Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019310
M. Sweety, G. Jiji
Alzheimer's disease (AD) is a disease that attacks the brain which worsens as it progresses and it eventually lead to the death. This paper is based on the proposed technique Particle swarm optimization (PSO) for feature reduction and Decision Tree Classifier for classification. Earlier detection of AD is carried out in 3 phases. In the first phase, features such as eigen vectors, eigen brain, mean, variance, skewness, kurtosis, standard deviation, area, perimeter, eccentricity are extracted from MRI Images. In the second phase, feature reduction is carried out by Particle swarm optimization(PSO) and in third phase, Decision Tree Classifier is used to detect whether the brain image is affected by the Alzheimer disease or not. The proposed work is also compared with earlier works.
{"title":"Detection of Alzheimer disease in brain images using PSO and Decision Tree Approach","authors":"M. Sweety, G. Jiji","doi":"10.1109/ICACCCT.2014.7019310","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019310","url":null,"abstract":"Alzheimer's disease (AD) is a disease that attacks the brain which worsens as it progresses and it eventually lead to the death. This paper is based on the proposed technique Particle swarm optimization (PSO) for feature reduction and Decision Tree Classifier for classification. Earlier detection of AD is carried out in 3 phases. In the first phase, features such as eigen vectors, eigen brain, mean, variance, skewness, kurtosis, standard deviation, area, perimeter, eccentricity are extracted from MRI Images. In the second phase, feature reduction is carried out by Particle swarm optimization(PSO) and in third phase, Decision Tree Classifier is used to detect whether the brain image is affected by the Alzheimer disease or not. The proposed work is also compared with earlier works.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116924890","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019458
T. Siraj Ahmed, S. Sao, K. Anjaneyulu
Induction Motors are the major rotating device used in industrial applications, in which both torque and the speed precise control is achieved. After the existing of fast acting solid state switching devices the controlling of ac motor drives became simple, prior to that DC motors were dominated in industrial drive applications as the torque and speed would have controlled independently and was not possible earlier with Ac motor drives. There are many disadvantages of DC motor drive which are overcome with AC motor drives. There are various methods of controlling Induction motor drive but the best method is the Direct Torque Control the only drawback in this method is the torque ripple. From the basic equations of controlling the parameters it is noted that Stator resistance is one of the parameter on which the torque ripple depend, almost in all Induction motor drives this is considered as constant value, but stator resistance varies with the temperature. In this paper a clear study has been made on torque ripple variations with the variation in stator resistance. The study has been carried out in Using Matlab/Simulink software package.
{"title":"Simulation study of torque ripple of an induction motor drive under thermal variations","authors":"T. Siraj Ahmed, S. Sao, K. Anjaneyulu","doi":"10.1109/ICACCCT.2014.7019458","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019458","url":null,"abstract":"Induction Motors are the major rotating device used in industrial applications, in which both torque and the speed precise control is achieved. After the existing of fast acting solid state switching devices the controlling of ac motor drives became simple, prior to that DC motors were dominated in industrial drive applications as the torque and speed would have controlled independently and was not possible earlier with Ac motor drives. There are many disadvantages of DC motor drive which are overcome with AC motor drives. There are various methods of controlling Induction motor drive but the best method is the Direct Torque Control the only drawback in this method is the torque ripple. From the basic equations of controlling the parameters it is noted that Stator resistance is one of the parameter on which the torque ripple depend, almost in all Induction motor drives this is considered as constant value, but stator resistance varies with the temperature. In this paper a clear study has been made on torque ripple variations with the variation in stator resistance. The study has been carried out in Using Matlab/Simulink software package.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121909491","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019153
F. M. Harin Fernandez, R. Ponnusamy
To work effectively, the semantic web make explicit resources via ontologies. Semantic web is intended to make the machines to progress information themselves by understanding its significance. Ontology offers a shared collective understanding of application domain in concise and consensual manner. Ontology serves as a knowledge base domain by instantiating its concepts and semantic query language retrieves the information from the domain. The problem addressed in this paper is the challenge of automated populating and SPARQL query generator ontology given the type of input and retrieve the mandatory information from the personalized ontology. We propose personalized automated ontology for Non-Governmental Organization (NGO) system using Top-down methodology. An NGO is legally organized corporations that function independently from any form of government developed by likely or authorized persons. We propose an algorithm to populate and update ontology constantly based on user input as the requirement changes over time. Note to Practitioners - We develop Ontology by gathered information about various NGO's and built in owl language using protégé tool. The personalized NGO ontology is created by Top-Down Methodology. The users' natural language queries are automatically converted into equivalent SPARQL queries to retrieve information from ontology. To convert user query into SPARQL queries we used QuriOnto and Kuntt Moris Pratt algorithms. Using populate and update algorithm the NGO ontology can be modified constantly based on user input as the requirement changes over time. We develop event-based user interface for easy usage of ontology system. The personalized NGO ontology data are evaluated and result demonstrated in graphical forms. This System offers proper information for people approaching NGOs for fund raising or for benefit.
