• 제목/요약/키워드: SLA's Performance

검색결과 31건 처리시간 0.024초

Active VM Consolidation for Cloud Data Centers under Energy Saving Approach

  • Saxena, Shailesh;Khan, Mohammad Zubair;Singh, Ravendra;Noorwali, Abdulfattah
    • International Journal of Computer Science & Network Security
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    • 제21권11호
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    • pp.345-353
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    • 2021
  • Cloud computing represent a new era of computing that's forms through the combination of service-oriented architecture (SOA), Internet and grid computing with virtualization technology. Virtualization is a concept through which every cloud is enable to provide on-demand services to the users. Most IT service provider adopt cloud based services for their users to meet the high demand of computation, as it is most flexible, reliable and scalable technology. Energy based performance tradeoff become the main challenge in cloud computing, as its acceptance and popularity increases day by day. Cloud data centers required a huge amount of power supply to the virtualization of servers for maintain on- demand high computing. High power demand increase the energy cost of service providers as well as it also harm the environment through the emission of CO2. An optimization of cloud computing based on energy-performance tradeoff is required to obtain the balance between energy saving and QoS (quality of services) policies of cloud. A study about power usage of resources in cloud data centers based on workload assign to them, says that an idle server consume near about 50% of its peak utilization power [1]. Therefore, more number of underutilized servers in any cloud data center is responsible to reduce the energy performance tradeoff. To handle this issue, a lots of research proposed as energy efficient algorithms for minimize the consumption of energy and also maintain the SLA (service level agreement) at a satisfactory level. VM (virtual machine) consolidation is one such technique that ensured about the balance of energy based SLA. In the scope of this paper, we explore reinforcement with fuzzy logic (RFL) for VM consolidation to achieve energy based SLA. In this proposed RFL based active VM consolidation, the primary objective is to manage physical server (PS) nodes in order to avoid over-utilized and under-utilized, and to optimize the placement of VMs. A dynamic threshold (based on RFL) is proposed for over-utilized PS detection. For over-utilized PS, a VM selection policy based on fuzzy logic is proposed, which selects VM for migration to maintain the balance of SLA. Additionally, it incorporate VM placement policy through categorization of non-overutilized servers as- balanced, under-utilized and critical. CloudSim toolkit is used to simulate the proposed work on real-world work load traces of CoMon Project define by PlanetLab. Simulation results shows that the proposed policies is most energy efficient compared to others in terms of reduction in both electricity usage and SLA violation.

Policy-Based QoS Management for SLA-Driven Adaptive Routing

  • Katsikogiannis, George;Mitropoulos, Sarandis;Douligeris, Christos
    • Journal of Communications and Networks
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    • 제15권3호
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    • pp.301-311
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    • 2013
  • This paper proposes a policy-based quality of service (QoS) management framework for adaptive routing decisions. We present an approach considering interior gateway protocol (IGP) for path discovery mechanisms and QoS-aware policies for configuring the network elements. The integration of the aforementioned modules into this policy-based network management (PBNM) system is demonstrated by conducting experiments in a real environment, the hellenic public administration network SYZEFXIS. These experiments combine different traffic conditioning mechanisms through event detectors, consider IP service level agreement mechanisms that interoperate with the PBNM system and analyze the enforcement of IGP and QoS policies. Finally, validation and measurement tools are used to prove the efficiency of this framework. It is shown that this architecture offers significantly increased performance and learning capabilities, while the PBNM system achieves adaptive QoS routing through automated configuration considering the avoidance of suboptimal routing issues or under-performance conditions of the network entities.

통계적 기법을 이용한 정보기술 서비스 수준관리: H 기업 사례 (IT Service Level Management Using Statistical Method: A Case of H Company)

  • 양동구;김기윤
    • 경영정보학연구
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    • 제8권2호
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    • pp.211-234
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    • 2006
  • 서비스수준관리(Service Level Management)의 목적이 단순한 재무적 계약(서비스 수준협약의 계약 자체)에서 고객의 기대와 제공자의 서비스에 대한 관리 시스템(서비스 수준협약에 대한 관리시스템)으로 최근 변해가고 있다. 본 논문의 목적은 통계적 기법을 이용해서 체계적인 정보기술 서비스 수준관리 방안을 제시하는 것이다. 본 연구는 통계적 기법과 서비스 수준관리 라는 두 가지 관점에서 서비스 수준을 다루고 있다. 첫째, 통계적 기법을 이용해서 목표 서비스 수준을 설정한다. 둘째, 전체 서비스 수준에 대한 평가방법을 제시한다. 이와 같이 제시된 방법을 이용해서 기업 전략 측면에서 정보기술 아웃소싱 성과로서 종합 서비스 수준을 계량적으로 측정하는 것이 가능하다.

