• 제목/요약/키워드: service computing

검색결과 2,594건 처리시간 0.031초

Enhancing Service Availability in Multi-Access Edge Computing with Deep Q-Learning

  • 루숭구 조쉬 음와싱가;샤이드 무하마드 라자;리덕 타이;김문성;추현승
    • 인터넷정보학회논문지
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    • 제24권2호
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    • pp.1-10
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    • 2023
  • The Multi-access Edge Computing (MEC) paradigm equips network edge telecommunication infrastructure with cloud computing resources. It seeks to transform the edge into an IT services platform for hosting resource-intensive and delay-stringent services for mobile users, thereby significantly enhancing perceived service quality of experience. However, erratic user mobility impedes seamless service continuity as well as satisfying delay-stringent service requirements, especially as users roam farther away from the serving MEC resource, which deteriorates quality of experience. This work proposes a deep reinforcement learning based service mobility management approach for ensuring seamless migration of service instances along user mobility. The proposed approach focuses on the problem of selecting the optimal MEC resource to host services for high mobility users, thereby reducing service migration rejection rate and enhancing service availability. Efficacy of the proposed approach is confirmed through simulation experiments, where results show that on average, the proposed scheme reduces service delay by 8%, task computing time by 36%, and migration rejection rate by more than 90%, when comparing to a baseline scheme.

클라우드 컴퓨팅에서 사용자 작업환경의 끊김 없는 연계를 위한 웹 서비스 연결 관리 기법 (Web Service Connection Management Scheme for Seamless Migration of User Workspace in Cloud Computing)

  • 최민
    • 한국IT서비스학회지
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    • 제8권1호
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    • pp.193-202
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    • 2009
  • Cloud computing emerges as a new computing paradigm which targets reliable and customizable services. The term builds on decades of research in virtual machine, distributed and parallel computing, utility computing, and more recently networking, web service, and software as a service. In this paper, we provide a seamless connection migration of web services. This is useful for cloud computing environment in which many client terminals have mobility. With the wireless internet facility, those mobile users can move place to place during internet communication. Therefore, we provide solutions to the two major problems in current virtualization based migration: communication failure problems and connection re-establishment. Communication channel flushing by zero window notification helps to resolve the communication failure problems and TCP port inheritance prevents connection re-establishment errors during socket reconstruction. Thus, our web service migration facility is now able to preserve open network connections, and even for server sockets. This is a highly transparent approach, in that we did not Introduce additional messages for channel flushing and did not make any modification to the TCP protocol stack. Experimental results show that the overhead due to connection migration of web services is almost negligible when compared with time to take the conventional web service migration.

Ubi-SERVQUAL을 활용한 시나리오상의 유비쿼터스 서비스 품질 평가 (Applying Ubi-SERVQUAL to Assessing the Quality of Ubiquitous Service Scenarios)

  • 권오병;김지훈
    • 한국경영과학회지
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    • 제32권1호
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    • pp.1-13
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    • 2007
  • Nowadays, ubiquitous computing services begin to be suggested from a few domains such as supply chain, logistics, and location-based services. However, to what extent the services will be successful is hard to be estimated, mainly because a sophisticated service evaluation method focusing on the ubiquitous computing perspective has not been supplied. Hence, this paper alms to build a model to assess the quality of ubiquitous computing service. To do so, an amended model, Ubi-SERVQUAL, is applied to assess the service quality mentioned in ubiquitous computing scenarios. According to the Ubi-SERVQUAL, we found that an actual service with higher quality should consider reliability. responsiveness, assurance and empathy in order to increase customer satisfaction, computer system's intimacy with users and trust.

비즈니스 연속성을 위한 클라우드 컴퓨팅 서비스에서의 데이터 백업과 데이터 가용영역 아키텍쳐 연구 (Business Continuity and Data Backup in Cloud Computing Service and Architecture Study for Data Availability Zone)

  • 박영호;박용석
    • 한국정보통신학회논문지
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    • 제20권12호
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    • pp.2305-2309
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    • 2016
  • 클라우드 컴퓨팅 서비스는 그 효율성과 안정성이 기반이 되어야 한다. 한 예로 미국은 클라우드 컴퓨팅 서비스의 안전성을 위하여 FedRAMP 인증을 제시하고 클라우드 컴퓨팅 서비스 산업의 성장은 많은 기업들에게 비용 절감과 업무의 효율성을 제공하고 있으나, 그에 따른 위험성 역시 높아지고 있다. 해킹 등으로 클라우드 서비스 특징상 데이터에 대한 통제성을 잃게 되고, 많은 데이터가 한 곳에 몰리는 현상은 장애가 발생하면 모든 기기의 데이터가 일제히 삭제되는 되는 문제점이 있다. 본 논문에서는 클라우드 보안 인증 제도의 비즈니스 연속성의 문제점을 알리고 이를 위한 솔루션인 서비스 가입자 내부에 백업과 외부 백업의 장단점을 비교한다. 결론적으로 외부 백업이 구조상으로 우위에 있음을 보인다.

상황인지 컴퓨팅 환경에서 복합서비스를 제공하는 서비스시스템의 성능분석 (Performance Analysis of a Composite Service Providing System in a Context-Aware Computing Environment)

  • 남진규;허선;주국선;신동민
    • 대한산업공학회지
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    • 제35권1호
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    • pp.51-57
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    • 2009
  • There are a variety of users and devices in a context-aware computing environment. In this environment, the service provided to a user may be the composition of diverse services rather than one independent service. Before user's devices provide the composite service to the user, they should perceive user's needs by gathering related information segments from other surrounding devices and/or sensors. We consider a context-aware computing environment providing composite and adapted service to users and propose an information processing model that characterizes the device where the collected data should be processed through services and/or applications. Based on this model, we provide an analytical tool to obtain some performance measures of the context-aware computing environment.

