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2018 International Conference on Advanced Computation and Telecommunication (ICACAT)最新文献

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Stock Price Prediction on Daily Stock Data using Deep Neural Networks 基于深度神经网络的每日股票价格预测
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933791
S. Jain, Roopam K. Gupta, Asmita A. Moghe
The price of a stock is volatile and complex in nature which makes its prediction a difficult task. This paper plans to predict the prices of Tata Consultancy Services (TCS) and Madras Rubber Factory Limited (MRF) stocks on a short-term basis. In this paper, a comparative analysis of various Deep Neural Network techniques applied for a stock price prediction application is done. The networks used are pertinent to the problem include Convolutional Neural Networks, Long Short-Term Memory Networks and Conv1D-LSTM. The different neural network models are trained on daily stock price data which includes Open High, Low, and Close price values. These are used to predict the next day closing price. From the last 5 days of data, the prediction is made. Results of different models a recompared with each other. In this paper, a deep neural network Conv1D-LSTM is proposed which is based on the combining of layers of two different techniques – CNN and LSTM top redict the price of a stock. The performance of the models is evaluated using RMSE, MAE and MAPE. These errors in Conv1D-LSTM model are found to be very low compared to CNN & LSTM. For stock price prediction, Conv1DLSTMnetworkisfoundtobeeffective,depending on the nature of stock hyper-parameters may require some variations.
股票价格的波动性和复杂性使其预测成为一项困难的任务。本文计划在短期基础上预测塔塔咨询服务公司(TCS)和马德拉斯橡胶厂有限公司(MRF)的股票价格。本文对各种深度神经网络技术在股票价格预测中的应用进行了比较分析。与该问题相关的网络包括卷积神经网络、长短期记忆网络和Conv1D-LSTM。不同的神经网络模型是在每日股票价格数据上训练的,包括开盘高点、低点和收盘价。这些都是用来预测第二天的收盘价。根据最近5天的数据进行预测。对不同模型的计算结果进行了比较。本文提出了一种基于CNN和LSTM两种不同技术层相结合的深度神经网络Conv1D-LSTM对股票价格进行预测。使用RMSE、MAE和MAPE对模型的性能进行了评估。与CNN和LSTM相比,Conv1D-LSTM模型的这些误差非常低。对于股票价格预测,conv1dlstm网络是有效的,根据股票的性质,超参数可能需要一些变化。
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引用次数: 27
Utilization of OVSF codes for service Enhancement of LTE-R 利用OVSF码增强LTE-R业务
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933776
Mario Ligwa, V. Balyan, B. Groenewald
The paper is focused on railway wireless communication reliability. Along with the review of the available work, the paper proposes use of 3G interface of eNodeB for fast moving trains with LTE interface. The LTE-R is the key technology which assigns resource blocks (RBs) to users. Due to the frequent handovers, the reliability is a key issue in fast moving trains. The railway communication is not limited to urban areas; in rural areas, LTE interface is available using public communication systems mostly which raises serious concerns of connectivity. In this paper, the eNodeB which is equipped with 3G interface is considered as an alternative of LTE resources in areas with 3G connectivity only and is used mostly for voice communication in areas where LTE resources are available. The proposed 3G interface uses orthogonal variable spreading factor (OVSF) codes as radio resources which suffer from code blocking problem with reduced interference. The work is compared in both scenarios when 3G interface is used and when it is uses only LTE-R. The throughput increases and calls drop out decreases considerably.
