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2016 6th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)最新文献

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Improving intrusion detection system detection accuracy and reducing learning time by combining selected features selection and parameters optimization 将所选特征选择与参数优化相结合,提高入侵检测系统的检测精度,减少学习时间
Bisyron Wahyudi Masduki, K. Ramli
IDS capability in detecting an attacks is highly dependent on the accuracy of attack detection which usually is represented by the least number of false alarms. In this work we simplify the large network dataset by selecting only the most important and influential features in the dataset to increase the IDS performance and accuracy. The creation of smaller dataset is aimed to decrease time for training the SVM machine learning in detecting attacks. This work designed and built a prototype of IDS equipped with machine learning models to improve accuracy in detecting DoS and R2L attacks. Machine-learning algorithms is added to recognize specific characteristics of the attack at the national Internet network. New methods and techniques developed by combining feature selection and parameter optimization algorithm are then implemented in the Internet monitoring system. Through experiment and analysis, we find out that for DOS attacks the proposed approach improved accuracy for the detection and increased in speed on training and testing phase. Even though limited and appropriate selection of parameters slightly decrease the accuracy in the detection of R2L attacks but our approach significantly increases the speed of the training and testing process
IDS检测攻击的能力高度依赖于攻击检测的准确性,而攻击检测的准确性通常由最少的假警报数量来表示。在这项工作中,我们通过选择数据集中最重要和最具影响力的特征来简化大型网络数据集,以提高IDS的性能和准确性。创建更小的数据集是为了减少训练SVM机器学习检测攻击的时间。本工作设计并构建了一个配备机器学习模型的IDS原型,以提高检测DoS和R2L攻击的准确性。添加了机器学习算法来识别国家互联网网络攻击的特定特征。将特征选择与参数优化算法相结合开发的新方法和新技术应用于网络监测系统。通过实验和分析,我们发现对于DOS攻击,该方法提高了检测的准确率,提高了训练和测试阶段的速度。尽管有限和适当的参数选择略微降低了检测R2L攻击的准确性,但我们的方法显着提高了训练和测试过程的速度
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引用次数: 7
Optimizing support vector machine parameters using cuckoo search algorithm via cross validation 基于交叉验证的布谷鸟搜索算法优化支持向量机参数
Akkawat Puntura, N. Theera-Umpon, S. Auephanwiriyakul
Support vector machine is one of the most popular techniques for solving classification problems. It is known that the choice of parameters directly affects its performance. This problem can be solved using a search algorithm which is suitable optimization technique for the parameter optimization. In this research, we propose a method to determine the optimal parameters for support vector machines using the cuckoo search algorithm via maximization of the average accuracy from k-fold cross validation. Our experimental results show that the cuckoo search algorithm provides very good convergence rate and outcomes. The comparison between its performance and another population based optimization namely the particle swarm optimization is also performed. It shows that the cuckoo search algorithm yields better convergence rate and outcomes than the particle swarm optimization in most datasets. It implies that the mechanism of cuckoo search algorithm is efficient for this parameter optimization problem and is more effective than the particle swarm optimization in this particular problem.
支持向量机是解决分类问题最流行的技术之一。众所周知,参数的选择直接影响其性能。这个问题可以用搜索算法来解决,搜索算法是一种适合于参数优化的优化技术。在本研究中,我们提出了一种利用布谷鸟搜索算法通过最大化k-fold交叉验证的平均精度来确定支持向量机最优参数的方法。实验结果表明,布谷鸟搜索算法具有很好的收敛速度和结果。并将其性能与另一种基于种群的优化算法即粒子群优化算法进行了比较。结果表明,在大多数数据集上,布谷鸟搜索算法的收敛速度和结果都优于粒子群算法。这表明布谷鸟搜索算法的机制对于该参数优化问题是有效的,并且比粒子群算法更有效。
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引用次数: 8
Hand tremor analyzer using accelerometry for preliminary diagnosis, classification and monitoring of selected movement disorders 手震颤分析仪使用加速度计初步诊断,分类和监测选定的运动障碍
Ramon G. Garcia, A. Ballado, A. Paglinawan, C. Paglinawan, Regina B. Gavino, Bruce Aeron J. Magcamit, J. C. Miranda, Mario F. Tiongson
In this paper, a system that is designed to analyze and monitor hand tremor which is to aid medical practitioners in classifying and diagnosing movement disorders in accordance to the frequency of the tremor. The tremor classifications fall into Parkinsons, Essential, and Drug Induced. Diagnosing the underlying cause of tremor does not necessarily lead to curing of the disease itself, but usually works on curing the symptom or lessening it. By maximizing the framework of the system, it can produce useful information about the tremors that is used for emergency and medical diagnosis. The tremors at least 3 Hz, at most 12 Hz can be detected. This device can be useful for the early detection of Parkinson's disease and other pathological tremors, aiding medical practitioners in terms in a time efficient way. The device can be used to monitor the progression of the tremor.
