• 제목/요약/키워드: Data caching

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Design and evaluation of a fuzzy cooperative caching scheme for MANETs

  • Bae, Ihn-Han
    • Journal of the Korean Data and Information Science Society
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    • 제21권3호
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    • pp.605-619
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    • 2010
  • Caching of frequently accessed data in multi-hop ad hoc environment is a technique that can improve data access performance and availability. Cooperative caching, which allows sharing and coordination of cached data among several clients, can further en-hance the potential of caching techniques. In this paper, we propose a fuzzy cooperative caching scheme in mobile ad hoc networks. The cache management of the proposed caching scheme not only uses adaptively CacheData or CachePath based on data sim-ilarity and data utility, but also uses the replacement manager based on data pro t. Also, the proposed caching scheme uses a prefetch manager. When the TTL of the cached data expires, the prefetch manager evaluates the popularity index of the data. If the popularity index is larger than a threshold, the data is prefetched. Otherwise, its space is released. The performance of the proposed scheme is evaluated analytically and is compared to that of other cooperative caching schemes.

Version-Aware Cooperative Caching for Multi-Node Rendering

  • Cho, Kyungwoon;Bahn, Hyokyung
    • International Journal of Internet, Broadcasting and Communication
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    • 제14권2호
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    • pp.30-35
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    • 2022
  • Rendering is widely used for visual effects in animations and movies. Although rendering is computing-intensive, we observe that it accompanies heavy I/O because of large input data. This becomes technical hurdles for multi-node rendering performed on public cloud nodes. To reduce the overhead of data transmission in multi-node rendering, this paper analyzes the characteristics of rendering workloads, and presents the cooperative caching scheme for multi-node rendering. Our caching scheme has the function of synchronization between original data in local storage and cached data in rendering nodes, and the cached data are shared between multiple rendering nodes. We perform measurement experiments in real system environments and show that the proposed cooperative caching scheme improves the conventional caching scheme used in the network file system by 27% on average.

Dynamic Probabilistic Caching Algorithm with Content Priorities for Content-Centric Networks

  • Sirichotedumrong, Warit;Kumwilaisak, Wuttipong;Tarnoi, Saran;Thatphitthukkul, Nattanun
    • ETRI Journal
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    • 제39권5호
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    • pp.695-706
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    • 2017
  • This paper presents a caching algorithm that offers better reconstructed data quality to the requesters than a probabilistic caching scheme while maintaining comparable network performance. It decides whether an incoming data packet must be cached based on the dynamic caching probability, which is adjusted according to the priorities of content carried by the data packet, the uncertainty of content popularities, and the records of cache events in the router. The adaptation of caching probability depends on the priorities of content, the multiplication factor adaptation, and the addition factor adaptation. The multiplication factor adaptation is computed from an instantaneous cache-hit ratio, whereas the addition factor adaptation relies on a multiplication factor, popularities of requested contents, a cache-hit ratio, and a cache-miss ratio. We evaluate the performance of the caching algorithm by comparing it with previous caching schemes in network simulation. The simulation results indicate that our proposed caching algorithm surpasses previous schemes in terms of data quality and is comparable in terms of network performance.

이동 애드-혹 망을 위한 클러스터 기반 퍼지 협력 캐싱 방법의 설계 및 평가 (Design and evaluation of a cluster-based fuzzy cooperative caching method for MANETs)

  • 이은주;배인한
    • Journal of the Korean Data and Information Science Society
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    • 제22권2호
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    • pp.269-285
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    • 2011
  • 이동 애드-혹 망에서 자주 액세스되는 데이터의 캐싱은 데이터 액세스 성능 및 가용성을 향상시킬 수 있는 잠재적 기술이다. 다수의 클라이언트들 간의 캐시된 데이터의 공유와 협동을 허용하는 협력 캐싱은 캐싱 기술의 잠재력을 더 향상시킬 수 있다. 이 논문에서, 우리는 이동 애드-혹 망을 위한 클러스터 기반 퍼지 협력 캐싱 방법을 제안한다. 그리고 제안된 방법의 성능은 분석적 모델을 통해 평가하고, 그것의 성능을 다른 모바일 협력 캐싱 방법과 비교한다.

