• 제목/요약/키워드: Cloud platform

검색결과 499건 처리시간 0.024초

서울시 도심제조업 집적지에서의 Cloud 기반 인공지능 Fulfillment 서비스 Platform 연구 (Cloud-based Artificial Intelligence Fulfillment Service Platform in the Urban Manufacturing Cluster in Seoul)

  • 김효영;박대우
    • 한국정보통신학회논문지
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    • 제26권10호
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    • pp.1447-1452
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    • 2022
  • 세계 10대 도시이며 Metro City인 서울특별시는 인쇄, 봉제, 기계금속 등 전통적인 도심제조업이 분포되어있다. 이들 제조업 집적지 내 소상공인은 서로 상부상조 하는 형태로 발전해왔다. 집적지의 특성상 각 공정은 개별 업체가 담당한다. 상대적으로 영세한 소상공인이 공정 간 실시간 물류 이동 정보를 제공하는 주문처리 서비스를 준비하기에 어려운 현실이다. 본 논문에서는 패키지(Package) 제조 및 특수인쇄 분야 소상공인의 원활한 수주, 배송 처리를 위해 기존 물류 Data를 수집, 분석하고 CRNN, k-NN, ID3 Decision Tree algorithm을 적용한 인공지능 Fulfillment Service Platform 시스템을 설계한다. 본 연구를 통하여 집적지 소상공인 누구나 Cloud 네트워크를 통하여, 개별 수주, 배송 맞춤서비스를 사용할 수 있게 함으로써 매출 증대 및 역량 향상에 크게 기여할 것으로 기대한다.

Distributed Multimedia Scheduling in the Cloud

  • Zheng, Mengting;Wang, Wei
    • Journal of Multimedia Information System
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    • 제2권1호
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    • pp.143-152
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    • 2015
  • Multimedia services in the cloud have become a popular trend in the big data environment. However, how to efficiently schedule a large number of multimedia services in the cloud is still an open and challengeable problem. Current cloud-based scheduling algorithms exist the following problems: 1) the content of the multimedia is ignored, and 2) the cloud platform is a known parameter, which makes current solutions are difficult to utilize practically. To resolve the above issues completely, in this work, we propose a novel distributed multimedia scheduling to satisfy the objectives: 1) Develop a general cloud-based multimedia scheduling model which is able to apply to different multimedia applications and service platforms; 2) Design a distributed scheduling algorithm in which each user makes a decision based on its local information without knowing the others' information; 3) The computational complexity of the proposed scheduling algorithm is low and it is asymptotically optimal in any case. Numerous simulations have demonstrated that the proposed scheduling can work well in all the cloud service environments.

A Classification-Based Virtual Machine Placement Algorithm in Mobile Cloud Computing

  • Tang, Yuli;Hu, Yao;Zhang, Lianming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권5호
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    • pp.1998-2014
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    • 2016
  • In recent years, cloud computing services based on smart phones and other mobile terminals have been a rapid development. Cloud computing has the advantages of mass storage capacity and high-speed computing power, and it can meet the needs of different types of users, and under the background, mobile cloud computing (MCC) is now booming. In this paper, we have put forward a new classification-based virtual machine placement (CBVMP) algorithm for MCC, and it aims at improving the efficiency of virtual machine (VM) allocation and the disequilibrium utilization of underlying physical resources in large cloud data center. By simulation experiments based on CloudSim cloud platform, the experimental results show that the new algorithm can improve the efficiency of the VM placement and the utilization rate of underlying physical resources.

Cloud Computing Platforms for Big Data Adoption and Analytics

  • Hussain, Mohammad Jabed;Alsadie, Deafallah
    • International Journal of Computer Science & Network Security
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    • 제22권2호
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    • pp.290-296
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    • 2022
  • Big Data is a data analysis technology empowered by late advances in innovations and engineering. In any case, big data involves a colossal responsibility of equipment and handling assets, making reception expenses of big data innovation restrictive to little and medium estimated organizations. Cloud computing offers the guarantee of big data execution to little and medium measured organizations. Big Data preparing is performed through a programming worldview known as MapReduce. Normally, execution of the MapReduce worldview requires organized joined stockpiling and equal preparing. The computing needs of MapReduce writing computer programs are frequently past what little and medium measured business can submit. Cloud computing is on-request network admittance to computing assets, given by an external element. Normal arrangement models for cloud computing incorporate platform as a service (PaaS), software as a service (SaaS), framework as a service (IaaS), and equipment as a service (HaaS).

VDI 환경에서 클러스터링을 이용한 자원 스케줄링 알고리즘 (A Resource Scheduling Algorithm Using Node Clustering in VDI Environment)

  • 서경석;이봉환
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2012년도 춘계학술대회
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    • pp.360-363
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    • 2012
  • 최근 에너지 소비의 지속적 증가 및 에너지 가격의 급격한 상승으로 그린 IT 도입 운영이 필수적인 요소로 인식됨에 따라 서버 발열 및 데이터센터 에너지 절감을 위해 IT 인프라가 클라우드 컴퓨팅 플랫폼으로 대체 되어가고 있다. 본 연구에서는 오픈 소스 기반 클라우드 플랫폼을 구축하고 클라우드 VDI 서비스 제공 시 클러스터링을 이용하여 사용자 인스턴스의 성능을 보장하기 위한 자원 스케줄링 알고리즘을 제안하였다.

