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2012 Fourth International Conference on Advanced Computing (ICoAC)最新文献

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Localized matching model for plant prediction using incremental clustering 基于增量聚类的植物预测局部匹配模型
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416804
A. Meenakshi, V. Mohan
Data mining is the process of analyzing data from different perspectives and summarizing it into useful information. Clustering is a data mining technique, which is used to place data elements into related groups without advance knowledge of the group definitions. Here, we propose an incremental clustering technique for managing knowledge in edaphology, a study concerned with the influence of soils on living things, particularly plants. The soil information along with the appropriate plants to be cultivated on it for better yield, collected by edaphologists, are utilized in the proposed system. Initially, an incremental DBSCAN algorithm is applied to a dynamic database where, the data may be frequently updated. Then, the data available in the soil database is grouped into clusters and every new element is added into it without the need of rerunning process. Finally, we have performed the plant prediction using regression model. The experimentation is carried out in soil database to analyze the performance of the proposed system in plant prediction.
数据挖掘是从不同角度分析数据并将其总结为有用信息的过程。聚类是一种数据挖掘技术,用于在不事先了解组定义的情况下将数据元素放入相关的组中。在这里,我们提出了一种增量聚类技术来管理土壤学知识,这是一项研究土壤对生物,特别是植物的影响的研究。土壤学家收集的土壤信息以及为提高产量而在其上种植的适当植物被用于拟议的系统中。最初,增量DBSCAN算法应用于动态数据库,其中的数据可能经常更新。然后,将土壤数据库中可用的数据分组成簇,并在不需要重新运行的情况下将每个新元素添加到簇中。最后,利用回归模型对植物进行预测。在土壤数据库中进行了实验,分析了该系统在植物预测中的性能。
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引用次数: 1
Atmospheric correction of remotely sensed multispectral satellite images in transform domain 变换域遥感多光谱卫星影像大气校正
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416849
S. GandhimathiaUsha, S. Vasuki, G. Ariputhiran
Remote sensing data provides much essential and critical information for monitoring many applications such as change detection, image fusion and land cover classification. Remotely sensed images are degraded due to the atmospheric effects. The atmospheric correction is one of the important pre processing steps to extract full spectral information from the remotely sensed images. In this paper, transform domain approaches are presented for the removal of atmospheric influences. Soft thresholding technique is adopted in wavelet transform method and gaussian high pass filter is used in homomorphic filtering. The results are tested on Landsat image consisting of 7 multispectral bands and their performance is evaluated using visual and statistical measures. The comparative analysis is done based on statistical parameters such as mean square error (MSE), peak signal to noise ratio (PSNR). Our result shows that wavelet transform is better for the removal of atmospheric effects than homomorphic filtering.
遥感数据为监测诸如变化检测、图像融合和土地覆盖分类等许多应用提供了许多必要和关键的信息。由于大气的影响,遥感图像的质量下降。大气校正是提取遥感影像全光谱信息的重要预处理步骤之一。本文提出了一种去除大气影响的变换域方法。在小波变换中采用软阈值技术,在同态滤波中采用高斯高通滤波器。在由7个多光谱波段组成的Landsat图像上对结果进行了测试,并采用视觉和统计方法对其性能进行了评价。基于均方误差(MSE)、峰值信噪比(PSNR)等统计参数进行对比分析。结果表明,小波变换比同态滤波能更好地去除大气效应。
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引用次数: 2
Where are you? A location awareness system 你在哪里?位置感知系统
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416798
N. Kumar
Mobile devices are becoming very popular now-a-days and along with the misuse of these devices is also increasing. These devices can be lost or can be snatched for misuses then it becomes very important to track these devices as soon as possible. For this purpose, we have contact police till now, but this paper describes a system using which you can locate the mobile device using another mobile device by even sitting at your home. The system only requires the inbuilt GPS and GPRS in the device whose location is to be tracked. “Where are you? - A Location Awareness System” is a project that helps you to locate a friend or a known person without informing that person. The system is primarily designed to aware the people about locations and to help the authorities in tracking the location of a mobile device. The system can also be used to locate a friend.