RAID를 위한 SSD 캐시: 데이터 캐싱과 패리티 갱신 지연 기법의 결합 (SSD Cache for RAID: Integrating Data Caching and Parity Update Delay)

  • 하성태;이동희
    • 정보과학회 컴퓨팅의 실제 논문지
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    • 제23권6호
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    • pp.379-385
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    • 2017
  • 디스크 기반 RAID와 SSD를 결합한 하이브리드 스토리지가 기업 환경에서 널리 이용되고 있다. RAID 상단의 SSD는 주로 데이터 캐시로 사용된다. 최근 SSD를 사용하여 패리티 갱신 비용을 감소시키는 LeavO 캐시 기법이 제안되었으며, 본 논문에서는 데이터 캐시와 LeavO 캐시를 결합한 혼합 캐시기법을 제안한다. 특히 SSD 공간을 데이터 캐시와 LeavO 캐시, 두 영역으로 최적으로 분할하기 위해 비용 모델을 도출하고, 워크로드에 따라 두 영역의 크기를 동적으로 조절하는 적응형 혼합 캐시 기법을 개발하였다. 실험 결과에 따르면 적응형 혼합 캐시 기법은 기존 데이터 캐시 기법에 비해 좋은 성능을 보이며, 오프라인 최적 기법과 대등한 성능을 보인다.

데이터 이름 기반 네트워킹의 데이터 캐싱 관리 기법 (A Data Caching Management Scheme for NDN)

  • 김대엽
    • 한국멀티미디어학회논문지
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    • 제19권2호
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    • pp.291-299
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    • 2016
  • To enhance network efficiency, named-data networking (NDN) implements data caching functionality on intermediate network nodes, and then the nodes directly respond to request messages for cached data. Through the processing of request messages in intermediate node, NDN can efficiently reduce the amount of network traffic, also solve network congestion problems near data sources. Also, NDN provides a data authenticate mechanism so as to prevent various Internet accidents caused from the absence of an authentication mechanism. Hence, through applying NDN to various smart IT convergence services, it is expected to efficiently control the explosive growth of network traffic as well as to provide more secure services. Basically, it is important factors of NDN which data is cached and where nodes caching data is located in a network topology. This paper first analyzes previous works caching content based on the popularity of the content. Then ii investigates the hitting rate of caches in each node of a network topology, and then propose an improved caching scheme based on the result of the analyzation. Finally, it evaluates the performance of the proposal.

Neighbor Cooperation Based In-Network Caching for Content-Centric Networking

  • Luo, Xi;An, Ying
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권5호
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    • pp.2398-2415
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    • 2017
  • Content-Centric Networking (CCN) is a new Internet architecture with routing and caching centered on contents. Through its receiver-driven and connectionless communication model, CCN natively supports the seamless mobility of nodes and scalable content acquisition. In-network caching is one of the core technologies in CCN, and the research of efficient caching scheme becomes increasingly attractive. To address the problem of unbalanced cache load distribution in some existing caching strategies, this paper presents a neighbor cooperation based in-network caching scheme. In this scheme, the node with the highest betweenness centrality in the content delivery path is selected as the central caching node and the area of its ego network is selected as the caching area. When the caching node has no sufficient resource, part of its cached contents will be picked out and transferred to the appropriate neighbor by comprehensively considering the factors, such as available node cache, cache replacement rate and link stability between nodes. Simulation results show that our scheme can effectively enhance the utilization of cache resources and improve cache hit rate and average access cost.