本文主要研究铁路无线通信的可靠性问题。在回顾已有工作的基础上,提出将eNodeB的3G接口用于具有LTE接口的高速列车。LTE-R是为用户分配资源块的关键技术。由于切换频繁,高速列车的可靠性是一个关键问题。铁路交通不限于市区;在农村地区,LTE接口大多使用公共通信系统,这引起了严重的连通性问题。本文认为,在只有3G连接的地区,带有3G接口的eNodeB是LTE资源的替代,在有LTE资源的地区,eNodeB主要用于语音通信。所提出的3G接口采用正交可变扩频因子(OVSF)码作为无线资源,在减少干扰的同时存在码块问题。对比了使用3G接口和仅使用LTE-R接口两种场景下的工作效果。吞吐量增加,呼叫掉线大大减少。
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引用次数: 1
Comparison and Selection of Wavelets for Vibration Signals Denoising and Fault Detection of Rotating Machines using Neighborhood Correlation of SWT Coefficients 基于SWT系数邻域相关的旋转机械振动信号去噪与故障检测小波的比较与选择
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933643
R. Jha, P. D. Swami, Dhanpratap Singh
The vabartion signals carries the dynamic informations of the machine, which is useful for fault identification of the machine. The practical raw signals suffer from heavy noise, it is essential to retrieve the original signal from noisy raw signals. The signal processing techniques are very effective in such situations. The presence of noise in vibration signal is so large that its elimination results in information loss. In the proposed work noisy vibration signals corrupted by AWGN noise of faulty gear box faulty gear box are denoised using many wavelets and the results are compared. Stationary Wavelet Transform (SWT) is time invariant transform due to this property it is free from the aliasing problem. In this work SWT has been employed for vibration signal denoising and the results have been compared to the discrete wavelet Transfrom(DWT). The fault detection becomes easy for denoised signal and the analysis of its spectrum predicts the actual condition of the machine. The denoised results are compared on the basis of kurtosis.
故障信号携带着机器的动态信息,有助于机器的故障识别。实际的原始信号存在较大的噪声,如何从有噪声的原始信号中提取出原始信号至关重要。在这种情况下,信号处理技术是非常有效的。振动信号中存在很大的噪声,消除噪声会造成信息损失。在该方法中,利用多小波对故障齿轮箱的噪声进行降噪,并对降噪结果进行比较。平稳小波变换(SWT)是一种时不变变换,由于这一特性,它不存在混叠问题。在这项工作中,SWT被用于振动信号去噪,并将结果与离散小波变换(DWT)进行了比较。对去噪后的信号进行故障检测变得容易,对其频谱的分析可以预测机器的实际状态。在峰度的基础上对去噪结果进行比较。
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引用次数: 2
Study, Design and Analysis of 8 bit MIPS Processor using deepsubmicron CMOS C5 process 采用深亚微米CMOS C5工艺的8位MIPS处理器的研究、设计与分析
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933743
Divya Shukla, Ayoush Johari
MIPS abbreviation for Microprocessor without Interlocked Pipeline Stages it is an efficient version of RISC reduced instruction set computer. The MIPS processor is practiced and used often in because it has moderate level of complexity to comprise of features of futurist computational units, but isn’t highly complex. The latest version of MIPS processor is MIPS32/64 Release 6.In the previous to previous decade it is the most widely used processing unit that the predictions were made that it will be used each and every electronic designs and systems in the future and the area of application it will cover will be very vast like in Gaming Consoles to advance defense technologies. In this paper a brief study of 8-bit MIPS processor is carried out with few basic simulations. The design software used for implementation is Electric CAD and simulations are carried out using LTSpice.
MIPS是无联锁流水线阶段的微处理器的缩写,是RISC精简指令集计算机的一种高效版本。MIPS处理器经常被实践和使用,因为它具有中等程度的复杂性,可以包含未来主义计算单元的特征,但不是非常复杂。最新版本的MIPS处理器是MIPS32/64 Release 6。在过去的十年中,它是使用最广泛的处理单元,有人预测它将在未来的每一个电子设计和系统中使用,它将涵盖的应用领域将非常广泛,就像在游戏机中推进国防技术一样。本文对8位MIPS处理器进行了简单的研究,并进行了一些基本的仿真。设计软件为Electric CAD,仿真软件为LTSpice。
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引用次数: 1
Evaluate Performance of student by using Normalized data set, Fuzzy and A-priori Like Algorithm 采用归一化数据集、模糊算法和类先验算法对学生进行评价
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933774
Ruchi Katare, Dheresh Soni
The role of smart and talented tutoring system have necessary role in today scenario where every student wants to learn and calculate their subject performance through newly invented proposed system similar as smart and talented tutoring system, whereas less chance of error in comparison of human being. In this system student can check his exam performance through the test of his desired subjects calculate his performance after giving the test. This system has great importance for poor students because they give their test once again after watching some intelligent video and tutorials by these poor students can easily improve their performance. This new concept which is not provided in base paper. Newly invented proposed system using (DM) data mining algorithm with the concept of Fuzzy system (DMFS) to improve the percentage of the result in comparison of previous algorithm by 9%. These concept shows that proposed methodology similar as smart and talented tutoring system is very effective, powerful and efficient in comparison of existing system.