A Quantitative Approach to Minimize Energy Consumption in Cloud Data Centres using VM Consolidation Algorithm

  • M. Hema;S. KanagaSubaRaja
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권2호
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    • pp.312-334
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    • 2023
  • In large-scale computing, cloud computing plays an important role by sharing globally-distributed resources. The evolution of cloud has taken place in the development of data centers and numerous servers across the globe. But the cloud information centers incur huge operational costs, consume high electricity and emit tons of dioxides. It is possible for the cloud suppliers to leverage their resources and decrease the consumption of energy through various methods such as dynamic consolidation of Virtual Machines (VMs), by keeping idle nodes in sleep mode and mistreatment of live migration. But the performance may get affected in case of harsh consolidation of VMs. So, it is a desired trait to have associate degree energy-performance exchange without compromising the quality of service while at the same time reducing the power consumption. This research article details a number of novel algorithms that dynamically consolidate the VMs in cloud information centers. The primary objective of the study is to leverage the computing resources to its best and reduce the energy consumption way behind the Service Level Agreement (SLA)drawbacks relevant to CPU load, RAM capacity and information measure. The proposed VM consolidation Algorithm (PVMCA) is contained of four algorithms: over loaded host detection algorithm, VM selection algorithm, VM placement algorithm, and under loading host detection algorithm. PVMCA is dynamic because it uses dynamic thresholds instead of static thresholds values, which makes it suggestion for real, unpredictable workloads common in cloud data centers. Also, the Algorithms are adaptive because it inevitably adjusts its behavior based on the studies of historical data of host resource utilization for any application with diverse workload patterns. Finally, the proposed algorithm is online because the algorithms are achieved run time and make an action in response to each request. The proposed algorithms' efficiency was validated through different simulations of extensive nature. The output analysis depicts the projected algorithms scaled back the energy consumption up to some considerable level besides ensuring proper SLA. On the basis of the project algorithms, the energy consumption got reduced by 22% while there was an improvement observed in SLA up to 80% compared to other benchmark algorithms.

The Effects of Management Traffic on the Local Call Processing Performance of ATM Switches Using Queue Network Models and Jackson's Theorem

  • Heo, Dong-Hyun;Chung, Sang-Wook;Lee, Gil-Haeng
    • ETRI Journal
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    • 제25권1호
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    • pp.34-40
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    • 2003
  • This paper considers a TMN-based management system for the management of public ATM switching networks using a four-level hierarchical structure consisting of one network management system, several element management systems, and several agent-ATM switch pairs. Using Jackson's queuing model, we analyze the effects of one TMN command on the performance of the component ATM switch in processing local calls. The TMN command considered is the permanent virtual call connection. We analyze four performance measures of ATM switches- utilization, mean queue length and mean waiting time for the processor directly interfacing with the subscriber lines and trunks, and the call setup delay of the ATM switch- and compare the results with those from Jackson's queuing model.

클라우드 시스템에서 동적 임계치와 호스트 평판도를 기반으로 한 성능 및 에너지 중심 자원 프로비저닝 (Performance and Energy Oriented Resource Provisioning in Cloud Systems Based on Dynamic Thresholds and Host Reputation)

  • 프랭크 엘리호데;이재완
    • 인터넷정보학회논문지
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    • 제14권5호
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    • pp.39-48
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    • 2013
  • 정의된 SLA의 QoS를 지키기 위해서, 클라우드 시스템은 동적인 사용 패턴에서 발생하는 변화무쌍한 작업 부하를 처리해야 한다. 서비스 관점이외에도 에너지 소비를 최소화 하는 것이 또한 새로운 관심사이다. 이는 클라우드 데이타 센터에서 가상화된 자원을 할당할 때 클라우드 제공자들은 에너지와 성능의 상관관계를 고려해야 한다. 본 논문에서는 호스트 컴퓨터의 작업부하 수준을 탐지하기 위해 동적 임계치를 기반으로 한 자원 프로비저닝 방안을 제시한다. VM선정 정책은 이주할 VM을 선택하기 위해 활용 데이터를 사용하며, VM 할당 정책은 서비스 평판도에 따라 VM들을 호스트에 지정한다. 시뮬레이션을 통해 연구결과를 평가하였으며, 시뮬레이션 결과 이주를 지원하지 않는 비 전력 방법뿐만 아니라 동적 임계치, 임의 선정 정책보다 성능이 우수함을 보였다.

