首页 > 最新文献

2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)最新文献

英文 中文
Retrofitting Realities: Affordances and Limitations in Porting an Interactive Geospatial Visualization from Augmented to Virtual Reality 改造现实:将交互式地理空间可视化从增强现实移植到虚拟现实的能力和限制
M. Richardson, Derek Jacoby, Y. Coady
As Augmented Reality (AR) and Virtual Reality (VR) applications become more mainstream, developers now have a number of design decisions that must be carefully considered before choosing a device for an interactive visualization with big data. Unfortunately, understanding the true affordances and limitations of each device, and how these affect the resultant potential to support visual analytics, is still more of a black art than a science. In this paper, we highlight key design decisions and technical challenges in the context of a case study to port an interactive geospatial visualization from an AR device, the Microsoft Hololens, to a mobile VR device, the Google Daydream. Our results show that careful leveraging of backend cloud services can allow for interactive visualizations of big data to scale well across devices.
随着增强现实(AR)和虚拟现实(VR)应用变得越来越主流,开发人员在选择与大数据交互可视化的设备之前,必须仔细考虑许多设计决策。不幸的是,理解每个设备的真实功能和局限性,以及这些因素如何影响支持视觉分析的最终潜力,仍然是一门黑色艺术,而不是科学。在本文中,我们在案例研究的背景下,强调了将交互式地理空间可视化从AR设备(微软Hololens)移植到移动VR设备(谷歌Daydream)的关键设计决策和技术挑战。我们的研究结果表明,仔细利用后端云服务可以让大数据的交互式可视化在设备之间很好地扩展。
{"title":"Retrofitting Realities: Affordances and Limitations in Porting an Interactive Geospatial Visualization from Augmented to Virtual Reality","authors":"M. Richardson, Derek Jacoby, Y. Coady","doi":"10.1109/IEMCON.2018.8614978","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8614978","url":null,"abstract":"As Augmented Reality (AR) and Virtual Reality (VR) applications become more mainstream, developers now have a number of design decisions that must be carefully considered before choosing a device for an interactive visualization with big data. Unfortunately, understanding the true affordances and limitations of each device, and how these affect the resultant potential to support visual analytics, is still more of a black art than a science. In this paper, we highlight key design decisions and technical challenges in the context of a case study to port an interactive geospatial visualization from an AR device, the Microsoft Hololens, to a mobile VR device, the Google Daydream. Our results show that careful leveraging of backend cloud services can allow for interactive visualizations of big data to scale well across devices.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"78 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117138748","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: 4
A Voice Controlled E-Commerce Web Application 语音控制的电子商务Web应用程序
Mandeep Singh Kandhari, F. Zulkernine, Haruna Isah
Automatic voice-controlled systems have changed the way humans interact with a computer. Voice or speech recognition systems allow a user to make a hands-free request to the computer, which in turn processes the request and serves the user with appropriate responses. After years of research and developments in machine learning and artificial intelligence, today voice-controlled technologies have become more efficient and are widely applied in many domains to enable and improve human-to-human and human-to-computer interactions. The state-of-the-art e-commerce applications with the help of web technologies offer interactive and user-friendly interfaces. However, there are some instances where people, especially with visual disabilities, are not able to fully experience the serviceability of such applications. A voice-controlled system embedded in a web application can enhance user experience and can provide voice as a means to control the functionality of e-commerce websites. In this paper, we propose a taxonomy of speech recognition systems (SRS) and present a voice-controlled commodity purchase e-commerce application using IBM Watson speech-to-text to demonstrate its usability. The prototype can be extended to other application scenarios such as government service kiosks and enable analytics of the converted text data for scenarios such as medical diagnosis at the clinics.