本文设计了一个手部震颤的分析和监测系统,以帮助医生根据震颤的频率对运动障碍进行分类和诊断。震颤分为帕金森氏症、原发性震颤和药物诱发性震颤。诊断震颤的潜在原因并不一定能治愈疾病本身,但通常有助于治愈症状或减轻症状。通过最大化系统的框架,它可以产生关于地震的有用信息,用于紧急和医疗诊断。能检测到最少3hz,最多12hz的震动。该设备可用于帕金森病和其他病理性震颤的早期检测,以一种有效的方式帮助医疗从业者。该装置可用于监测震颤的进展。
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引用次数: 6
Analysis of consistence level using new method of statistical transformation approach in multi-spectral fluctuation pattern 基于统计变换的多光谱波动模式一致性分析
Melinda, A. Tamsir, Basari, D. Gunawan
In this study, quite new method of statistical approach which is known as TST (tamsir statistical transformation) is introduced. TST is applied in order to obtain a consistence level of multi-spectral fluctuation pattern of HHF (high high-frequency). This is done because the data from the measurement results have large amount of data and have not been consistent yet. Therefore, it is essential to have quite good method to treat the data that can bridge the data processing previously. There are several parameters of the data analysis, which will be discussed, such as: the value of Total-C (total value comparison), consistence of fluctuation (CF), consistence of variance to mean ratio (C-VMR) and consistence of value (CV). Besides, the data are broken down into several groups of data. This is done because it is fruitful to seek the best group that has preferable consistence compare to others. The results obtained show that the statistical approach can determine the consistent results of data grouping for large data size. Moreover, the new approach of TST can accommodate to compute the consistence level of multi-spectral fluctuation pattern.
本文介绍了一种新的统计方法,即坦西尔统计变换。采用TST是为了获得高频段多光谱波动模式的一致性水平。这样做是因为来自测量结果的数据量很大,而且还不一致。因此,有一个比较好的方法来处理以前的数据处理是很重要的。数据分析有几个参数,将讨论,如:total - c(总价值比较)的值,波动一致性(CF),方差均值比的一致性(C-VMR)和值的一致性(CV)。此外,数据被分成几组数据。这样做是因为寻找最好的团队比其他团队具有更好的一致性是富有成效的。结果表明,统计方法可以确定大数据量下数据分组结果的一致性。此外,新的TST方法可以计算多光谱波动模式的一致性水平。
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引用次数: 6
Load management for Voltage Stability control in multi-area power system 多区域电力系统电压稳定控制的负荷管理
S. A. S. Mustaffa, I. Musirin, Muhammad Murtadha Othman, R. H. Salimin
Voltage stability is one of the important issues in the existing power system network and in this paper presents the reactive power load management for voltage stability control in multi-area power system. Evolutionary Programming (EP) as optimization technique was employed in order to manage the load with the aim to control the voltage stability. Pre-developed Fast Voltage Stability Index (FVSI) was utilized as an instrument for voltage security assessment. Single-load and multi-load increment were performed on several loading conditions to obtain maximum reactive power loading with FVSI range from 0 to 0.95 p.u. The proposed EP optimization technique managed to outperform the traditional voltage stability assessment (VSA) approach in terms of achieving accurate results.
