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2011 IEEE 7th International Colloquium on Signal Processing and its Applications最新文献

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Using Hidden Markov Models for accelerometer-based biometric gait recognition 基于隐马尔可夫模型的加速度计生物步态识别
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759842
C. Nickel, C. Busch, S. Rangarajan, Manuel Mobius
Biometric gait recognition based on accelerometer data is still a new field of research. It has the merit of offering an unobtrusive and hence user-friendly method for authentication on mobile phones. Most publications in this area are based on extracting cycles (two steps) from the gait data which are later used as features in the authentication process. In this paper the application of Hidden Markov Models is proposed instead. These have already been successfully implemented in speaker recognition systems. The advantage is that no error-prone cycle extraction has to be performed, but the accelerometer data can be directly used to construct the model and thus form the basis for successful recognition. Testing this method with accelerometer data of 48 subjects recorded using a commercial of the shelve mobile phone a false non match rate (FNMR) of 10.42% at a false match rate (FMR) of 10.29% was obtained. This is half of the error rate obtained when applying an advanced cycle extraction method to the same data set in previous work.
基于加速度计数据的生物特征步态识别仍然是一个新的研究领域。它的优点是为移动电话提供了一种不引人注目的、用户友好的身份验证方法。该领域的大多数出版物都是基于从步态数据中提取周期(两个步骤),然后将其用作身份验证过程中的特征。本文提出了隐马尔可夫模型的应用。这些方法已经在说话人识别系统中成功实现。其优点是不需要执行容易出错的循环提取,而是可以直接使用加速度计数据来构建模型,从而形成成功识别的基础。利用商用手机记录的48名受试者的加速度计数据对该方法进行测试,得到假不匹配率(FNMR)为10.42%,假匹配率(FMR)为10.29%。这是在以前的工作中对相同的数据集应用高级循环提取方法时获得的错误率的一半。
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引用次数: 112
Development of critical successful factors model for spatial data infrastructure implementation 空间数据基础设施实施关键成功因素模型的开发
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759875
S. A. Al Shamsi, A. Ahmad, G. Desa
Many professionals think that predesigned solutions could solve the problem regardless the nature, individual attributes and culture of the different countries. Developed countries have huge computing infrastructures which make data handling and sharing through local and global networks easy and mandatory to every user. However, usually developing and undeveloped countries is lack of computing infrastructures. A poor running computer network could be a major problem of not having an effective system to share and handle geospatial data. Therefore a good understanding of the critical successful factors (CSFs) of a given national geospatial data infrastructure (NSDI) is important to improve and obtain effectiveness of the NSDI framework. The main aim of this study is to develop primary CSFs model derived from scientific points of view. Therefore the researchers designed a CSFs model in order to measure SDIs effectiveness. Extensive literature review has been made to establish a primary CSFs model consisting of six main categories and their respective criteria. This primary model was developed using different types of criteria. The developed criteria helped to determine the primary CFSs and they are as follows: high priority CSFs which include organization, coordination and institutional agreements, strategic planning management, communication and computing infrastructure, on-line access service and web mapping, awareness, standards in general, financial support and spatial data availability. Other factors were considered as second priority which include: legal aspect, market demand and needs for service providing, policies, effective mechanism, vision, participants, leadership and political support, new technologies, user's satisfaction and user's involvement, education, expertise, interoperability, socio-political satiability, culture, economical and living standards, information availability, metadata availability through the internet and data updating. The low priority factors were eliminated.