自动语音控制系统已经改变了人类与计算机交互的方式。语音或语音识别系统允许用户向计算机发出免提请求,计算机反过来处理请求并为用户提供适当的响应。经过机器学习和人工智能多年的研究和发展,如今语音控制技术已经变得更加高效,并被广泛应用于许多领域,以实现和改善人与人之间和人机之间的交互。最先进的电子商务应用程序在网络技术的帮助下,提供交互式和用户友好的界面。然而,在某些情况下,人们,特别是有视觉障碍的人,无法完全体验到这些应用程序的可维护性。在web应用程序中嵌入语音控制系统可以增强用户体验,并且可以提供语音作为控制电子商务网站功能的手段。在本文中,我们提出了语音识别系统(SRS)的分类,并提出了一个语音控制的商品购买电子商务应用程序,使用IBM Watson语音到文本来演示其可用性。该原型可以扩展到其他应用场景,如政府服务亭,并支持对转换后的文本数据进行分析,用于诊所的医疗诊断等场景。
{"title":"A Voice Controlled E-Commerce Web Application","authors":"Mandeep Singh Kandhari, F. Zulkernine, Haruna Isah","doi":"10.1109/IEMCON.2018.8614771","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8614771","url":null,"abstract":"Automatic voice-controlled systems have changed the way humans interact with a computer. Voice or speech recognition systems allow a user to make a hands-free request to the computer, which in turn processes the request and serves the user with appropriate responses. After years of research and developments in machine learning and artificial intelligence, today voice-controlled technologies have become more efficient and are widely applied in many domains to enable and improve human-to-human and human-to-computer interactions. The state-of-the-art e-commerce applications with the help of web technologies offer interactive and user-friendly interfaces. However, there are some instances where people, especially with visual disabilities, are not able to fully experience the serviceability of such applications. A voice-controlled system embedded in a web application can enhance user experience and can provide voice as a means to control the functionality of e-commerce websites. In this paper, we propose a taxonomy of speech recognition systems (SRS) and present a voice-controlled commodity purchase e-commerce application using IBM Watson speech-to-text to demonstrate its usability. The prototype can be extended to other application scenarios such as government service kiosks and enable analytics of the converted text data for scenarios such as medical diagnosis at the clinics.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123425264","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: 6
A Formal Optimization Model for 5G Mobile Network Slice Resource Allocation 5G移动网络分片资源分配的形式化优化模型
Andrea Fendt, C. Mannweiler, L. Schmelz, B. Bauer
Network slicing is one of the key features of 5G mobile networks to cope with the diverging network requirements introduced by new use cases, like the IoT, autonomous driving and the Industry of the Future. Network slices are isolated, virtualized, end-to-end networks optimized for specific use cases. But still they share a common physical network infrastructure. Due to the dynamic life cycle of network slices there is a strong demand on efficient algorithms for mobile end-to-end network slice embedding. In this paper, a mathematical model for solving the offline Network Slice Embedding Problem formalized as a standardized Mixed Integer Linear Program is presented. A latency sensitive objective function guarantees the optimal network utilization as well as minimum latency in the network slice communication.
网络切片是5G移动网络的关键功能之一,用于应对物联网、自动驾驶和未来工业等新用例带来的不同网络需求。网络切片是针对特定用例进行优化的隔离的、虚拟化的端到端网络。但是它们仍然共享一个共同的物理网络基础设施。由于网络切片的生命周期是动态的,因此对高效的移动端到端网络切片嵌入算法提出了强烈的需求。本文提出了一种求解离线网络切片嵌入问题的数学模型,并将其形式化为一个标准化的混合整数线性规划。时延敏感目标函数保证了网络分片通信的最佳网络利用率和最小时延。
{"title":"A Formal Optimization Model for 5G Mobile Network Slice Resource Allocation","authors":"Andrea Fendt, C. Mannweiler, L. Schmelz, B. Bauer","doi":"10.1109/IEMCON.2018.8615049","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8615049","url":null,"abstract":"Network slicing is one of the key features of 5G mobile networks to cope with the diverging network requirements introduced by new use cases, like the IoT, autonomous driving and the Industry of the Future. Network slices are isolated, virtualized, end-to-end networks optimized for specific use cases. But still they share a common physical network infrastructure. Due to the dynamic life cycle of network slices there is a strong demand on efficient algorithms for mobile end-to-end network slice embedding. In this paper, a mathematical model for solving the offline Network Slice Embedding Problem formalized as a standardized Mixed Integer Linear Program is presented. A latency sensitive objective function guarantees the optimal network utilization as well as minimum latency in the network slice communication.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123528719","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: 9
Smart Intelligent System for Women and Child Security 智能妇幼安全系统
Sunil K Punjabi, Suvarna Chaure, Ujwala Ravale, D. Reddy
This paper surveys about the security system for women and children which allows immediate responses in any harassment in public places, societies etc. Women all over the world are facing unethical physical harassment and Children cannot be left unattended at a social event or outside the home. Our project solves both the problems. A portable device which will have a pressure switch. As soon as an assailant is about to attack the women/child or when they senses any insecurity from a stranger, he/she can then put pressure on the device by squeezing or compressing it. Instantly the pressure sensor senses this pressure and a conventional SMS, with the victim's location will be sent to their parents/guardians cell phone numbers stored in the device while purchasing it, followed by a call. If the call is unanswered for a prolonged time, a call will be redirected to the police and the same message will be sent. The main feature of our system is less response time will be required for helping the victim.