电压稳定是现有电网的重要问题之一,本文提出了多区域电力系统电压稳定控制的无功负荷管理方法。采用进化规划(EP)作为优化技术对负荷进行管理,以达到控制电压稳定的目的。采用预开发的快速电压稳定指数(FVSI)作为电压安全评估的工具。在不同的负载条件下分别进行单负荷和多负荷增量,获得最大无功负荷,FVSI范围为0 ~ 0.95 p.u.。所提出的EP优化技术在获得准确结果方面优于传统的电压稳定评估(VSA)方法。
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引用次数: 8
In-situ particle monitor using virtual metrology system for measuring particle contamination during plasma etching process 采用虚拟测量系统对等离子体蚀刻过程中的粒子污染进行现场监测
M. F. Abdullah, M. K. Osman, Noratika Mohammad Somari, A. I. C. Ani, Sooria Pragash Rao S. Appanan, Loh Kwang Hooi
This paper present an analysis on in-situ particle monitor using virtual metrology system for particle contamination measurement. In the process of manufacturing semiconductor devices, detecting particle contamination in process tools is a vital factor for determining the product yield. In-situ monitoring of particle contamination can be as accurate and cost effective method of contamination control depend on type of particle monitoring sensor selection and its data used for virtual metrology. In this study, data samples are obtained from three system; Statistical Process Control (SPC) data base, Advanced Process Control (APC) data base and Hamamatsu Multiband Plasma Process Monitor system. Then, an artificial neural network based classifier called multilayer perceptron (MLP) network is applied to measure the particle contamination level from the given dataset. The performance of MLP network is compared using two different algorithms namely Levernberg-Marquad (LM) and resilient back-propagation (RP) algorithm. Based on the simulation results, it can be concluded that the MLP network using LM algorithm gives the best regression result of 0.999 and 0.54 during the training and testing respectively. The outcome of this project is in-situ particle monitor would be able to detect particle in the oxide etch chamber as alternative for Surf-scan methodology for each processed wafers.
本文分析了利用虚拟计量系统对颗粒污染进行现场监测的方法。在半导体器件的制造过程中,检测加工工具中的颗粒污染是决定产品良率的重要因素。颗粒污染的现场监测可以作为一种准确和经济有效的污染控制方法,这取决于颗粒监测传感器的类型选择及其用于虚拟计量的数据。在本研究中,数据样本来自三个系统;统计过程控制(SPC)数据库,先进过程控制(APC)数据库和滨松多波段等离子体过程监测系统。然后,应用基于人工神经网络的多层感知器(MLP)网络来测量给定数据集的颗粒污染程度。采用Levernberg-Marquad (LM)算法和弹性反向传播(RP)算法对MLP网络的性能进行了比较。根据仿真结果,可以得出使用LM算法的MLP网络在训练和测试时的最佳回归结果分别为0.999和0.54。该项目的结果是,现场颗粒监测器将能够检测氧化物蚀刻室中的颗粒,作为每个加工晶圆的surf扫描方法的替代方案。
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引用次数: 5
Eye movement activity that affected the eye signals using electrooculography (EOG) technique 利用眼电图技术研究影响眼信号的眼动活动
N. Noor, Muhammad Azhan Muzammil Mustafa
The purpose of project is to study the effect of the eye movement activity using electrooculography technique which are open, close and blinking the eye as well as reading activity. The electrooculography is a technique that measured the corneo-retinal standing potential between front and back of the human eye. This resulting signal is called the electrooculogram (EOG). In order to collect the eye signal, the circuit is developed by Arduino Olimexino 328 circuit. The circuit is interfaced between Arduino and MATLAB software. Then, the Ag/AgCl electrodes are used to detect the EOG signal by placing the electrodes near the face. The signals are recorded and analysed based on four activities of eye movement. In this project, there are 5 subjects involve which are 2 males and 3 females. The results from these activities can be differentiated between the others signals such as upward, downward, rightward and leftward. These EOG signals can be used as a communication tools between human and machine such as wheelchair robot and rehabilitation purposes by developing the algorithm.