许多专业人士认为,预先设计的解决方案可以解决问题,而不考虑不同国家的性质、个人属性和文化。发达国家拥有庞大的计算基础设施,这使得通过本地和全球网络处理和共享数据变得容易,对每个用户来说都是强制性的。然而,通常发展中国家和不发达国家缺乏计算基础设施。运行不佳的计算机网络可能是没有有效系统共享和处理地理空间数据的主要问题。因此,了解特定国家地理空间数据基础设施(NSDI)的关键成功因素(CSFs)对于改进和获得NSDI框架的有效性具有重要意义。本研究的主要目的是建立从科学角度出发的初级csf模型。因此,研究人员设计了一个CSFs模型来衡量sdi的有效性。通过广泛的文献回顾,建立了由六个主要类别及其各自标准组成的主要csf模型。这个主要模型是使用不同类型的标准开发的。所制订的标准有助于确定主要的文化服务框架,它们如下:高度优先的文化服务框架,包括组织、协调和机构协议、战略规划管理、通信和计算基础设施、联机访问服务和网络制图、认识、一般标准、财政支助和空间数据供应。其他因素被视为第二优先事项,包括:法律方面、市场需求和提供服务的需要、政策、有效机制、愿景、参与者、领导和政治支持、新技术、用户满意度和用户参与、教育、专业知识、互操作性、社会政治满意度、文化、经济和生活水平、信息可用性、通过互联网获得元数据和数据更新。排除了低优先级的因素。
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引用次数: 3
A novel prosthetic hand control approach based on genetic algorithm and wavelet transform features 一种基于遗传算法和小波变换特征的新型假手控制方法
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759889
Mohammad Karimi, H. Pourghassem, G. Shahgholian
This paper presents a novel approach to optimize pattern recognition system using genetic algorithm (GA) to identify the type of hand motion employing artificial neural networks (ANNs) with high performance and accuracy suited for practical implementations. To achieve this approach, electromyographic (EMG) signals were obtained from sixteen locations on the forearm of six subjects in ten hand motion classes. In the first step of feature extraction of forearm EMG signals, WPT is utilized to generate a wavelet decomposition tree from which WPT coefficients are extracted. In the second step, standard deviation of wavelet packet coefficients of EMG signals is considered as the feature vector for training purposes of the ANN. To improve the algorithm, GA was employed to optimize the algorithm in such a way that to determine the best values for “mother wavelet function”, “decomposition level of wavelet packet analysis”, and “number of neurons in hidden layer” concluded in a high-speed, precise two-layer ANN with a particularly small-sized structure. This proposed network with a small size can recognize ten hand motions with recognition accuracy of over 98% and also resulted in improvement of stability and reliability of the system for practical considerations.
本文提出了一种利用遗传算法优化模式识别系统的新方法,利用高性能、高精度的人工神经网络来识别手部运动类型。为了实现这种方法,研究人员从6名受试者前臂的16个位置获得了肌电图(EMG)信号,这些受试者分为10个手部运动类别。在前臂肌电信号特征提取的第一步,利用小波变换生成小波分解树,提取小波变换系数。第二步,将肌电信号的小波包系数的标准差作为神经网络训练的特征向量。为了改进算法,采用遗传算法对算法进行优化,确定了“母小波函数”、“小波包分析分解层次”和“隐层神经元数”的最优值,形成了一个结构特别小的高速、精确的双层人工神经网络。本文提出的小尺寸网络可以识别十种手部动作,识别准确率超过98%,从实际考虑,也提高了系统的稳定性和可靠性。
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引用次数: 24
Single infra-red sensor technique for line-tracking autonomous mobile vehicle 自动移动车辆线路跟踪的单红外传感器技术
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759864
N. M. Arshad, M. F. Misnan, Noorfadzli Abdul Razak
Floor-based line-tracking technique is widely implemented for use in many autonomous mobile vehicle applications in the industries such as for transportation of goods within an enclosed warehouse or factories. It is also popular in competition robots. Many line-tracking systems utilize several kinds of discrete sensors such as the reflective infra-red LED, light dependent resistor (LDR), and multi-array inductance. Multiple of these discrete sensors are required to be arranged closed together in front of the vehicle and facing the floor to trace the profile of the line. A minimum of two sensors are required to ensure effectiveness of the line detection algorithm, especially to determine the vehicle's position, either at left or at right with respect to line. This paper proposed a latest idea of using only one discrete sensor for mobile vehicle to detect a line having two colour shades on a white background surface. The results show that single sensor managed to allow the vehicle to maneuver as effectively on the line.