{"title":"Automated populates and updates personalized ontology with analysis result","authors":"F. M. Harin Fernandez, R. Ponnusamy","doi":"10.1109/ICACCCT.2014.7019153","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019153","url":null,"abstract":"To work effectively, the semantic web make explicit resources via ontologies. Semantic web is intended to make the machines to progress information themselves by understanding its significance. Ontology offers a shared collective understanding of application domain in concise and consensual manner. Ontology serves as a knowledge base domain by instantiating its concepts and semantic query language retrieves the information from the domain. The problem addressed in this paper is the challenge of automated populating and SPARQL query generator ontology given the type of input and retrieve the mandatory information from the personalized ontology. We propose personalized automated ontology for Non-Governmental Organization (NGO) system using Top-down methodology. An NGO is legally organized corporations that function independently from any form of government developed by likely or authorized persons. We propose an algorithm to populate and update ontology constantly based on user input as the requirement changes over time. Note to Practitioners - We develop Ontology by gathered information about various NGO's and built in owl language using protégé tool. The personalized NGO ontology is created by Top-Down Methodology. The users' natural language queries are automatically converted into equivalent SPARQL queries to retrieve information from ontology. To convert user query into SPARQL queries we used QuriOnto and Kuntt Moris Pratt algorithms. Using populate and update algorithm the NGO ontology can be modified constantly based on user input as the requirement changes over time. We develop event-based user interface for easy usage of ontology system. The personalized NGO ontology data are evaluated and result demonstrated in graphical forms. This System offers proper information for people approaching NGOs for fund raising or for benefit.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"88 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123646999","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019462
A. Ashe, A. P. Nayak, B. Patra, Soumya Bairishal
In this paper, we describe the various traditional and recently proposed intelligent methods for automatic voltage regulation (AVR) of a power generation unit. We vouch for using artificially intelligent paradigms and thus call it IVR (Intelligent Voltage Regulation). This system is generally deployed in hybrid and interconnected power generation systems. Traditionally PID controllers were used with controller parameter values decided manually and intuitively, which became non-practical as power grids started to interconnect. Then, soft-computing methods for building intelligent controllers based on fuzzy-logic were proposed. These then were integrated with swarm based optimization methods like PSO. A comparison among some of these alternatives is the main objective behind this research.
{"title":"IVR controllers in hybrid interconnected power generation systems","authors":"A. Ashe, A. P. Nayak, B. Patra, Soumya Bairishal","doi":"10.1109/ICACCCT.2014.7019462","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019462","url":null,"abstract":"In this paper, we describe the various traditional and recently proposed intelligent methods for automatic voltage regulation (AVR) of a power generation unit. We vouch for using artificially intelligent paradigms and thus call it IVR (Intelligent Voltage Regulation). This system is generally deployed in hybrid and interconnected power generation systems. Traditionally PID controllers were used with controller parameter values decided manually and intuitively, which became non-practical as power grids started to interconnect. Then, soft-computing methods for building intelligent controllers based on fuzzy-logic were proposed. These then were integrated with swarm based optimization methods like PSO. A comparison among some of these alternatives is the main objective behind this research.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123453050","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019263
A. Saonerkar, B. Bagde
This paper presents minimization of total power loss, improvement in bus voltage profile and branch currents using network reconfiguration, capacitor banks and optimum number of distributed generation (DG) units placement in radial distribution system (RDS). Genetic algorithm (GA) is used to determine highly non-linear problem of calculating total power loss of RDS which are subjected to operational equality and inequality constraints. The effectiveness of this method is illustrated by comparing the results with Harmony search algorithm (HSA) and GA from the literature. The solution to the objective of minimization of loss is obtained using MATLAB optimization toolbox and MATLAB programming environment on standard IEEE 33-bus test system with different case studies.