本课题的目的是利用眼电技术研究睁眼、闭眼、眨眼以及阅读活动对眼动活动的影响。眼电图是一种测量人眼前后角膜视网膜站立电位的技术。由此产生的信号称为眼电图(EOG)。为了采集眼球信号,电路采用Arduino Olimexino 328电路开发。该电路是Arduino和MATLAB软件之间的接口。然后,将Ag/AgCl电极放置在面部附近,用于检测EOG信号。这些信号是根据眼球运动的四种活动记录和分析的。在这个项目中,共有5名受试者,其中2名男性,3名女性。这些活动的结果可以与其他信号(如向上、向下、向右和向左)区分开来。通过算法的开发,这些eeg信号可以作为轮椅、机器人等机器之间的通信工具和康复目的。
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引用次数: 5
Service network security management (SNSM) framework, a solution to SOSE security challenge 业务网络安全管理(SNSM)框架,解决soe的安全挑战
M. Ahmed, S. Letchmunan, A. S. Baharudin
SOSE is a novel software development paradigm that results in flexible, loose-coupled and end-to-end applications. However, the adoption of this innovation is slowed by security challenge. Apparently, the use of only TLS (transport layer security) security technique for SOSE systems is inappropriate because it provides only point-to-point security support to the communicating parties. While, an end-to-end security mechanism is necessary to effectively secure SOSE applications. Consequently, this paper provides SNSM framework, a solution to SOSE security challenge by integrating many technologies including OASIS's web service security standard, W3C's XML digital signature and XML encryption standards into SOAP envelope to ensure end-to-end security at the message level. In the implementation of the framework, proxy service, a virtual service hosted in the Enterprise Service Bus (ESB) was used to enforce security services as a Quality of service (QOS) requirement. The results show that SNSM framework recorded 10 millisecond average response time above unsecured service, whereas, the TLS secured service has the largest average response time.
sse是一种新颖的软件开发范例,它产生灵活的、松耦合的端到端应用程序。然而,这种创新的采用受到安全挑战的阻碍。显然,仅为sse系统使用TLS(传输层安全)安全技术是不合适的,因为它仅向通信各方提供点对点安全支持。同时,端到端安全机制对于有效保护sse应用程序是必要的。因此,本文提供了SNSM框架,通过将OASIS的web服务安全标准、W3C的XML数字签名和XML加密标准等多种技术集成到SOAP信封中,以确保消息级的端到端安全,从而解决了SOAP安全挑战。在框架的实现中,代理服务(驻留在企业服务总线(ESB)中的虚拟服务)被用来作为服务质量(QOS)需求来强制执行安全服务。结果表明,SNSM框架的平均响应时间比不安全服务高10毫秒,而TLS安全服务的平均响应时间最大。
{"title":"Service network security management (SNSM) framework, a solution to SOSE security challenge","authors":"M. Ahmed, S. Letchmunan, A. S. Baharudin","doi":"10.1109/ICCSCE.2016.7893576","DOIUrl":"https://doi.org/10.1109/ICCSCE.2016.7893576","url":null,"abstract":"SOSE is a novel software development paradigm that results in flexible, loose-coupled and end-to-end applications. However, the adoption of this innovation is slowed by security challenge. Apparently, the use of only TLS (transport layer security) security technique for SOSE systems is inappropriate because it provides only point-to-point security support to the communicating parties. While, an end-to-end security mechanism is necessary to effectively secure SOSE applications. Consequently, this paper provides SNSM framework, a solution to SOSE security challenge by integrating many technologies including OASIS's web service security standard, W3C's XML digital signature and XML encryption standards into SOAP envelope to ensure end-to-end security at the message level. In the implementation of the framework, proxy service, a virtual service hosted in the Enterprise Service Bus (ESB) was used to enforce security services as a Quality of service (QOS) requirement. The results show that SNSM framework recorded 10 millisecond average response time above unsecured service, whereas, the TLS secured service has the largest average response time.","PeriodicalId":6540,"journal":{"name":"2016 6th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)","volume":"82 1","pages":"228-233"},"PeriodicalIF":0.0,"publicationDate":"2016-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83250202","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pressure history in hydrodynamic ram (HRAM) by using FEM-SPH approach 基于FEM-SPH方法的水动力ram压力历史研究
M. Aziz, W. Kuntjoro, N. David
This paper presents the coupling of finite element method (FEM) with smoothed particle hydrodynamics (SPH) to simulate the impact in hydrodynamic ram (HRAM). The main objective was to determine the pressure history by specific particle, which was a new point of view in HRAM study. Commonly, pressure history was obtained by many particles which located at the same location but at different time. Fragment simulating projectile (FSP) with velocity of 972 m/s was employed to impact water-filled tank. For validation purpose, two parameters i.e. mode of failure and wall deformation were employed. Good agreement was observed. On top of pressure history result, pressure and location of the particle at various times were presented.