智能辅导系统的作用在今天的场景中具有必要的作用,每个学生都想通过类似于智能辅导系统的新发明的系统来学习和计算他们的学科成绩,而与人类相比,错误的可能性更小。在这个系统中,学生可以通过自己想要的科目的考试来检查自己的考试成绩,并在考试后计算自己的成绩。这个系统对贫困学生来说非常重要,因为他们在看了一些智能视频和辅导后再进行测试,可以很容易地提高他们的成绩。这是原纸中没有提供的新概念。新提出的系统采用DM数据挖掘算法,结合模糊系统(DMFS)的概念,与以前的算法相比,结果的百分比提高了9%。这些概念表明,与现有系统相比,所提出的方法是非常有效的、强大的、高效的。
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引用次数: 1
Security solutions in Cloud through customized IDS configuration at VM level 云中的安全解决方案,通过在虚拟机级别定制IDS配置
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933581
Yakuta Tayyebi, D. Bhilare
Security is one of the top concerns in the adoption of Cloud Computing. Due to the distributed architecture, assessed through the internet cloud architecture are exposed to critical network attacks. Intrusion Detection System is used to ensure network security and early detection of possible attacks. When deployed in Cloud architecture, Intrusion Detection System has to confront issues like high amounts of data to be processed due to high network traffic and high false alarm rates due to dynamic nature of cloud. This paper will provide overview of working of IDS and its deployment in cloud. We propose a novel algorithm that works in accordance with the Virtual Machine’s feature and network behavior to select signatures for configuring intrusion detection system at virtual machine level. This system aims at providing high detection accuracy with low false positive rate at affordable computational cost. We will use snort, a signature based detection tool to detect the known attacks. IDS at each instance will be configured with selected signatures in the cloud environment. The system developed is evaluated for IDS accuracy and resources required.
安全性是采用云计算的首要问题之一。由于采用分布式架构,通过互联网云架构进行评估,容易受到关键的网络攻击。入侵检测系统用于保证网络安全,及早发现可能发生的攻击。在云架构中部署入侵检测系统时,由于网络流量大,需要处理大量的数据,由于云的动态性,需要处理高虚警率等问题。本文将概述IDS的工作原理及其在云环境中的部署。本文提出了一种新的算法,根据虚拟机的特征和网络行为选择虚拟机级入侵检测系统的签名。该系统旨在以低廉的计算成本提供高检测精度和低误报率。我们将使用snort,一种基于签名的检测工具来检测已知的攻击。每个实例中的IDS都将使用云环境中的选定签名进行配置。对开发的系统进行了IDS精度和所需资源的评估。
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引用次数: 0
Smart Home Security System 智能家居安防系统
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933780
Aman Sharma, Anjana Goen
Now Technology has spread in every field of our lives. In present era, Everybody is having some kind of connectivity with technology whether in form of mobile, laptop or others. Here we are going to discuss the use of technology in field of home security. In this system, we are using ARDUINO UNO microcontroller board. This system is based on door lock security with the help of 2 high level security passwords and simultaneously the system would be connected with owner’s mobile phone through GSM Module So that the owner could open the door from remote location also. When any authorized would try to open the door, he would have to enter 2 passwords when asked to do so. If he enters right passwords then the door will get open. But in case, he enters any of the two or both passwords wrong then the system would get alert and send a message to the owner to ask him whether it is he or not and work accordingly. This system will be guard to Homes, Shops, Banks and institutions etc.