本文调查了妇女和儿童的安全系统,该系统允许在公共场所,社会等任何骚扰中立即作出反应。世界各地的妇女都面临着不道德的身体骚扰,儿童不能在社交活动中或在家外无人看管。我们的项目解决了这两个问题。有压力开关的便携式装置。一旦攻击者准备攻击妇女/儿童,或者当他们感觉到陌生人的不安全感时,他/她就可以通过挤压或压缩设备施加压力。压力传感器立即感应到这种压力,并发送一条传统的短信,连同受害者的位置将发送到他们的父母/监护人在购买设备时存储的手机号码,然后打电话。如果长时间无人接听,则会将电话重新定向到警方,并发送相同的信息。我们的系统的主要特点是更少的响应时间将需要帮助受害者。
{"title":"Smart Intelligent System for Women and Child Security","authors":"Sunil K Punjabi, Suvarna Chaure, Ujwala Ravale, D. Reddy","doi":"10.1109/IEMCON.2018.8614929","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8614929","url":null,"abstract":"This paper surveys about the security system for women and children which allows immediate responses in any harassment in public places, societies etc. Women all over the world are facing unethical physical harassment and Children cannot be left unattended at a social event or outside the home. Our project solves both the problems. A portable device which will have a pressure switch. As soon as an assailant is about to attack the women/child or when they senses any insecurity from a stranger, he/she can then put pressure on the device by squeezing or compressing it. Instantly the pressure sensor senses this pressure and a conventional SMS, with the victim's location will be sent to their parents/guardians cell phone numbers stored in the device while purchasing it, followed by a call. If the call is unanswered for a prolonged time, a call will be redirected to the police and the same message will be sent. The main feature of our system is less response time will be required for helping the victim.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121661694","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: 23
Evaluation of OFDM Systems With Virtual Carriers Over V2V Channels 基于V2V信道的虚拟载波OFDM系统评估
J. A. D. Puerto-Flores, Ramon Parra-Michel, F. Peña-Campos, J. Cortez, E. Romero-Aguirre
Computational complexity and spectral efficiency are key components on the implementation of vehicular communication systems. However, in order to counteract the intercarrier interference (ICI) in orthogonal frequency division multiplexing (OFDM) systems, it's usual to resort receivers with high computational complexity or reduced spectral efficiency. This paper analyzes the inclusion of virtual carriers (V C) as a mean to reduce the ICI and the computational complexity required by the nonlinear ordered successive interference cancellation (OSIC). From the simulation results, it is demonstrated that using VC provides 90% reduction in the computational cost required for executing data detection, as well as a gain of 5 dB compared to conventional OFDM system with linear detection. In addition, the system is tested for different rates of channel coding obtaining results that show VC to be a convenient technique for reducing system complexity with low impact on the system throughput.