{"title":"Optimized DG placement in radial distribution system with reconfiguration and capacitor placement using genetic algorithm","authors":"A. Saonerkar, B. Bagde","doi":"10.1109/ICACCCT.2014.7019263","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019263","url":null,"abstract":"This paper presents minimization of total power loss, improvement in bus voltage profile and branch currents using network reconfiguration, capacitor banks and optimum number of distributed generation (DG) units placement in radial distribution system (RDS). Genetic algorithm (GA) is used to determine highly non-linear problem of calculating total power loss of RDS which are subjected to operational equality and inequality constraints. The effectiveness of this method is illustrated by comparing the results with Harmony search algorithm (HSA) and GA from the literature. The solution to the objective of minimization of loss is obtained using MATLAB optimization toolbox and MATLAB programming environment on standard IEEE 33-bus test system with different case studies.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"1 2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124334492","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019182
Sugandh Shah, B. Mehtre
With increasing world-wide connectivity of Information systems, and growth in accessibility of data resources, the threat to the Integrity and Confidentiality of Data and Services has also increased. Every now and then cases of Hacking and Exploitation are being observed. So in order to remain immune and minimize such threats, the Organizations conduct regular Vulnerability Assessment and Penetration Testing (VAPT) on their Technical Assets [1]. We at IDRBT have developed a new automated VAPT Testing Tool named Net-Nirikshak 1.0 which will help the Organizations to assess their Application/Services and analyze their Security Posture. Net-Nirikshak 1.0 detects the vulnerabilities based on the applications and Services being used on the target system. Apart from these it detects the SQL Injection vulnerabilities and reports all the Identified vulnerable links on the Target. Further the tool can also exploit the identified SQLI vulnerable links and grab confidential information from Target.The automated VAPT report generated by the tool is sent to the specified Email and all the traces of Scan along with the Report are removed from the Hard disk so as to ensure the Confidentiality of the VAPT Report. All the Technical and Operational aspects of Net-Nirikshak 1.0 are described in this paper along with the Outputs of a sample VAPT Test conducted on www.webscantest.com using Net-Nirikshak 1.0.
{"title":"An automated approach to Vulnerability Assessment and Penetration Testing using Net-Nirikshak 1.0","authors":"Sugandh Shah, B. Mehtre","doi":"10.1109/ICACCCT.2014.7019182","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019182","url":null,"abstract":"With increasing world-wide connectivity of Information systems, and growth in accessibility of data resources, the threat to the Integrity and Confidentiality of Data and Services has also increased. Every now and then cases of Hacking and Exploitation are being observed. So in order to remain immune and minimize such threats, the Organizations conduct regular Vulnerability Assessment and Penetration Testing (VAPT) on their Technical Assets [1]. We at IDRBT have developed a new automated VAPT Testing Tool named Net-Nirikshak 1.0 which will help the Organizations to assess their Application/Services and analyze their Security Posture. Net-Nirikshak 1.0 detects the vulnerabilities based on the applications and Services being used on the target system. Apart from these it detects the SQL Injection vulnerabilities and reports all the Identified vulnerable links on the Target. Further the tool can also exploit the identified SQLI vulnerable links and grab confidential information from Target.The automated VAPT report generated by the tool is sent to the specified Email and all the traces of Scan along with the Report are removed from the Hard disk so as to ensure the Confidentiality of the VAPT Report. All the Technical and Operational aspects of Net-Nirikshak 1.0 are described in this paper along with the Outputs of a sample VAPT Test conducted on www.webscantest.com using Net-Nirikshak 1.0.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124799382","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019393
D. K. Santhosh Kumar, M. Kamath
Today the internet has become a part of human beings life. To get the information what the user is requesting is the job of search engine which indeed takes the help of web crawler. Designing and developing a competent web crawler is a challenging task. This paper proposes Web crawler and Indexer. The WebCrawler consist of crawler services and indexer services and realized as web services. The crawler and indexer services communicate using XML, SOAP and WSDL. The web pages are fetched and parsed for retrieving all the hyperlinks by the crawler service, and then the same process is continued recursively using the Breadth-First strategy. The result of crawler service is downloaded and given as an input to the indexer services by passing the message using web services. Then the indexer service parses the HTML pages, removes stop words, stemming of keywords are carried out as pre-processing steps. Finally the result is stored in the form of inverted index.