现在科技已经蔓延到我们生活的各个领域。在当今时代,每个人都与技术有某种联系,无论是手机,笔记本电脑还是其他形式。下面我们来讨论一下技术在家庭安防领域的应用。在本系统中,我们使用ARDUINO UNO微控制器板。本系统以门锁安全为基础,采用2个高级安全密码,同时通过GSM模块与主人手机连接,使主人也能远程开门。当任何被授权的人试图开门时,他必须在被要求时输入两个密码。如果他输入正确的密码,那么门就会打开。但如果他输入了两个或两个密码中的任何一个,系统就会发出警报,并向主人发送消息,询问他是否是他,并相应地工作。该系统将保护家庭,商店,银行和机构等。
{"title":"Smart Home Security System","authors":"Aman Sharma, Anjana Goen","doi":"10.1109/ICACAT.2018.8933780","DOIUrl":"https://doi.org/10.1109/ICACAT.2018.8933780","url":null,"abstract":"Now Technology has spread in every field of our lives. In present era, Everybody is having some kind of connectivity with technology whether in form of mobile, laptop or others. Here we are going to discuss the use of technology in field of home security. In this system, we are using ARDUINO UNO microcontroller board. This system is based on door lock security with the help of 2 high level security passwords and simultaneously the system would be connected with owner’s mobile phone through GSM Module So that the owner could open the door from remote location also. When any authorized would try to open the door, he would have to enter 2 passwords when asked to do so. If he enters right passwords then the door will get open. But in case, he enters any of the two or both passwords wrong then the system would get alert and send a message to the owner to ask him whether it is he or not and work accordingly. This system will be guard to Homes, Shops, Banks and institutions etc.","PeriodicalId":6575,"journal":{"name":"2018 International Conference on Advanced Computation and Telecommunication (ICACAT)","volume":"1 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74550697","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
Techno-Economic Comparison of On Grid and Off Grid Hybrid WT / Solar Photo Voltaic Connected Power Generating Unit Using HOMER 利用HOMER并网与离网混合WT /太阳能光伏并网发电机组的技术经济比较
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933685
K. Ritu, A. Wadhwani, A. Rajoria
This paper focuses on the economical feasibility of grid connected hybrid(PV/Wind turbine) power system for rural area application in India, Madhya Pradesh Satna District $(24^{circ}34$' 46.9776'' N and $80^{circ}49$' 55.8336'' E).The Hybrid PV/Wind power system which is the best renewable system has been chosen due to its complementary nature. The investigation was carried out by studying the potential of wind and solar energy and collecting data from different sources. Hybrid Optimization Model for Electrical Renewable (HOMER) software is used to design the system for giving an optimized result of the available data. A comparative analysis was performed by designing an off grid and on grid Hybrid system for the same location. A sensitivity analysis was also carried out to get a better understanding of which model is best suited from both efficiency and economy point of view. Generation and storage units for each system where properly sized in order to meet the yearly load and minimize the total annual cost to the customer. Simulation results indicates the feasibility and improved functionality of the system which makes it most cost effective for the proposed region.