计算复杂度和频谱效率是车载通信系统实现的关键因素。然而,为了对抗正交频分复用(OFDM)系统中的载波间干扰(ICI),通常采用计算复杂度高或频谱效率低的接收机。本文分析了虚拟载波(vc)作为降低非线性有序连续干扰抵消(OSIC)所需的ICI和计算复杂度的一种手段。仿真结果表明,与具有线性检测的传统OFDM系统相比,使用VC可将执行数据检测所需的计算成本降低90%,并获得5db的增益。此外,对系统进行了不同信道编码速率的测试,结果表明VC是一种降低系统复杂性且对系统吞吐量影响较小的方便技术。
{"title":"Evaluation of OFDM Systems With Virtual Carriers Over V2V Channels","authors":"J. A. D. Puerto-Flores, Ramon Parra-Michel, F. Peña-Campos, J. Cortez, E. Romero-Aguirre","doi":"10.1109/IEMCON.2018.8615092","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8615092","url":null,"abstract":"Computational complexity and spectral efficiency are key components on the implementation of vehicular communication systems. However, in order to counteract the intercarrier interference (ICI) in orthogonal frequency division multiplexing (OFDM) systems, it's usual to resort receivers with high computational complexity or reduced spectral efficiency. This paper analyzes the inclusion of virtual carriers (V C) as a mean to reduce the ICI and the computational complexity required by the nonlinear ordered successive interference cancellation (OSIC). From the simulation results, it is demonstrated that using VC provides 90% reduction in the computational cost required for executing data detection, as well as a gain of 5 dB compared to conventional OFDM system with linear detection. In addition, the system is tested for different rates of channel coding obtaining results that show VC to be a convenient technique for reducing system complexity with low impact on the system throughput.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122088243","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: 2
Fast Prediction of Equivalent Model of Installed Patch Antenna Radiation Pattern 已安装贴片天线辐射方向图等效模型的快速预测
H. Monday, J. Li, Mordecai F. Raji, G. Nneji, Ifeanyi D. Dike, Richard I. Nneji
This paper proposes an efficient equivalent model of patch antenna for the fast prediction of its installed radiation pattern. More CPU time and memory cost are required for accurate prediction of installed radiation pattern of patch antenna on different platforms. However, a fast and efficient prediction can save CPU time and memory cost when constructing an equivalent model of patch antenna that can reproduce a similar radiation pattern to that of the patch antenna. A code is developed to determine the electric field of a magnetic dipole based on Green function derivation. The result of the radiation pattern for the far-field and near-field are computed and validated with the result using commercial software tool (FEKO). The magnetic dipole is used to construct the equivalent model of patch antenna based on the radiation mechanism to predict its installed radiation pattern. The numbers of design parameters needed to be optimized are reduced to only two parameters which are the spacing distance between the dipoles in the x- and y-directions. The height of the dipole is kept at a fixed value above the same ground plane as that of the patch antenna. This makes it more computational efficient by reducing the CPU time and memory cost. After the equivalent model is optimized with FEKO optimization tool, it is further installed on a platform to compute the installed radiation pattern. The simulation results show that the proposed equivalent model based on a magnetic dipole with only two design parameters can obtain a fast prediction of installed radiation pattern of patch antenna when mounted on a platform. The equivalent model does not require detailed geometry and material information of the patch antenna.