移动设备现在变得非常流行,随着这些设备的滥用也在增加。这些设备可能会丢失或被滥用,因此尽快跟踪这些设备变得非常重要。为此,我们一直联系警方,但本文描述了一个系统,使用该系统,您可以使用另一个移动设备定位移动设备,甚至坐在家里。该系统只需要被跟踪设备内置GPS和GPRS。“你在哪儿?”“位置感知系统”是一个帮助你定位朋友或认识的人而不通知那个人的项目。该系统的主要目的是让人们了解位置,并帮助当局跟踪移动设备的位置。该系统还可以用来定位朋友。
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引用次数: 7
SVM-instance based approach to improve QoS parameters for time critical applications in WSN 基于svm实例的无线传感器网络时间关键应用QoS参数改进方法
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416862
V. Chitra, M. Sumalatha
The QoS factors such as accuracy and time delay plays a major role in time critical applications. The proposed SVM-instance based algorithm improves the accuracy and reduces the time delay for the recognition of emergency vehicle sound. In this approach, the time delay is reduced by identifying the support vectors which are the data points near the margin of hyper plane and the accuracy is increased by increasing the margin between the classes. The MFCC which is derived from frequency and intensity is used for accurate sound recognition. Thus time delay was reduced and accuracy was improved in recognition of emergency vehicle sound.
在时间关键型应用中,精度和时延等QoS因素起着重要作用。提出的基于svm实例的应急车辆声音识别算法提高了识别精度,减少了时间延迟。在该方法中,通过识别靠近超平面边缘的数据点作为支持向量来减少时间延迟,并通过增加类之间的边界来提高精度。由频率和强度推导出的MFCC用于精确的声音识别。从而减少了时间延迟,提高了应急车辆声音识别的准确性。
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引用次数: 2
Automata resulting from graph operations 由图运算产生的自动机
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416861
J. Julie, J. B. Babujee
The binary operations like Cartesian products, normal and lexicographic products on graphs have played a vital role in graph construction. An insight of automata as directed graphs motivated us to study some of these products on these abstract machines. In this paper we operate normal and lexicographic products over automata and analyze the language recognized by these resultant automata. It is observed that the Generalized Parikh vectors of the language of the resultant automata are a family of parallel lines in the two dimensional plane. The lexicographic product of path automata appears as a neural network after a few modifications using reactive automata.
图上的笛卡尔积、正规积和字典积等二元运算在图的构造中起着至关重要的作用。自动机作为有向图的洞察力促使我们在这些抽象机器上研究这些产品。在本文中,我们对自动机上的正常乘积和词典乘积进行运算,并分析这些结果所产生的自动机所识别的语言。结果表明,所得自动机语言的广义Parikh向量是二维平面上的平行线族。路径自动机的词典积在使用反应自动机进行少量修改后,呈现为一个神经网络。
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引用次数: 1
FASO-ECP: Fast adaptive and self organized — Enhanced clustering protocol based routing for DTMN FASO-ECP:基于DTMN路由的快速自适应和自组织增强集群协议
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416806
G. Thomas, J. Veerappan
Delay Tolerant Mobile Network is an approach of computer networks which lack of continuous network connectivity due to its intermittent characteristics of network partitioning. The issues of DTMN is how to maintain, update, and stabilize the mobile nodes present and perform better routing of packets without any packet loss. Our paper addresses this issue of DTMN by defining the basic idea of grouping mobile nodes with similar clustering mobility pattern into a clustering group before routing a packet with high end to end and packet delivery ratio. The initial process starts by identifying similar mobility pattern defined with eminent pair-wise contact probabilities with different mobile nodes with FASO-ECP based EWMA algorithm, if a node wants to be a member of a cluster it should have higher contact probability value than the preset threshold value. Every time the contact probability is updated to have better clustering pattern. Thus after the cluster pattern identification, an adaptive method with Cluster selection and gateway formation being carried out to define the route from source to destination. And Hello packets being added to check for node existence status. Finally the Routing of packets will be done through a best possible route to reach the destination with a better packet delivery rate.
容忍延迟移动网络是计算机网络的一种解决方法,该网络由于其网络分区的间歇性特性而缺乏连续的网络连接。DTMN的问题是如何维护、更新和稳定现有的移动节点,并在没有任何数据包丢失的情况下执行更好的数据包路由。本文通过定义将具有类似集群移动模式的移动节点分组到集群组的基本思想,解决了DTMN的这一问题,然后路由具有高端到端和数据包传送率的数据包。初始过程首先使用基于FASO-ECP的EWMA算法识别不同移动节点之间具有显著成对接触概率的相似移动模式,如果一个节点想要成为集群的成员,那么它的接触概率值应该高于预设的阈值。每次接触概率都进行更新,以获得更好的聚类模式。因此,在集群模式识别之后,采用集群选择和网关形成的自适应方法定义从源到目的的路由。并添加Hello包来检查节点的存在状态。最后,数据包的路由将通过最好的路径来完成,以更好的数据包传输速率到达目的地。
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引用次数: 3
Improved Question Answering System by semantic refomulation 基于语义重组的改进问答系统
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416824
Muthukrishanan Umamehaswari, M. Ramprasath, S. Hariharan
A unbearable amount of textual information accessible in electronic form and need to deliver correct answer to user question is important task in Question Answering System (QAS). Question answer system is the form of information retrieval system which aims to deliver the exact answer to the user question rather than whole document. To answer this user need semantic based reformulation techniques can be used to retrieve the accurate answer from enormous number of document retrieved from the search engine. The goal is to generate the pattern from the web based on lexical semantic and syntactic constrain. These constrain should be defined in the question answering system to evaluate and rank the candidate answer. Here we used TREC-8, TREC-9, and TREC-10 collection as training set. Different types of question and corresponding answer can use from TREC collection. The proposed system retrieves the answer automatically from TREC collection. Word net can be used to help the semantic relation and syntactic tag between the questions and answer pair. Finally weight can be given to each candidate answer according to their length, the level of semantic similarity between question and answer pair and distance between the key word. The proposed QAS be different from other reformulation based Question answering system. The experiments on the TREC data set will show the better result which can be calculated with help of the precision and recall.