차별화 서비스 망에서 COPS 기반 대역 브로커 설계 및 구현 (An Implementation of Bandwidth Broker Based on COPS for Resource Management in Diffserv Network)

  • 한태만;김동원;정유현;이준화;김상하
    • 한국멀티미디어학회논문지
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    • 제7권4호
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    • pp.518-531
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    • 2004
  • 본 논문에서는 차별화 서비스를 지원할 수 있는 테스트 베드 개발 연구를 수행한다. 먼저 인터넷 상의 QoS 보장 모델인 차별화 서비스에 대한 기술을 소개한다. 그리고 FreeBSD 상에서 ALTQ 시 스템을 사용한 차별화 서비스 지원 라우터와 대역 브로커를 설계하고 테스트베드 상에서 검증을 수행한다. 차별화 서비스망에서 QoS를 보장받기 위해서 단말은 항상 대역 브로커와 사전에 SLA를 맺어 놓고, 서비스를 시작할 때 대역 브로커에게 RAR 메시지를 전송한다. 그러면, 정책 서버인 대역 브로커는 자신이 가지고 있는 PIB 정보를 기반으로 각 라우터에게 명령을 내린다. 물론 이때 대역 브로커와 각 라우터 사이의 모든 시그널링 메시지는 IETF에서 제안하고 있는 COPS 프로토콜을 이용해서 주고받게 된다. 차별화 서비스가 지 원되는 테스트베드에서 두 클라이언트가 VOD서버에게 접속해서 비디오 서비스를 받을 때 한 사용자는 EF클래스로 서비스를 받고, 다른 하나는 BE 클래스로 서비스를 받고, 망은 적절한 백그라운드 트래픽을 통해 일 정한 혼잡 상태이다. 이 때 실험 결과에서는 각 수신 단말에서의 성능과 중간 라우터에서의 드롭된 패킷 수를 비교하였다. 그 결과 EF 클래스로 서비스 받는 수신 단말은 처음 RAR에 의해서 할당받은 대역내에서 항상 QoS를 보장받고, BE 클래스는 항상 망 상황에 의존해서 망에 혼잡이 발생하지 않을 때에는 성능이 좋지만 조그만 망에 혼잡이 발생해도 성능이 급격히 떨어짐을 볼 수 있었다.

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CloudSwitch: A State-aware Monitoring Strategy Towards Energy-efficient and Performance-aware Cloud Data Centers

  • Elijorde, Frank;Lee, Jaewan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제9권12호
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    • pp.4759-4775
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    • 2015
  • The reduction of power consumption in large-scale datacenters is highly-dependent on the use of virtualization to consolidate multiple workloads. However, these consolidation strategies must also take into account additional important parameters such as performance, reliability, and profitability. Resolving these conflicting goals is often the major challenge encountered in the design of optimization strategies for cloud data centers. In this paper, we put forward a data center monitoring strategy which dynamically alters its approach depending on the cloud system's current state. Results show that our proposed scheme outperformed strategies which only focus on a single metric such as SLA-Awareness and Energy Efficiency.

Two-Step Scheduling Scheme to Support Fairness and QoS in DVB-S2 System

  • Park, ManKyu;Kang, DongBae;Oh, DeockGil
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제9권11호
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    • pp.4419-4435
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    • 2015
  • The use of an efficient packet scheduling scheme for a forward link in satellite communication networks is very important to support fairness for each return channel satellite terminal (RCST) and the service differentiations for user traffics. To support fairness and QoS for each RCST with service-level agreement (SLA), the Adaptive Coding and Modulation (ACM) system in a satellite hub has to process packets with considering modulation and coding (MODCOD) and packet types. Although a DVB-S2 system with ACM scheme has higher transmission efficiency, it cannot offer fairness or quality of service (QoS) to RCSTs. Because the data are transmitted with high MODCOD in regions with clear skies, while data are transmitted using low MODCOD in regions experiencing rain events. In this paper, we propose a two-step scheduling scheme offering fairness and QoS to RCSTs, while minimizing a decrease in throughput. The proposed scheme is carried out performance evaluations using a computer simulation. As results of this simulation, the proposed scheduler was shown to support bandwidth fairness to an individual RCST, and provide a level of QoS differentiation for user traffics.

압출 적층 방식의 알루미늄 용융기의 설계 및 해석 (Design and Analysis of Aluminum Melting Machine in Fused Deposition Modeling Method)

  • 이현석;나영민;강태훈;박종규;박태곤
    • 한국기계가공학회지
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    • 제14권4호
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    • pp.62-72
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    • 2015
  • Interest in three-dimensional (3D) printing processes has grown significantly, and several types have been developed. These 3D printing processes are classified as Selective Laser Sintering (SLS), Stereo-Lithography Apparatus (SLA), and Fused Deposition Modeling (FDM). SLS can be applied to many materials, but because it uses a laser-based material removal process, it is expensive. SLA enables fast and precise manufacturing, but available materials are limited. FDM printing's benefits are its reasonable price and easy accessibility. However, metal printing using FDM can involve technical problems, such as suitable component supply or the thermal expansion of the heating part. Thus, FDM printing primarily uses materials with low melting points, such as acrylonitrile butadiene styrene (ABS) or polylactic acid (PLA) resin. In this study, an FDM process for enabling metal printing is suggested. Particularly, the nozzle and heatsink for this process are focused for stable printing. To design the nozzle and heatsink, multi-physical phenomena, including thermal expansion and heat transfer, had to be considered. Therefore, COMSOL Multiphysics, an FEM analysis program, was used to analyze the maximum temperature, thermal expansion, and principal stress. Finally, its performance was confirmed through an experiment.