为了快速预测贴片天线的安装辐射方向图,提出了一种有效的贴片天线等效模型。要准确预测不同平台上贴片天线的安装辐射方向图,需要耗费较多的CPU时间和内存成本。然而,在构建能够再现与贴片天线相似的辐射方向图的等效贴片天线模型时,快速有效的预测可以节省CPU时间和内存成本。开发了一种基于格林函数推导的确定磁偶极子电场的程序。利用商业软件工具(FEKO)计算了远场和近场的辐射方向图,并与结果进行了验证。利用磁偶极子建立基于辐射机理的贴片天线等效模型,预测其安装辐射方向图。将需要优化的设计参数减少到只有两个参数,即x和y方向上偶极子之间的间距。偶极子的高度与贴片天线的高度保持在同一地平面以上的固定值。这减少了CPU时间和内存成本,从而提高了计算效率。利用FEKO优化工具对等效模型进行优化后,将等效模型安装在平台上计算安装后的辐射方向图。仿真结果表明,基于磁偶极子的等效模型只需要两个设计参数,就可以快速预测贴片天线安装在平台上时的辐射方向图。等效模型不需要贴片天线的详细几何和材料信息。
{"title":"Fast Prediction of Equivalent Model of Installed Patch Antenna Radiation Pattern","authors":"H. Monday, J. Li, Mordecai F. Raji, G. Nneji, Ifeanyi D. Dike, Richard I. Nneji","doi":"10.1109/IEMCON.2018.8614869","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8614869","url":null,"abstract":"This paper proposes an efficient equivalent model of patch antenna for the fast prediction of its installed radiation pattern. More CPU time and memory cost are required for accurate prediction of installed radiation pattern of patch antenna on different platforms. However, a fast and efficient prediction can save CPU time and memory cost when constructing an equivalent model of patch antenna that can reproduce a similar radiation pattern to that of the patch antenna. A code is developed to determine the electric field of a magnetic dipole based on Green function derivation. The result of the radiation pattern for the far-field and near-field are computed and validated with the result using commercial software tool (FEKO). The magnetic dipole is used to construct the equivalent model of patch antenna based on the radiation mechanism to predict its installed radiation pattern. The numbers of design parameters needed to be optimized are reduced to only two parameters which are the spacing distance between the dipoles in the x- and y-directions. The height of the dipole is kept at a fixed value above the same ground plane as that of the patch antenna. This makes it more computational efficient by reducing the CPU time and memory cost. After the equivalent model is optimized with FEKO optimization tool, it is further installed on a platform to compute the installed radiation pattern. The simulation results show that the proposed equivalent model based on a magnetic dipole with only two design parameters can obtain a fast prediction of installed radiation pattern of patch antenna when mounted on a platform. The equivalent model does not require detailed geometry and material information of the patch antenna.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122793848","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
Monitoring Resources of Machine Learning Engine In Microservices Architecture 微服务架构下机器学习引擎资源监控
Nikunj Parekh, Swathi Kurunji, Alan Beck
Microservices architecture facilitates building distributed scalable software products, usually deployed in a cloud environment. Monitoring microservices deployed in a Kubernetes orchestrated distributed advanced analytics machine learning engines is at the heart of many cloud resource management solutions. In addition, measuring resource utilization at more granular level such as per query or sub-query basis in an MPP Machine Learning Engine (MLE) is key to resource planning and is also the focus of our work. In this paper we propose two mechanisms to measure resource utilization in Teradata Machine Learning Engine (MLE). First mechanism is the Cluster Resource Monitoring (CRM). CRM is a high-level resource measuring mechanism for IT administrators and analytics users to visualize, plot, generates alerts and perform live and historical-analytics on overall cluster usage statistics. Second mechanism is the Query Resource Monitoring (QRM). QRM enables IT administrators and MLE users to measure compute resource utilization per individual query and its sub-queries. When query takes long time, QRM provides insights. This is useful to identify expensive phases within a query that tax certain resources more and skew the work distribution. We show the results of proposed mechanisms and highlight use-cases.