{"title":"Design and implementation of competent web crawler and indexer using web services","authors":"D. K. Santhosh Kumar, M. Kamath","doi":"10.1109/ICACCCT.2014.7019393","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019393","url":null,"abstract":"Today the internet has become a part of human beings life. To get the information what the user is requesting is the job of search engine which indeed takes the help of web crawler. Designing and developing a competent web crawler is a challenging task. This paper proposes Web crawler and Indexer. The WebCrawler consist of crawler services and indexer services and realized as web services. The crawler and indexer services communicate using XML, SOAP and WSDL. The web pages are fetched and parsed for retrieving all the hyperlinks by the crawler service, and then the same process is continued recursively using the Breadth-First strategy. The result of crawler service is downloaded and given as an input to the indexer services by passing the message using web services. Then the indexer service parses the HTML pages, removes stop words, stemming of keywords are carried out as pre-processing steps. Finally the result is stored in the form of inverted index.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125148746","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019279
Tangudu Ramji
Current wireless distributed computing (WDC) system has one of the major factors is latency. There has a demand for power efficiency, reliable in its communication system. These demands under fading channel conditions give stupendous challenges to WDC system over traditional distributed computing system. In this paper, the objective is to minimize the latency. Where constraints are considered as power efficiency and accuracy in huge data rate transmitting and receiving. I propose OFDMA based WDC system, to achieve the zero interference. This paper uses an evolutionary method, called the particle swarm optimization (PSO). This algorithm gives global optimum solution to above specified objective function with particularized constraints. The performance of proposed system with enumerated algorithm is analyzed using computer simulation.
{"title":"Latency optimization and power efficiency with higher transmission data rate in OFDMA based wireless distributed computing system","authors":"Tangudu Ramji","doi":"10.1109/ICACCCT.2014.7019279","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019279","url":null,"abstract":"Current wireless distributed computing (WDC) system has one of the major factors is latency. There has a demand for power efficiency, reliable in its communication system. These demands under fading channel conditions give stupendous challenges to WDC system over traditional distributed computing system. In this paper, the objective is to minimize the latency. Where constraints are considered as power efficiency and accuracy in huge data rate transmitting and receiving. I propose OFDMA based WDC system, to achieve the zero interference. This paper uses an evolutionary method, called the particle swarm optimization (PSO). This algorithm gives global optimum solution to above specified objective function with particularized constraints. The performance of proposed system with enumerated algorithm is analyzed using computer simulation.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128778311","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019324
D. Pradeepkannan, S. Sathiyamoorthy
Conventional PID controller is a well known controller used in almost all process Industries for controlling the process parameters at desired set value. The tuning of these controllers is done by a classical Zeigler Nichols (ZN) tuning. As the process tanks are connected in an interacting mode, there exhibits a highly nonlinear dynamic behavior and time delays between the inputs and outputs. The ZN tuned PID controller parameters does not cope with all operating points as it exhibits different non linear characteristics at various operating points. This paper aims at real time implementation of enhanced PID controller performance for a nonlinear coupled spherical tank process. The methodology followed in this paper is to keep the ZN tuned PID values as the base value so as to fine tune these parameters using an Genetic Algorithm approach to obtain the optimal set of tuning values which can cope up with all operating points. Applying the governing mass balance equations, the mathematical model is determined and found to be (FOPDT) First order plus dead time model. The controller performance of the ZN tuned PID controller is fine tuned using GA based PID controller in terms of time domain specification as well as performance indices. Better enhanced controller performance was obtained for a GA tuned PID controller than that of ZN tuned PID controller at various operating points. All the simulations are carried out in Mat lab environment and the real time implementation is done on a coupled interacting spherical tank setup in LabVIEW Environment using NI Compact RIO 9024.