基于地板的线路跟踪技术被广泛应用于许多行业中的自动移动车辆应用,例如在封闭仓库或工厂内运输货物。它在竞赛机器人中也很受欢迎。许多线路跟踪系统使用多种分立传感器,如反射红外LED,光相关电阻(LDR)和多阵列电感。这些离散传感器的多个被要求布置在车辆前方并面向地面,以跟踪线路的轮廓。至少需要两个传感器来确保线路检测算法的有效性,特别是在确定车辆相对于线路的左侧或右侧位置时。本文提出了一种最新的想法,即在白色背景表面上仅使用一个离散传感器检测具有两种颜色阴影的移动车辆线。结果表明,单个传感器能够使车辆在线路上有效地进行机动。
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引用次数: 14
Adaptive coding based on a new slice type in surveillance systems 基于一种新的切片类型的自适应编码在监控系统中的应用
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759862
Li Mu-chen, Xin Jin, S. Goto
In surveillance systems, low bit rate video coding is necessary to reduce the storage and bandwidth consumption, especially for high definition video coding. In [1], we proposed an adaptive coding method to code the active regions with traditional slices and background with the proposed S slice respectively. The S slice contains less syntax elements than the conventional P slice. This paper further analyzes the influence factors to the S slice coding. Moreover, a control module is proposed to enable the S slice coding and to find the best partition pattern between active regions and background that could get the most bit reduction [3], [4].
在监控系统中,低比特率视频编码是减少存储和带宽消耗的必要条件,特别是对于高清视频编码。在[1]中,我们提出了一种自适应编码方法,分别用传统切片对活动区域进行编码,用S切片对背景区域进行编码。S片比常规P片包含更少的语法元素。本文进一步分析了影响S片编码的因素。此外,提出了一个控制模块来实现S片编码,并在活动区域和背景之间找到最佳的分割模式,从而获得最大的比特减少[3],[4]。
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引用次数: 0
A cascade detector for rapid face detection 用于快速人脸检测的级联检测器
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759863
Ning Jiang, Wenxin Yu, Shaopeng Tang, S. Goto
In recent years, LBP feature based svm detector and Haar feature based cascade detector are the two types of efficient detectors for face detection. In this paper, we proposed to improve the performance on Haar feature based cascade detector. First, we describe a new feature for cascade detector. The feature is called Separate Haar Feature. Secondly, we describe a new decision algorithm in cascade detection to improve the detection rate. There are three key contributions. The first is “Separate Haar Feature”, which adds a don't-care area between the rectangles of Haar Feature. The second is the algorithm for selecting the best width for this don't-care area. Finally, we proposed a new decision algorithm which makes the decision by not only a stage result in cascade detection process to improve the detection rate.
近年来,基于LBP特征的svm检测器和基于Haar特征的级联检测器是两种有效的人脸检测检测器。本文提出了改进基于Haar特征的级联检测器性能的方法。首先,我们描述了级联检测器的一个新特征。这个特性被称为独立哈尔特性。其次,提出了一种新的级联检测决策算法,以提高检测率。有三个关键贡献。第一个是“分离哈尔特征”,它在哈尔特征的矩形之间添加一个不关心的区域。第二个是为这个不关心的区域选择最佳宽度的算法。最后,我们提出了一种新的决策算法,使得在级联检测过程中不再只通过一个阶段的结果来进行决策,从而提高了检测率。
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引用次数: 14
Online sliding-window based for training MLP networks using advanced conjugate gradient 基于在线滑动窗口的先进共轭梯度MLP网络训练
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759854
H. Izzeldin, V. Asirvadam, N. Saad
This paper investigates the performance of conjugate gradient algorithms with sliding-window approach for training multilayer perceptron (MLP). Online learning is implemented when the system under investigation is time varying or when it is not convenient to obtain a full history of offline data about the system variables. Sliding window framework is proposed to combine the robustness of offline learning with the ability of online learning to track time varying elements of the process under investigation. A sliding window based second order conjugate gradient algorithms SWCG is presented. The performance of SWCG is compared with a sliding window based first order back propagation SWBP.