微服务架构有助于构建分布式可伸缩软件产品,通常部署在云环境中。监控部署在Kubernetes编排的分布式高级分析机器学习引擎中的微服务是许多云资源管理解决方案的核心。此外,在MPP机器学习引擎(MLE)中,在更细粒度的级别(如每个查询或子查询基础)测量资源利用率是资源规划的关键,也是我们工作的重点。本文提出了两种测量Teradata机器学习引擎(MLE)资源利用率的机制。第一种机制是集群资源监控(CRM)。CRM是一种高级资源度量机制,IT管理员和分析用户可以对整个集群使用统计数据进行可视化、绘图、生成警报并执行实时和历史分析。第二种机制是查询资源监控(QRM)。QRM使IT管理员和MLE用户能够度量每个查询及其子查询的计算资源利用率。当查询需要很长时间时,QRM提供了洞察力。这对于识别查询中开销较大的阶段非常有用,这些阶段会对某些资源造成更多的负担,并使工作分配出现偏差。我们展示了建议机制的结果,并突出了用例。
{"title":"Monitoring Resources of Machine Learning Engine In Microservices Architecture","authors":"Nikunj Parekh, Swathi Kurunji, Alan Beck","doi":"10.1109/IEMCON.2018.8614791","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8614791","url":null,"abstract":"Microservices architecture facilitates building distributed scalable software products, usually deployed in a cloud environment. Monitoring microservices deployed in a Kubernetes orchestrated distributed advanced analytics machine learning engines is at the heart of many cloud resource management solutions. In addition, measuring resource utilization at more granular level such as per query or sub-query basis in an MPP Machine Learning Engine (MLE) is key to resource planning and is also the focus of our work. In this paper we propose two mechanisms to measure resource utilization in Teradata Machine Learning Engine (MLE). First mechanism is the Cluster Resource Monitoring (CRM). CRM is a high-level resource measuring mechanism for IT administrators and analytics users to visualize, plot, generates alerts and perform live and historical-analytics on overall cluster usage statistics. Second mechanism is the Query Resource Monitoring (QRM). QRM enables IT administrators and MLE users to measure compute resource utilization per individual query and its sub-queries. When query takes long time, QRM provides insights. This is useful to identify expensive phases within a query that tax certain resources more and skew the work distribution. We show the results of proposed mechanisms and highlight use-cases.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"295 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124276803","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: 4
Vehicle Counting Quantitative Comparison Using Background Subtraction, Viola Jones and Deep Learning Methods 使用背景减法、Viola Jones和深度学习方法的车辆计数定量比较
Benny Hardjono, H. Tjahyadi, M. G. Rhizma, A. E. Widjaja, Roberto Kondorura, Andrew M. Halim
In this paper, vehicle counting is investigated using various machine methods on four datasets. Vehicle counting is needed to complete the data required for short term predictions using highway traffic model, which is in turn, applicable for road design and usage planning. The goal of this research is to show that automatic car counting using machine methods, can be obtained from utilizing existing CCTV image data or from better cameras. Then by applying quantitative evaluation, F1 and precision scores are obtained, so that a few recommendations can be given. Through numerous simulations, F1 scores ranging from 0.32 to 0.75 have been successfully obtained for one low resolution dataset, using Background Subtraction and Viola Jones methods, on existing CCTV data. It has been found also that Viola Jones method can improve F1 score, by about 39% to 56%, over Back Subtraction method. Furthermore, the use of Deep Learning especially YOLO has provided good results, with F1 scores ranging from 0.94 to 1 and its precision ranges from 97.37% to 100% involving three datasets of higher resolution. (Abstract)
本文在四个数据集上使用不同的机器方法研究了车辆计数。公路交通模型的短期预测需要车辆计数来完成所需的数据,进而适用于道路设计和使用规划。本研究的目的是表明,自动车辆计数使用机器方法,可以利用现有的闭路电视图像数据或更好的摄像机。然后通过定量评价,得到F1和精度分数,从而给出一些建议。通过多次模拟,在现有CCTV数据上,使用背景减法和Viola Jones方法,成功地获得了一个低分辨率数据集的F1分数,范围从0.32到0.75。还发现,Viola Jones方法可以提高F1分数,比Back减法提高约39%至56%。此外,深度学习特别是YOLO的使用也取得了很好的效果,在三个更高分辨率的数据集上,F1得分在0.94 ~ 1之间,精度在97.37% ~ 100%之间。(抽象)