传统的PID控制器是一种众所周知的控制器，几乎在所有的过程工业中用于控制过程参数在期望的设定值。这些控制器的调谐是由经典的Zeigler Nichols (ZN)调谐完成的。由于过程罐以交互方式连接，在输入和输出之间表现出高度非线性的动态行为和时间延迟。ZN整定PID控制器参数在不同的工作点表现出不同的非线性特性，不能适应所有的工作点。本文的目的是对非线性耦合球罐过程进行增强PID控制器性能的实时实现。本文采用的方法是将ZN整定的PID值作为基值，利用遗传算法对这些参数进行微调，得到能应付所有工作点的最优整定值集。应用控制质量平衡方程，确定了该系统的数学模型为FOPDT一阶加死区时间模型。采用基于遗传算法的PID控制器，从时域规格和性能指标两个方面对ZN整定PID控制器的控制器性能进行了微调。在不同的工作点上，遗传算法整定PID控制器的控制性能比ZN整定PID控制器有更好的提高。所有的仿真都在Mat实验室环境中进行，并在LabVIEW环境中使用NI Compact RIO 9024在耦合交互球形罐装置上进行了实时实现。
{"title":"Control of a non-linear coupled spherical tank process using GA tuned PID controller","authors":"D. Pradeepkannan, S. Sathiyamoorthy","doi":"10.1109/ICACCCT.2014.7019324","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019324","url":null,"abstract":"Conventional PID controller is a well known controller used in almost all process Industries for controlling the process parameters at desired set value. The tuning of these controllers is done by a classical Zeigler Nichols (ZN) tuning. As the process tanks are connected in an interacting mode, there exhibits a highly nonlinear dynamic behavior and time delays between the inputs and outputs. The ZN tuned PID controller parameters does not cope with all operating points as it exhibits different non linear characteristics at various operating points. This paper aims at real time implementation of enhanced PID controller performance for a nonlinear coupled spherical tank process. The methodology followed in this paper is to keep the ZN tuned PID values as the base value so as to fine tune these parameters using an Genetic Algorithm approach to obtain the optimal set of tuning values which can cope up with all operating points. Applying the governing mass balance equations, the mathematical model is determined and found to be (FOPDT) First order plus dead time model. The controller performance of the ZN tuned PID controller is fine tuned using GA based PID controller in terms of time domain specification as well as performance indices. Better enhanced controller performance was obtained for a GA tuned PID controller than that of ZN tuned PID controller at various operating points. All the simulations are carried out in Mat lab environment and the real time implementation is done on a coupled interacting spherical tank setup in LabVIEW Environment using NI Compact RIO 9024.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"112 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128103189","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}
Pub Date : 2014-05-08DOI: 10.1109/ICACCCT.2014.7019145
Satendra Kumar, Anamika Yadav
Rapid growth in Internet and in parallel attacks, vulnerability and threats, has made intrusion detection systems very essential component in all parts of security infrastructure. Building IDS is not a new task, classical signature based IDS are used but they are unable to handle novel attacks. In this paper artificial neural network based intrusion detection is proposed for complete KDD cup 99 dataset. Performance of the proposed ANN based IDS system is evaluated and results shows high anomaly detection accuracy for the complete KDD cup 99 dataset as compared to existing techniques.
随着互联网的快速发展以及并行攻击、漏洞和威胁的日益增多，入侵检测系统已成为安全基础设施中必不可少的组成部分。建立入侵检测系统并不是一项新任务，传统的基于签名的入侵检测系统被使用，但它们无法处理新的攻击。针对KDD cup 99完整数据集，提出了基于人工神经网络的入侵检测方法。对基于人工神经网络的IDS系统的性能进行了评估，结果表明，与现有技术相比，对于完整的KDD cup 99数据集，IDS系统的异常检测精度很高。
{"title":"Increasing performance Of intrusion detection system using neural network","authors":"Satendra Kumar, Anamika Yadav","doi":"10.1109/ICACCCT.2014.7019145","DOIUrl":"https://doi.org/10.1109/ICACCCT.2014.7019145","url":null,"abstract":"Rapid growth in Internet and in parallel attacks, vulnerability and threats, has made intrusion detection systems very essential component in all parts of security infrastructure. Building IDS is not a new task, classical signature based IDS are used but they are unable to handle novel attacks. In this paper artificial neural network based intrusion detection is proposed for complete KDD cup 99 dataset. Performance of the proposed ANN based IDS system is evaluated and results shows high anomaly detection accuracy for the complete KDD cup 99 dataset as compared to existing techniques.","PeriodicalId":239918,"journal":{"name":"2014 IEEE International Conference on Advanced Communications, Control and Computing Technologies","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128525485","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}
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