멀티 홉 무선 애드혹 네트워크에서 P2P 응용을 위한 이웃 캐싱 (Neighbor Caching for P2P Applications in MUlti-hop Wireless Ad Hoc Networks)

  • 조준호;오승택;김재명;이형호;이준원
    • 한국정보과학회논문지:정보통신
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    • 제30권5호
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    • pp.631-640
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    • 2003
  • 애드혹 네트워크 상의 노드들이 서로의 분산된 데이타를 주고받는 P2P 응용은 멀티 홈 무선 통신의 오버헤드로 인하여 효율성이 떨어진다. 이것을 극복하기 위해서 본 논문은 이웃 캐싱(neighbor caching) 기법을 제안하고, 이 방법이 노드들의 독립적인 캐싱 방법보다 효율적이라는 것을 보이고 있다. 이웃 캐싱 기법은 쉬고 있는 이웃 노드의 저장 공간을 잠시 빌려 씀으로써 캐싱 공간을 확대하고 먼 거리에서 데이타를 가져오는 멀티 홉 무선 통신의 단점을 극복하는 방법이다. 모의 실험의 결과에 따르면 이웃 캐싱은 망의 크기가 커질 때, 노드들의 쉬는 시간이 길 때, 그리고 노드들의 캐시 크기가 작을 때 좋은 성능을 나타낸다. 이와 함께 본 논문에서는 이웃 캐싱을 할 때 로드들 중에서 최적의 이웃 노드를 선별해 내는 우선순위에 근거한 예측기법(ranking based prediction)을 제안하였다. 우선순위에 근거한 예측 기법을 통해 데이타가 가장 오랫동안 보관될 가능성이 높은 이웃 노드를 선별해내고 우선순위가 낮은 데이타를 이웃 캐싱 하지 않을 수 있어서 이웃 캐싱의 효율성을 높일 수 있다. 모의 실험을 통해 이 방법이 노드들의 상황에 따라 이웃 캐싱의 횟수를 적절히 조절하여 성능향상을 가져올 뿐만 아니라 노드들이 분주한 상황에서도 이웃 캐싱이 유연하게 동작하도록 하는 것을 알 수 있다.

Design and analytical evaluation of a fuzzy proxy caching for wireless internet

  • Bae, Ihn-Han
    • Journal of the Korean Data and Information Science Society
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    • 제20권6호
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    • pp.1177-1190
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    • 2009
  • In this paper, we propose a fuzzy proxy cache scheme for caching web documents in mobile base stations. In this scheme, a mobile cache model is used to facilitate data caching and data replication. Using the proposed cache scheme, the individual proxy in the base station makes cache decisions based solely on its local knowledge of the global cache state so that the entire wireless proxy cache system can be effectively managed without centralized control. To improve the performance of proxy caching, the proposed cache scheme predicts the direction of movement of mobile hosts, and uses various cache methods for neighboring proxy servers according to the fuzzy-logic-based control rules based on the membership degree of the mobile host. The performance of our cache scheme is evaluated analytically in terms of average response delay and average energy cost, and is compared with that of other mobile cache schemes.

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An ICN In-Network Caching Policy for Butterfly Network in DCN

  • Jeon, Hongseok;Lee, Byungjoon;Song, Hoyoung;Kang, Moonsoo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제7권7호
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    • pp.1610-1623
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    • 2013
  • In-network caching is a key component of information-centric networking (ICN) for reducing content download time, network traffic, and server workload. Data center network (DCN) is an ideal candidate for applying the ICN design principles. In this paper, we have evaluated the effectiveness of caching placement and replacement in DCN with butterfly-topology. We also suggest a new cache placement policy based on the number of routing nodes (i.e., hop counts) through which travels the content. With a probability inversely proportional to the hop counts, the caching placement policy makes each routing node to cache content chunks. Simulation results lead us to conclude (i) cache placement policy is more effective for cache performance than cache replacement, (ii) the suggested cache placement policy has better caching performance for butterfly-type DCNs than the traditional caching placement policies such as ALWASYS and FIX(P), and (iii) high cache hit ratio does not always imply low average hop counts.