在问答系统(QAS)中,大量的文本信息以电子形式可访问,并且需要为用户的问题提供正确的答案,这是一项重要任务。问答系统是信息检索系统的一种形式,其目的是为用户的问题提供准确的答案,而不是整个文档。为了满足这一用户需求,可以使用基于语义的重新表述技术从搜索引擎检索到的大量文档中检索到准确的答案。目标是基于词法、语义和句法约束从web中生成模式。应该在问答系统中定义这些约束,以便对候选答案进行评估和排序。在这里,我们使用TREC-8, TREC-9和TREC-10收集作为训练集。不同类型的问题和相应的答案可以从TREC集合中使用。建议的系统自动从TREC集合中检索答案。Word net可以帮助建立问答对之间的语义关系和句法标记。最后根据每个候选答案的长度、问题与答案对之间的语义相似度以及关键字之间的距离来给予权重。本文提出的问答系统不同于其他基于重构的问答系统。在TREC数据集上的实验将显示出较好的结果,可以利用查准率和查全率进行计算。
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引用次数: 22
Vehicle detection in aerial surveillance using morphological shared-pixels neural (MSPN) networks 形态学共享像素神经网络(MSPN)在空中监视中的车辆检测
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416821
T. Bharathi, S. Yuvaraj, D. Steffi, S. Perumal
Vehicle detection from aerial images is becoming an increasingly important research topic in surveillance, traffic monitoring and military applications. The system described in this paper focuses on automatic vehicle detection in the aerial images. This paper introduces a morphological neural network approach to extract vehicle targets from high resolution aerial images. In the approach the Morphological Shared-Pixels Neural Network (MSPN) is used to classify image pixels on roads into vehicle targets and non-vehicle targets, and a morphological preprocessing algorithm is developed to identify candidate vehicle pixels. The proposed method is going to compare with the existing system Dynamic Bayesian Network(DBN). It is going to be proven that the experimental results in MSPN have a good detection performance. The proposed system is going to record all pixel value of aerial images sequentially and filter out the batch or portion of the several vehicle edges. This method is quite better than existing algorithms in identifying the vehicles automatically in aerial images.
基于航拍图像的车辆检测在监视、交通监控和军事应用中日益成为一个重要的研究课题。本文所描述的系统主要针对航拍图像中的车辆自动检测。介绍了一种形态学神经网络方法从高分辨率航拍图像中提取车辆目标。该方法利用形态学共享像素神经网络(MSPN)将道路上的图像像素划分为车辆目标和非车辆目标,并开发了形态学预处理算法来识别候选车辆像素。并将该方法与现有的系统动态贝叶斯网络(DBN)进行比较。实验结果表明,MSPN具有良好的检测性能。该系统将对航拍图像的所有像素值进行顺序记录,并过滤掉若干车辆边缘的批次或部分。该方法在航拍图像中自动识别车辆方面优于现有算法。
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引用次数: 4
Analytical techniques to characterize and optimize the performance of sensor network systems 表征和优化传感器网络系统性能的分析技术
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416807
E. Janani, P. Ganeshkumar
The next generation of wireless sensor networks will monitor critical infrastructure, collect vital signs from patients, and disseminate medical and planning information during emergency responses. In contrast to earlier wireless sensor networks for which best-effort services were sufficient, such systems require predictable performance and high reliability. Failure to meet these requirements may have significant adverse effects. This paper aims at the development of an engineering methodology for predictable wireless sensor networks. A predictable wireless sensor network is a system for which it is possible to check that its requirements are met under reasonable assumptions regarding its workload and network properties. This project enables the development of predictable wireless sensor networks by providing developers with analytical tools to characterize and optimize the performance of sensor network systems. The intellectual merit of the paper includes: (i) Statistical methods for assessing the properties of wireless sensor networks and for provisioning resources to achieve robustness in spite of node failures or temporal variations; (ii) Novel transmission scheduling techniques that ensure a system meets its reliability and real-time requirements; (iii) A new schedulability analysis that bounds network capacity and message latencies under realistic interference models; and (iv) A wireless architecture that instantiates proposed transmission scheduling techniques and the schedulability analysis. In terms of broader impacts, this project will help us to make advancements in our national capability to develop performance-critical wireless systems. The simulation results shown have proved all the considerations made in the paper.