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클라우드 기반 미디어 서비스 플랫폼을 위한 DRM 마켓 시스템 (DRM Market System for Cloud-based Media Service Platform)

  • 조득연;황석찬;정근호
    • 한국멀티미디어학회논문지
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    • 제20권6호
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    • pp.918-926
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    • 2017
  • Various types of media services are emerging due to the development of Internet and digital media production and distribution technologies. Various DRM technologies are being developed to prevent illegal copying of media contents and to protect the rights of content creators. There is a problem that the DRM provider and the content service provider must provide services in a mutually dependent manner through individual contracts. In this paper, we propose a cloud-based DRM market system which can be used only by content service providers when necessary for various DRM. The DRM market system is expected to show the effect of service activation for related small and medium sized companies by providing an interface that satisfies the requirements of DRM providers and contents service providers by using multi DRM technology.

클라우드 환경에서 Linux Virtual Server 로드밸런싱 구현 (Implementation of Linux Virtual Server Load Balancing in Cloud Environment)

  • 서경석;이봉환
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2012년도 추계학술대회
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    • pp.793-796
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    • 2012
  • 최근 에너지 소비의 지속적 증가 및 에너지 가격의 급격한 상승으로 그린 IT 도입 운영이 필수적인 요소로 인식됨에 따라 서버 발열 및 데이터센터 에너지 절감을 위해 IT 인프라는 클라우드 컴퓨팅 플랫폼으로 대체 되어가고 있다. 본 연구에서는 일반 저비용 웹서비스 인프라를 오픈소스 기반 클라우드 플랫폼으로 변환하고 Linux Virtual Server 로드 밸런싱을 구현하여 그 성능을 분석하였다.

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A Real-Time Surveillance System for Vaccine Cold Chain Based o n Internet of Things Technology

  • Shao-jun Jiang;Zhi-lai Zhang;Wen-yan Song
    • Journal of Information Processing Systems
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    • 제19권3호
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    • pp.394-406
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    • 2023
  • In this study, a real-time surveillance system using Internet of Things technology is proposed for vaccine cold chains. This system fully visualizes vaccine transport and storage. It comprises a 4G gateway module, lowpower and low-cost wireless temperature and humidity collection module (WTHCM), cloud service software platform, and phone app. The WTHCM is installed in freezers or truck-mounted cold chain cabinets to collect the temperature and humidity information of the vaccine storage environment. It then transmits the collected data to a gateway module in the radiofrequency_physical layer (RF_PHY). The RF_PHY is an interface for calling the bottom 2.4-GHz transceiver, which can realize a more flexible communication mode. The gateway module can simultaneously receive data from multiple acquisition terminals, process the received data depending on the protocol, and transmit the collated data to the cloud server platform via 4G or Wi-Fi. The cloud server platform primarily provides data storage, chart views, short-message warnings, and other functions. The phone app is designed to help users view and print temperature and humidity data concerning the transportation and storage of vaccines anytime and anywhere. Thus, this system provides a new vaccine management model for ensuring the safety and reliability of vaccines to a greater extent.

Performance Evaluation of Web-based Cloud Services in a Browser-Scripting Approach

  • Zhang, Chengwei;Hei, Xiaojun;Cheng, Wenqing
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권6호
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    • pp.2463-2482
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    • 2016
  • Cloud services are often provisioned to their customers using user-friendly web browsers with flexible and rich plug-in environments. Delay is one of the fundamental performance metrics of these web-based services. Commonly-used network measurement tools usually only measure network delay and it may be difficult to infer the web-delay performance using only network layer measurement approaches. In this paper, we propose to evaluate the application layer delay in a browser-based network measurement platform using engineered scripts. We conducted a delay measurement study using instrumented scripts in the proposed browser-based measurement platform. Our investigation included a comparison study of three browser-scripting delay measurement methods, including Java applet, JSP and Flash ActionScript. We developed a browser-based delay measurement testbed over the Internet so that different delay measurement tools could be evaluated in the same real network environment including typical Internet paths and the Baidu cloud. We also decomposed the components of the end-to-end delay process of the above measurements to reveal the difference and relationship between the network-layer delay and the application-layer delay. Our measurement results characterize the stochastic properties of the application-layer delay over real Internet paths, and how these properties vary from the underlying network layer delay. This browser-scripting measurement approach can be easily deployed on different cloud service platforms to inspect their application-layer delay performance between end clients and the cloud platforms. Our measurement results may provide insights into designing new cloud services with enhanced quality-of-experience perceived by cloud users.

이용자 특성과 이용행태가 개인형 클라우드 서비스 이용에 미치는 영향에 관한 탐색적 연구 (The Exploratory Study on the Impact of User's Characteristics and Use Behaviors on Personal Cloud Service Use)

  • 김동우;표시영;정원조
    • 방송공학회논문지
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    • 제19권1호
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    • pp.3-13
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    • 2014
  • 본 논문은 매우 빠른 속도로 개발 및 보급되고 있는 개인형 클라우드 서비스의 이용에 관한 탐색적 연구이다. 특히, 이용자 특성과 이용 행태에 주목하여, 플랫폼 및 콘텐츠 연계이용이 클라우드 서비스 이용에 미치는 영향을 실증적으로 검증하였다. 연구결과, 첫째 클라우드 서비스 이용은 사진, 음악, 음원과 같은 데이터 용량이 작은 콘텐츠를 중심으로 주로 연계이용되었다. 둘째, 클라우드 서비스 이용에 있어 '플랫폼 연계이용'이 제일 영향력 있는 요인으로 밝혀졌으며, SNS 이용, 이메일 이용, 개인의 혁신성 등도 통계적으로 유의미하게 나타났다. 본 연구는 개인형 클라우드 서비스에 대한 이론적 분석에 있어 선도적인 연구로서, 클라우드 서비스의 개발 및 관련 산업 진흥 정책의 수립에 있어 이용자 특성과 이용 행태의 고려가 필요하다는 함의를 제공하고 있다.