本文提出了将有限元法(FEM)与光滑颗粒流体力学(SPH)相结合的方法来模拟流体动力冲压件(HRAM)内的冲击。主要目的是确定特定颗粒的压力历史,这是HRAM研究的一个新观点。通常,压力历史是由位于同一位置但在不同时间的多个粒子获得的。采用速度为972 m/s的破片模拟弹(FSP)冲击充水箱。为了验证,采用了破坏模式和壁面变形两个参数。观察到很好的一致。在压力历史结果的基础上,给出了颗粒在不同时间的压力和位置。
{"title":"Pressure history in hydrodynamic ram (HRAM) by using FEM-SPH approach","authors":"M. Aziz, W. Kuntjoro, N. David","doi":"10.1109/ICCSCE.2016.7893554","DOIUrl":"https://doi.org/10.1109/ICCSCE.2016.7893554","url":null,"abstract":"This paper presents the coupling of finite element method (FEM) with smoothed particle hydrodynamics (SPH) to simulate the impact in hydrodynamic ram (HRAM). The main objective was to determine the pressure history by specific particle, which was a new point of view in HRAM study. Commonly, pressure history was obtained by many particles which located at the same location but at different time. Fragment simulating projectile (FSP) with velocity of 972 m/s was employed to impact water-filled tank. For validation purpose, two parameters i.e. mode of failure and wall deformation were employed. Good agreement was observed. On top of pressure history result, pressure and location of the particle at various times were presented.","PeriodicalId":6540,"journal":{"name":"2016 6th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)","volume":"176 1","pages":"108-112"},"PeriodicalIF":0.0,"publicationDate":"2016-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76463790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Design and development: Actuator of powered knee orthosis a prototype 设计与开发:动力式膝关节矫形器执行器原型
A. S. Yusof, A. Che-Ani, Z. Hussain, N. Hamzah, S. Z. Yahaya
Recent technological advances has made knee orthosis to become a robotic device known as powered knee orthosis (PKO). This paper describes the design and development of PKO which have high torque and high back-drive-ability. Both criteria are the most important things in designing a PKO to avoid control issues. There are many existing design of PKO, especially the main part of the design which is knee actuator. Outrunner type of brushless DC motor (BLDCM) as an actuator was used to give an external power to the user during knee flexion or extension. This device capable of assisting knee movement but feels transparent during movement. Simple preliminary shank lifting experiment tested on one healthy subject, was conducted and observed. Thus the approached PKO can lift the subject's leg during actuator on with highly back drivable during actuator off.
最近的技术进步使膝关节矫形器成为一种机器人装置,称为动力膝关节矫形器(PKO)。本文介绍了一种具有大扭矩和高反驱动性能的PKO的设计与研制。在设计PKO以避免控制问题时,这两个标准都是最重要的。现有的PKO设计有很多,特别是设计的主要部分是膝关节作动器。采用跑动式无刷直流电动机(BLDCM)作为致动器,在膝关节屈伸时为使用者提供外部动力。这个装置能够帮助膝盖运动,但在运动过程中感觉是透明的。对一名健康受试者进行了简单的初步提腿试验,并进行了观察。因此,接近的PKO可以在驱动器打开期间抬起受试者的腿,在驱动器关闭期间高度向后驱动。
{"title":"Design and development: Actuator of powered knee orthosis a prototype","authors":"A. S. Yusof, A. Che-Ani, Z. Hussain, N. Hamzah, S. Z. Yahaya","doi":"10.1109/ICCSCE.2016.7893641","DOIUrl":"https://doi.org/10.1109/ICCSCE.2016.7893641","url":null,"abstract":"Recent technological advances has made knee orthosis to become a robotic device known as powered knee orthosis (PKO). This paper describes the design and development of PKO which have high torque and high back-drive-ability. Both criteria are the most important things in designing a PKO to avoid control issues. There are many existing design of PKO, especially the main part of the design which is knee actuator. Outrunner type of brushless DC motor (BLDCM) as an actuator was used to give an external power to the user during knee flexion or extension. This device capable of assisting knee movement but feels transparent during movement. Simple preliminary shank lifting experiment tested on one healthy subject, was conducted and observed. Thus the approached PKO can lift the subject's leg during actuator on with highly back drivable during actuator off.","PeriodicalId":6540,"journal":{"name":"2016 6th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)","volume":"30 1","pages":"575-579"},"PeriodicalIF":0.0,"publicationDate":"2016-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73321659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
期刊
2016 6th IEEE International Conference on Control System, Computing and Engineering (ICCSCE)
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