研究了滑动窗法共轭梯度算法在多层感知器训练中的性能。当所研究的系统是时变的,或者当不方便获得关于系统变量的离线数据的完整历史时,可以实现在线学习。提出滑动窗口框架,将离线学习的鲁棒性与在线学习跟踪所研究过程时变元素的能力相结合。提出了一种基于滑动窗口的二阶共轭梯度算法SWCG。将SWCG的性能与基于滑动窗口的一阶反向传播SWBP进行了比较。
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引用次数: 11
The identification of low fatigue damage using fuzzy double clustering framework 基于模糊双聚类框架的低疲劳损伤识别
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759869
Z. Nopiah, M. H. Osman, S. Abdullah, M. N. Baharin
Identifying damaging or non-damaging events in long records of fatigue data is a crux of recapitulating pristine data. In this article, a fuzzy double clustering framework (DCf) is utilized to classify the fatigue segment by exploiting two typical statistical features; kurtosis and the standard deviation. In the first stage, segments are assigned to a number of similar groups to generate multi-dimensional prototypes. Then, the resulting multi-dimensional prototypes are projected onto each featuring space of the input variables. On each dimension, a hierarchical clustering is applied to extract the information granules. For ease of interpretability, the granules are translated into a set of antecedent-consequent rules by means of a fuzzy set theory where for the model output, two distinct classes namely low and high with different degrees of evidence are assigned. The results reveal that the fatigue segments could be classified according to the value of kurtosis and standard deviation in a specific range where further, it can be a part of a fatigue data editing process
识别疲劳数据长记录中的损伤或非损伤事件是重现原始数据的关键。本文采用模糊双聚类框架(DCf),利用两个典型的统计特征对疲劳段进行分类;峰度和标准差。在第一阶段,将片段分配给许多相似的组,以生成多维原型。然后,将得到的多维原型投影到输入变量的每个特征空间上。在每个维度上,采用分层聚类方法提取信息颗粒。为了便于解释,颗粒通过模糊集理论被翻译成一组前-后规则,其中对于模型输出,分配了两个不同的类别,即低和高,具有不同程度的证据。结果表明,可以根据特定范围内峰度和标准差的值对疲劳段进行分类,并进一步将其作为疲劳数据编辑过程的一部分
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引用次数: 4
Design and manufacture an ultrasonic dispersion system with automatic frequency adjusting property 设计制造了一种具有自动调频特性的超声波分散系统
Pub Date : 2011-03-04 DOI: 10.1109/CSPA.2011.5759903
Javad Abbaszadeh Bargoshadia, Herlina Binti Abdul Rahimb, Sahar Sarrafic, Ruzairi Bin, Abdul Rahimd
In This paper a novel ultrasonic dispersion system for the cleaning application or dispersing of particles which are mixed in liquid, has been proposed. The frequency band of designed system is 30 kHz so that the frequency of ultrasonic wave sweeps from 30 kHz to 60 kHz with 100 Hz steps. One of the superiority of manufactured system in compare with the other similar systems which are available in markets is that this system can transfer the maximum and optimum energy of ultrasonic wave inside the liquid tank with the high efficiency in the whole of the usage time of the system. The used ultrasonic transducers in this system as the generator of ultrasonic wave is the type of air coupled ceramic ultrasonic piezoelectric with the nominal maximum power 50 watt. The frequency characteristic of applied piezoelectric is that it produces the maximum amplitude of ultrasonic wave on the resonance frequency, so this system is designed to work on resonance frequency of piezoelectric, continuously. This is done by the use of control system which is consisted of two major parts, sensing part and controlling part. In this system the Hall Effect current sensors is used as the sensing part and the controlling program is implemented on AVR microcontrollers. In addition, the control algorithm of program is presented in this paper. The manufactured ultrasonic dispersion system is consisted of 9 piezoelectrics so that it can produce 450 watt ultrasonic energy, totally.