{"title":"Vehicle Counting Quantitative Comparison Using Background Subtraction, Viola Jones and Deep Learning Methods","authors":"Benny Hardjono, H. Tjahyadi, M. G. Rhizma, A. E. Widjaja, Roberto Kondorura, Andrew M. Halim","doi":"10.1109/IEMCON.2018.8615085","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8615085","url":null,"abstract":"In this paper, vehicle counting is investigated using various machine methods on four datasets. Vehicle counting is needed to complete the data required for short term predictions using highway traffic model, which is in turn, applicable for road design and usage planning. The goal of this research is to show that automatic car counting using machine methods, can be obtained from utilizing existing CCTV image data or from better cameras. Then by applying quantitative evaluation, F1 and precision scores are obtained, so that a few recommendations can be given. Through numerous simulations, F1 scores ranging from 0.32 to 0.75 have been successfully obtained for one low resolution dataset, using Background Subtraction and Viola Jones methods, on existing CCTV data. It has been found also that Viola Jones method can improve F1 score, by about 39% to 56%, over Back Subtraction method. Furthermore, the use of Deep Learning especially YOLO has provided good results, with F1 scores ranging from 0.94 to 1 and its precision ranges from 97.37% to 100% involving three datasets of higher resolution. (Abstract)","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126303626","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: 13
Assisted Technological Headset using Internet of Things 使用物联网的辅助技术耳机
Debopama Ghosh, S. Bhattacharya, Arkaprabha Lodh, Poulami Mitra, Debosama Ghosh, Writam Mallik
The assisted technological device proposed in this paper is based on Internet of Things (IoT). Internet of things is anticipated to bridge the gap between all physical forms through a basic database in the future. Hence, using this advanced yet simple technology creates a platform, open to improvements in future. The basic functionality of the headset is for the visually impaired people who cannot perceive the upcoming obstacles. The headset not only detects the upcoming obstacle but also processes the distance between the source and the obstacle. The headset is capable in detecting approaching steps or any region of higher altitude and thereby warning the user. We also use new emerging technologies like Image Processing and Video Processing. We use Image Processing for identifying the type of obstacle and Video Processing for finding out the relative velocity. Initially, we have discussed about the working of the basic components of the headset and the process in which they work together. Finally, we have discussed about the prospects this research may contribute to society in the near future. We use different devices like the Raspberry Pi 3, ultrasonic sensors and earpiece. The device we have visualized is quite portable. Neither is it too heavy or too large in size. The model we have envisioned is far from perfect. There are still inputs and modifications which we need to do in the future, to make it completely functional. What we have presented in this paper is just a prototype, a rough sketch of the device we want to make, a device which we believe will make the people's lives a bit easier. We hope that in the future, our research forms the base for several other researches which target to help those in need.
本文提出的辅助技术装置是基于物联网的。物联网有望在未来通过基础数据库弥合所有物理形态之间的差距。因此,使用这种先进而简单的技术创建了一个平台,可以在未来进行改进。耳机的基本功能是为无法感知即将到来的障碍物的视障人士提供的。头戴式耳机不仅可以检测即将到来的障碍物,还可以处理障碍物与障碍物之间的距离。头戴式耳机能够检测接近的步骤或任何更高高度的区域,从而警告用户。我们也使用新兴的技术,如图像处理和视频处理。我们使用图像处理来识别障碍物的类型,视频处理来计算相对速度。最初,我们已经讨论了耳机的基本组件的工作和他们一起工作的过程。最后,我们讨论了本研究在不久的将来可能对社会做出的贡献。我们使用不同的设备,比如树莓派3,超声波传感器和耳机。我们设计的这个装置非常便携。它既不太重也不太大。我们设想的模式远非完美。未来我们还需要进行一些输入和修改,以使其完全发挥作用。我们在这篇论文中所展示的只是一个原型,一个我们想要制造的设备的粗略草图,一个我们相信会让人们的生活更容易的设备。我们希望在未来,我们的研究能成为其他一些研究的基础,这些研究的目标是帮助那些有需要的人。
{"title":"Assisted Technological Headset using Internet of Things","authors":"Debopama Ghosh, S. Bhattacharya, Arkaprabha Lodh, Poulami Mitra, Debosama Ghosh, Writam Mallik","doi":"10.1109/iemcon.2018.8614841","DOIUrl":"https://doi.org/10.1109/iemcon.2018.8614841","url":null,"abstract":"The assisted technological device proposed in this paper is based on Internet of Things (IoT). Internet of things is anticipated to bridge the gap between all physical forms through a basic database in the future. Hence, using this advanced yet simple technology creates a platform, open to improvements in future. The basic functionality of the headset is for the visually impaired people who cannot perceive the upcoming obstacles. The headset not only detects the upcoming obstacle but also processes the