精度。DNA的分形特性有助于分类的方式也进行了研究。
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引用次数: 6
SVM-Based Multiclass Cost-sensitive Classification with Reject Option for Fault Diagnosis of Steam Turbine Generator 基于支持向量机的多类代价敏感分类及拒绝选项的汽轮发电机故障诊断
Pub Date : 2010-02-09 DOI: 10.1109/ICMLC.2010.26
Chao Zou, Enhui Zheng, Hong-wei Xu, Le Chen
The steam turbine generator faults not only damage the generator itself, but also cause outages and loss of profits, for this reason, many researchers work on the fault diagnosis. But misdiagnosing may also lead to serious losses. In order to improve the diagnosis reliability and reduce the loss caused by misdiagnosis, in this paper, cost integrated multiclass SVM with reject option (CIMC-SVM) is proposed. Experimental results show that CIMC-SVM is able to improve the diagnosis reliability and minimize the average cost.
汽轮发电机组的故障不仅会造成机组本身的损坏,而且会造成机组的停机和经济损失,因此许多研究者都在研究故障诊断。但是误诊也可能导致严重的损失。为了提高诊断可靠性,减少误诊造成的损失,本文提出了带拒绝选项的成本集成多类支持向量机(CIMC-SVM)。实验结果表明,中集支持向量机能够提高诊断可靠性,使平均代价最小化。
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引用次数: 2
期刊
2010 Second International Conference on Machine Learning and Computing
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