本文提出了一种新型的超声波分散系统,用于清洗或分散混合在液体中的颗粒。设计的系统频带为30 kHz,使超声波的频率以100 Hz的步进从30 kHz扫至60 kHz。与市场上的同类系统相比,该系统的优点之一是在系统的整个使用时间内,能高效地将超声波的最大、最优能量传递到液槽内。该系统中使用的超声波换能器为空气耦合陶瓷超声压电型,其标称最大功率为50瓦。应用压电的频率特性是在谐振频率上产生最大振幅的超声波,因此本系统设计为在压电谐振频率上连续工作。该控制系统由传感部分和控制部分两大部分组成。本系统采用霍尔效应电流传感器作为传感部分,控制程序在AVR单片机上实现。此外,本文还给出了程序的控制算法。所研制的超声分散系统由9个压电体组成,可产生450瓦的超声能量。
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引用次数: 7
Integrating Cadastral GIS Database into GPS Navigation System for Locating Land Parcel Location in cadastral surveying 地籍GIS数据库与GPS导航系统集成用于地籍测量中的地块定位
Pub Date : 2011-03-01 DOI: 10.1109/CSPA.2011.5759924
R. Ghazali, Z. Latif, Abdul Rauf Abdul Rasam, A. Samad
Cadastral surveys deal with one of the oldest and most fundamental facets of human society, which is ownership of land. They are the surveys that create, mark, define, retrace, or reestablish the boundaries and subdivisions of the public lands in Malaysia. Knowing exactly where the boundary lines are is important for many different activities. If there any consideration of constructing a building on the property, conducting a cadastral survey is a requirement to avoid any possibility of encroaching into a neighboring land. This type of survey can ensure that fences and other improvements are located in exactly the right position within the boundary. Originally used to ensure reliable land valuation and taxation, today these surveys are mainly used to solve boundary disputes. The boundary mark is important in starting a Cadastral survey job. This is because the coordinate as well as bearing and distance is a necessity to start the survey job in determining all the boundary of a new or existing parcel. One of the common issues in starting a new cadastral survey job is finding the location of the work site or lot parcel. It may take a long time to refer on the certified plan and locate the site manually. The surveyor may take time to go and find the location of the work site only by referring the certified plan especially in the area that not really familiarize with it. They may take a few days in locating the area. They also need to find the land owner to conform the location of the lot parcel. Therefore, using this new portable GPS that has been integrated with cadastral GIS database, it can help surveyor to save their time to reach at lot parcel. This automatically saves their time in locating the boundary mark. It helped surveyor when the lot parcel now can also be navigated in this portable GPS. Therefore, in this paper will study on the integration of land parcel data in the Malaysian Cadastral database (PDUK) into GPS system to assist surveyor in locating parcel location based lot number of the land.
地籍调查处理的是人类社会最古老和最基本的方面之一,即土地所有权。它们是创造、标记、定义、追溯或重建马来西亚公共土地边界和细分的调查。对于许多不同的活动来说,确切地知道界线在哪里是很重要的。如果考虑在该物业上建造建筑物,则需要进行地籍测量,以避免侵占邻近土地的任何可能性。这种类型的测量可以确保围栏和其他改进设施位于边界内的正确位置。这些测量最初用于确保可靠的土地估价和税收,今天主要用于解决边界纠纷。界标在地籍测量工作中起着重要的作用。这是因为在确定新地块或现有地块的所有边界时,坐标以及方位和距离是开始测量工作的必要条件。在开始一项新的地籍测量工作时,常见的问题之一是找到工作地点或地块的位置。参考认证计划和手动定位站点可能需要很长时间。测量员可能会花时间去找工地的位置,只有参考认证的计划,特别是在不熟悉它的地区。他们可能需要几天的时间来定位这个区域。他们还需要找到土地所有者,以确认地块的位置。因此,使用这种与地籍地理信息系统数据库相结合的新型便携式GPS,可以帮助测量员节省到达地块地块的时间。这自动节省了他们定位界标的时间。它帮助测量员,当地块包裹现在也可以在这个便携式GPS导航。因此,本文将研究将马来西亚地籍数据库(PDUK)中的地块数据整合到GPS系统中,以协助测量员根据地块编号定位地块位置。
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引用次数: 3
期刊
2011 IEEE 7th International Colloquium on Signal Processing and its Applications
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