下一代无线传感器网络将监测关键基础设施,收集患者的生命体征,并在应急响应期间传播医疗和规划信息。与早期的无线传感器网络相比,这种系统需要可预测的性能和高可靠性。不满足这些要求可能会产生严重的不利影响。本文旨在开发一种可预测无线传感器网络的工程方法。可预测的无线传感器网络是这样一种系统,它可以在有关其工作负载和网络属性的合理假设下检查其要求是否得到满足。该项目通过为开发人员提供分析工具来表征和优化传感器网络系统的性能,从而实现可预测无线传感器网络的开发。本文的智力优势包括:(i)评估无线传感器网络特性的统计方法,以及在节点故障或时间变化的情况下提供资源以实现鲁棒性的统计方法;确保系统满足其可靠性和实时性要求的新型传输调度技术;在实际干扰模型下限制网络容量和消息延迟的新的可调度性分析;(iv)一种无线架构,它实例化了所提出的传输调度技术和可调度性分析。就更广泛的影响而言,该项目将帮助我们提高国家开发性能关键无线系统的能力。仿真结果验证了本文所考虑的问题。
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引用次数: 1
Enhanced position updation in manet using self adaption 利用自适应增强了马奈的位置更新
Pub Date : 2012-12-01 DOI: 10.1109/ICOAC.2012.6416832
P. Reshma, S. Bharathi
Geographic routing has been widely hailed as the most promising approach to generally scalable wireless routing. It has been a big challenge to develop a routing protocol that can meet different application needs and optimize routing paths according to the topology changes in mobile ad hoc networks. However, there is a lack of holistic design for geographic routing to be more efficient and robust in a dynamic environment. Inaccurate local and destination position information can lead to inefficient geographic forwarding and even routing failure. The use of proactive fixed-interval beaconing to distribute local positions introduces high overhead when there is no traffic and cannot capture the topology changes under high mobility. In this work, two self-adaptive on-demand geographic routing schemes are proposed which build efficient paths based on the need of user applications and adapt to various scenarios to provide efficient and reliable routing. On-demand routing mechanism in both protocols reduces control overhead compared to the proactive schemes which are normally adopted in current geographic routing protocols. The route optimization scheme adapts the routing path according to both topology changes and actual data traffic requirements. The simulation studies demonstrate that the proposed routing protocols are more robust and outperform the existing geographic routing protocol and conventional on-demand routing protocols under various conditions including different mobilities, node densities and traffic loads. Specifically, the proposed protocols could reduce the packet delivery latency up to 80 percent as compared to GPSR at high mobility. Both routing protocols could achieve about 98 percent delivery ratios, avoid incurring unnecessary control overhead, have very low forwarding overhead and transmission delay in all test scenarios.
地理路由被广泛认为是最有前途的可扩展无线路由方法。在移动自组织网络中,如何开发一种既能满足不同应用需求又能根据拓扑变化优化路由路径的路由协议是一个很大的挑战。然而,缺乏在动态环境中提高地理路由效率和鲁棒性的整体设计。不准确的本地和目的地位置信息可能导致低效的地理转发,甚至路由失败。在没有流量的情况下,使用主动固定间隔信标来分配本地位置会带来很高的开销,并且在高移动性下无法捕获拓扑变化。本文提出了两种自适应按需地理路由方案,根据用户应用需求构建高效路径,适应各种场景,提供高效可靠的路由。两种协议中的按需路由机制都比当前地理路由协议中通常采用的主动路由机制减少了控制开销。路由优化方案根据拓扑变化和实际数据流量需求对路由路径进行调整。仿真研究表明,在不同移动性、节点密度和流量负载等条件下,所提出的路由协议具有更强的鲁棒性,优于现有的地理路由协议和传统的按需路由协议。具体来说,在高移动性下,与GPSR相比,提议的协议可以将数据包传输延迟减少80%。两种路由协议都可以达到98%左右的传输率,避免了不必要的控制开销,在所有测试场景中都具有非常低的转发开销和传输延迟。
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引用次数: 0
期刊
2012 Fourth International Conference on Advanced Computing (ICoAC)
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