本文重点研究了印度中央邦Satna地区(24^{circ}34$' 46.9776 " N和80^{circ}49$' 55.8336 " E)并网混合(光伏/风电)电力系统在农村地区应用的经济可行性,由于其互补性,选择了最佳的可再生能源系统光伏/风电混合发电系统。这项调查是通过研究风能和太阳能的潜力以及从不同来源收集数据来进行的。采用可再生电力系统的混合优化模型(HOMER)软件对系统进行设计,以给出可获得数据的优化结果。通过设计同一位置的离网和入网混合系统进行对比分析。还进行了敏感性分析,以更好地了解哪种模型最适合从效率和经济的角度来看。每个系统的发电和存储单元的大小适当,以满足年负荷并最大限度地减少客户的年总成本。仿真结果表明了该系统的可行性和改进的功能,使其在所提出的区域内最具成本效益。
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引用次数: 4
Dynamic Pricing in Movie Tickets using Regression Techniques 基于回归技术的电影票动态定价
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933733
Vaibhav Gupta, Kukdeep Singh, S. Arjaria, Bhaskar Biswas
In this work, we developed a hybrid model using data clustering and regression techniques to introduce a dynamic pricing scheme for booking online movie tickets. The model is based on different types of uncertainties in the given scenario. We study the performance of our model on four different regression techniques to maximize revenue generation
在这项工作中,我们开发了一个混合模型,使用数据聚类和回归技术来引入在线电影票预订的动态定价方案。该模型基于给定情景中不同类型的不确定性。我们研究了我们的模型在四种不同的回归技术上的表现,以最大化收益产生
{"title":"Dynamic Pricing in Movie Tickets using Regression Techniques","authors":"Vaibhav Gupta, Kukdeep Singh, S. Arjaria, Bhaskar Biswas","doi":"10.1109/ICACAT.2018.8933733","DOIUrl":"https://doi.org/10.1109/ICACAT.2018.8933733","url":null,"abstract":"In this work, we developed a hybrid model using data clustering and regression techniques to introduce a dynamic pricing scheme for booking online movie tickets. The model is based on different types of uncertainties in the given scenario. We study the performance of our model on four different regression techniques to maximize revenue generation","PeriodicalId":6575,"journal":{"name":"2018 International Conference on Advanced Computation and Telecommunication (ICACAT)","volume":"89 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77050767","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
Beyond Hadoop for e-commerce Big Data Analysis through Amazon 超越Hadoop,通过亚马逊进行电子商务大数据分析
Pub Date : 2018-12-01 DOI: 10.1109/ICACAT.2018.8933660
Ankush Verma, N. Sethi, Neelesh Jai
Analysis of big data is a challenging task as it involves large distributed file systems. The infrastructure require for analyzing big data is different from Amazon analysis technology and data mining on various types of data. Mapreduce is widely popular for analysis of big data. Mapreduce is working with mapping, sorting, shuffling and reducing using Master/Slave architecture. Similarly Amazon MapReduce programming model over large data set is introduced by Amazon, on the web especially used for ecommerce. In this paper Amazon EC2 cloud computing model used for central part of designed web and for collection and storing of large data Amazon uses S3. Amazon clusters is a group of servers which is working together to perform any type of tasks on distributed database on different servers in parallel. Amazon services are used in analysis of big data and to increase business efficiency
大数据分析是一项具有挑战性的任务,因为它涉及大型分布式文件系统。分析大数据所需的基础设施不同于亚马逊的分析技术和对各种类型数据的数据挖掘。Mapreduce在大数据分析方面广受欢迎。Mapreduce使用主/从架构处理映射、排序、改组和约简。类似地,亚马逊在大型数据集上引入了Amazon MapReduce编程模型,在网络上特别用于电子商务。本文采用Amazon EC2云计算模型作为设计的web的中心部分,Amazon使用S3来收集和存储大数据。Amazon集群是一组服务器,它们一起工作,在不同的服务器上并行地执行分布式数据库上的任何类型的任务。亚马逊的服务用于大数据分析和提高业务效率
{"title":"Beyond Hadoop for e-commerce Big Data Analysis through Amazon","authors":"Ankush Verma, N. Sethi, Neelesh Jai","doi":"10.1109/ICACAT.2018.8933660","DOIUrl":"https://doi.org/10.1109/ICACAT.2018.8933660","url":null,"abstract":"Analysis of big data is a challenging task as it involves large distributed file systems. The infrastructure require for analyzing big data is different from Amazon analysis technology and data mining on various types of data. Mapreduce is widely popular for analysis of big data. Mapreduce is working with mapping, sorting, shuffling and reducing using Master/Slave architecture. Similarly Amazon MapReduce programming model over large data set is introduced by Amazon, on the web especially used for ecommerce. In this paper Amazon EC2 cloud computing model used for central part of designed web and for collection and storing of large data Amazon uses S3. Amazon clusters is a group of servers which is working together to perform any type of tasks on distributed database on different servers in parallel. Amazon services are used in analysis of big data and to increase business efficiency","PeriodicalId":6575,"journal":{"name":"2018 International Conference on Advanced Computation and Telecommunication (ICACAT)","volume":"84 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77359972","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
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2018 International Conference on Advanced Computation and Telecommunication (ICACAT)
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