distance between the source and the obstacle. The headset is capable in detecting approaching steps or any region of higher altitude and thereby warning the user. We also use new emerging technologies like Image Processing and Video Processing. We use Image Processing for identifying the type of obstacle and Video Processing for finding out the relative velocity. Initially, we have discussed about the working of the basic components of the headset and the process in which they work together. Finally, we have discussed about the prospects this research may contribute to society in the near future. We use different devices like the Raspberry Pi 3, ultrasonic sensors and earpiece. The device we have visualized is quite portable. Neither is it too heavy or too large in size. The model we have envisioned is far from perfect. There are still inputs and modifications which we need to do in the future, to make it completely functional. What we have presented in this paper is just a prototype, a rough sketch of the device we want to make, a device which we believe will make the people's lives a bit easier. We hope that in the future, our research forms the base for several other researches which target to help those in need.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124612391","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
An Algorithm for Tolerating Multiple Faulty Channels in 2D NoCs 二维noc中多故障通道容错算法
Hamed Sadat-Mehrizi, Mina Sadat-Mehrizi, E. Zeinali
In this paper a wormhole, adaptive, and fault tolerance routing method for 2-dimensions mesh network-on-chips (NoCs) is presented. This routing algorithm is based on a very low cost fault tolerant routing technique for tolerating multiple broken channels in the on-chip networks. It is an adaptive, deadlock-free, distributed, and congestion-aware routing algorithm which only two virtual channels are engaged for its adaptability and fault tolerance. Load balancing is acquired by using two congestion flags amongst each two adjoining nodes which exhibit the congestion existence in a network's row or column. Besides, different flags in each node may be used to alert the broken channel occurrence in a row or column. Ultimately, the network on chip efficiency, fault-tolerance ability and hardware overhead are computed via suitable simulations. The experimental outcomes validate that the NoCs total throughput and reliability are considerably elevated alongside extremely slight latency overhead in networks with multiple broken links.
提出了一种适用于二维网状片上网络的虫洞自适应容错路由方法。该路由算法基于一种低成本的容错路由技术,可以在片上网络中容忍多个中断通道。它是一种自适应的、无死锁的、分布式的、感知拥塞的路由算法,由于其自适应性和容错性,它只使用两个虚拟通道。负载平衡是通过在每两个相邻节点之间使用两个拥塞标志来实现的,这些节点在网络的行或列中显示拥塞的存在。此外,每个节点中的不同标志可用于警告在行或列中出现的通道损坏。最后,通过适当的仿真计算了网络的片上效率、容错能力和硬件开销。实验结果证实,在具有多个断开链路的网络中,noc的总吞吐量和可靠性大大提高,并且延迟开销极小。
{"title":"An Algorithm for Tolerating Multiple Faulty Channels in 2D NoCs","authors":"Hamed Sadat-Mehrizi, Mina Sadat-Mehrizi, E. Zeinali","doi":"10.1109/IEMCON.2018.8614964","DOIUrl":"https://doi.org/10.1109/IEMCON.2018.8614964","url":null,"abstract":"In this paper a wormhole, adaptive, and fault tolerance routing method for 2-dimensions mesh network-on-chips (NoCs) is presented. This routing algorithm is based on a very low cost fault tolerant routing technique for tolerating multiple broken channels in the on-chip networks. It is an adaptive, deadlock-free, distributed, and congestion-aware routing algorithm which only two virtual channels are engaged for its adaptability and fault tolerance. Load balancing is acquired by using two congestion flags amongst each two adjoining nodes which exhibit the congestion existence in a network's row or column. Besides, different flags in each node may be used to alert the broken channel occurrence in a row or column. Ultimately, the network on chip efficiency, fault-tolerance ability and hardware overhead are computed via suitable simulations. The experimental outcomes validate that the NoCs total throughput and reliability are considerably elevated alongside extremely slight latency overhead in networks with multiple broken links.","PeriodicalId":368939,"journal":{"name":"2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121184877","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
期刊
2018 IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1