공공부문의 사용량기반 IT서비스를 위한 인프라서비스 모델에 관한 연구 (Infra Service Model for Usage-based IT service in Public Sector)

  • 나종회;이상학;문성준;한인종
    • 디지털융복합연구
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    • 제7권4호
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    • pp.43-56
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    • 2009
  • The concept causing all the fuss is "the utility computing or the usage-based IT service", which now represents the future for IT asset in all aspects of the way they work in business, the commercial and public sector. The core of "utility computing or usage-based IT service" is changing the IT assert from "ownership" to "borrowing", which enables managers to get greater utilization of data-centre resources at lower operating costs. This trend is spreaded in public sector centering the Governmental Internet data Center of Korea(NCIA). So, it has need to make an usage-based IT service model that is suitable for public sector. In this paper, we propose the usage-based IT service model that is composed of IT service framework, service pricing model and IT service architecture.

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Scalable Service Placement in the Fog Computing Environment for the IoT-Based Smart City

  • Choi, Jonghwa;Ahn, Sanghyun
    • Journal of Information Processing Systems
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    • 제15권2호
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    • pp.440-448
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    • 2019
  • The Internet of Things (IoT) is one of the main enablers for situation awareness needed in accomplishing smart cities. IoT devices, especially for monitoring purposes, have stringent timing requirements which may not be met by cloud computing. This deficiency of cloud computing can be overcome by fog computing for which fog nodes are placed close to IoT devices. Because of low capabilities of fog nodes compared to cloud data centers, fog nodes may not be deployed with all the services required by IoT devices. Thus, in this article, we focus on the issue of fog service placement and present the recent research trends in this issue. Most of the literature on fog service placement deals with determining an appropriate fog node satisfying the various requirements like delay from the perspective of one or more service requests. In this article, we aim to effectively place fog services in accordance with the pre-obtained service demands, which may have been collected during the prior time interval, instead of on-demand service placement for one or more service requests. The concept of the logical fog network is newly presented for the sake of the scalability of fog service placement in a large-scale smart city. The logical fog network is formed in a tree topology rooted at the cloud data center. Based on the logical fog network, a service placement approach is proposed so that services can be placed on fog nodes in a resource-effective way.

클라우드 컴퓨팅 시장 확산을 위한 공급자 관점의 선결요인 (Analyzing the Challenges for Cloud Computing Business Dissemination in the Service Provider's Perspective)

  • 박수경;조지연;이봉규
    • 한국IT서비스학회지
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    • 제14권3호
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    • pp.99-116
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    • 2015
  • The concept of Cloud computing has been introduced in the IT field over 10 years and industry has been expanding constantly. However, compare to the maturity of global market, Korea cloud computing industry is only in the early stage. Even the Korea has advantages in technology infrastructure; the pace of Korea cloud computing market growth is taking a serious downturn. Under these circumstances, it is needed to be discussing that strategy for expanding the cloud computing market size and for sustaining global competitiveness of local companies. Previous studies on plans for Korea cloud computing market has been conducted since 2009 and most of them are tend to examined in demand perspective. Thus, this study aims at identifying the priority of business challenges for making better performance in the market with service provider aspects. To analyze the important factors in the providing cloud computing service, ANP methodology was applied in this study. The network model including five clusters, security, stability, performance, consumer, and institution, was defined through literature review and expert survey was conducted to collect data. As a result of ANP analysis, 'Securing service reliability' was analyzed as the most important factor and followed by 'Preparing the range of legal liability', 'Preventing personal information leakage' and 'Preventing confidential information data leakage.' The priority of result indicates that service provider needs to focus on to make the secured service environment. This study has significance on analyzing the priority of business challenges in the service provider perspective. This study will provide useful guidelines to for establishing strategies in cloud computing market.

유비쿼터스 컴퓨팅에서 포스트 PC의 모바일 인터넷 서비스 유형 (The Patterns of Mobile Internet Service for Post PCs in Ubiquitous Computing)

  • 김인재;심형섭;정민호
    • 한국IT서비스학회지
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    • 제6권3호
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    • pp.179-193
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    • 2007
  • Mobile Internet Service has been accelerated in ubiquitous computing environment. The purpose of this study is to suggest the patterns of mobile internet services based upon the current and future environments. The types of mobile internet service are explicated on the basis of current and future usage. A two-dimensional framework using level of timeliness and service purpose is utilized for classifying mobile internet service. Future trends of mobile internet service are carefully suggested.

개인사용자 중심의 클라우드서비스의 수용에 영향을 미치는 요인에 관한 연구:기술수용모형(TAM)과 저항을 중심으로 (A Study on the Factors Affecting the Adoption of Cloud Computing Service:Focused on the Technology Acceptance Model(TAM) and Resistance)

  • 박윤서;김용식
    • 한국IT서비스학회지
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    • 제12권4호
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    • pp.1-23
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    • 2013
  • This study examines whether key characteristics of cloud computing services would affect the intention of use for personalized cloud computing services. The research model was generated based on Technology Acceptance Model (TAM) with resistance variable, and verified statistically by undertaking a survey about the perception of personal users. As the results of this analysis, we could find the structural relationship among the factors affecting adoption of the cloud computing service. We found that the expectation of ubiquity as a representative function of the cloud computing service meaningfully affected the perceived ease of use and resistance, and that the relativeness with existing services also meaningfully affected the perceived ease of use, but not the resistance. In addition, the moderating effects of use experience in the path leading from the perceived ease of use and resistance to the intention of use were identified. This study will provide diverse implications for the companies providing personalized cloud computing services.