• Title/Summary/Keyword: Caching Mechanism

Search Result 53, Processing Time 0.022 seconds

Deep Learning based Loss Recovery Mechanism for Video Streaming over Mobile Information-Centric Network

  • Han, Longzhe;Maksymyuk, Taras;Bao, Xuecai;Zhao, Jia;Liu, Yan
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.13 no.9
    • /
    • pp.4572-4586
    • /
    • 2019
  • Mobile Edge Computing (MEC) and Information-Centric Networking (ICN) are essential network architectures for the future Internet. The advantages of MEC and ICN such as computation and storage capabilities at the edge of the network, in-network caching and named-data communication paradigm can greatly improve the quality of video streaming applications. However, the packet loss in wireless network environments still affects the video streaming performance and the existing loss recovery approaches in ICN does not exploit the capabilities of MEC. This paper proposes a Deep Learning based Loss Recovery Mechanism (DL-LRM) for video streaming over MEC based ICN. Different with existing approaches, the Forward Error Correction (FEC) packets are generated at the edge of the network, which dramatically reduces the workload of core network and backhaul. By monitoring network states, our proposed DL-LRM controls the FEC request rate by deep reinforcement learning algorithm. Considering the characteristics of video streaming and MEC, in this paper we develop content caching detection and fast retransmission algorithm to effectively utilize resources of MEC. Experimental results demonstrate that the DL-LRM is able to adaptively adjust and control the FEC request rate and achieve better video quality than the existing approaches.

UTrustDisk: An Efficient Data Protection Scheme for Building Trusted USB Flash Disk

  • Cheng, Yong;Ma, Jun;Ren, Jiangchun;Mei, Songzhu;Wang, Zhiying
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.11 no.4
    • /
    • pp.2276-2291
    • /
    • 2017
  • Data protection of removable storage devices is an important issue in information security. Unfortunately, most existing data protection mechanisms are aimed at protecting computer platform which is not suitable for ultra-low-power devices. To protect the flash disk appropriately and efficiently, we propose a trust based USB flash disk, named UTrustDisk. The data protection technologies in UTrustDisk include data authentication protocol, data confidentiality protection and data leakage prevention. Usually, the data integrity protection scheme is the bottleneck in the whole system and we accelerate it by WH universal hash function and speculative caching. The speculative caching will cache the potential hot chunks for reducing the memory bandwidth pollution. We adopt the symmetric encryption algorithm to protect data confidentiality. Before mounting the UTrustDisk, we will run a trusted virtual domain based lightweight virtual machine for preventing information leakage. Besides, we prove formally that UTrustDisk can prevent sensitive data from leaking out. Experimental results show that our scheme's average writing throughput is 44.8% higher than that of NH scheme, and 316% higher than that of SHA-1 scheme. And the success rate of speculative caching mechanism is up to 94.5% since the access pattern is usually sequential.

Distributed Optimal Path Generation Based on Delayed Routing in Smart Camera Networks

  • Zhang, Yaying;Lu, Wangyan;Sun, Yuanhui
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.10 no.7
    • /
    • pp.3100-3116
    • /
    • 2016
  • With the rapid development of urban traffic system and fast increasing of vehicle numbers, the traditional centralized ways to generate the source-destination shortest path in terms of travel time(the optimal path) encounter several problems, such as high server pressure, low query efficiency, roads state without in-time updating. With the widespread use of smart cameras in the urban traffic and surveillance system, this paper maps the optimal path finding problem in the dynamic road network to the shortest routing problem in the smart camera networks. The proposed distributed optimal path generation algorithm employs the delay routing and caching mechanism. Real-time route update is also presented to adapt to the dynamic road network. The test result shows that this algorithm has advantages in both query time and query packet numbers.

An Enhancing Caching Technique by the SOP(Shared Object Page) for Content Adaptation Systems (콘텐츠 적응화 시스템에 SOP(Shared Object Page)를 도입한 개선된 캐싱 기법)

  • Jang, Seo-Young;Jeong, Ho-Yeong;Kang, Su-Yong;Cha, Jae-Hyeok
    • Journal of Digital Contents Society
    • /
    • v.8 no.1
    • /
    • pp.41-50
    • /
    • 2007
  • People access web contain via PC and many other devices. In other words, not only they access information by a PC connected internet, but also they get information through a mobile phone, a PDA even D-TV. In this article, to resolve the problem, we suppose new web caching mechanism called 'SOP(Shared Object Page)'based on applying of meta data of web page information and storing adapted objects.

  • PDF

Meta Data Caching Mechanism in Distributed Directory Database Systems (분산 디렉토리 데이터베이스 시스템에서의 메타 데이터 캐싱 기법)

  • Lee, Kang-Woo;Koh, Jin-Gwang
    • The Transactions of the Korea Information Processing Society
    • /
    • v.7 no.6
    • /
    • pp.1746-1752
    • /
    • 2000
  • In this paper, a cache mechanism is proposed to improve the speed of query processing in distributed director database systems. To decrease search time of requested objects and query processing time. query requests and results about objects in a remote site are stored in the cache of a local site. Cache system architecture is designed according to the classified information. Cache schema are designed for each cache information. Operational algorithms are developed for meta data cache which has meta data tree. This tree improves the speed of query processing by reducing the scope of search space. Finally, performance evaluation is performed by comparing the proposed cache mechanism with X500.

  • PDF

A Cache Privacy Protection Mechanism based on Dynamic Address Mapping in Named Data Networking

  • Zhu, Yi;Kang, Haohao;Huang, Ruhui
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.12 no.12
    • /
    • pp.6123-6138
    • /
    • 2018
  • Named data networking (NDN) is a new network architecture designed for next generation Internet. Router-side content caching is one of the key features in NDN, which can reduce redundant transmission, accelerate content distribution and alleviate congestion. However, several security problems are introduced as well. One important security risk is cache privacy leakage. By measuring the content retrieve time, adversary can infer its neighbor users' hobby for privacy content. Focusing on this problem, we propose a cache privacy protection mechanism (named as CPPM-DAM) to identify legitimate user and adversary using Bloom filter. An optimization for storage cost is further provided to make this mechanism more practical. The simulation results of ndnSIM show that CPPM-DAM can effectively protect cache privacy.

A Proxy based QoS Provisioning Mechanism for Streaming Service in Wireless Networks (무선이동통신망에서 스트리밍 서비스를 위한 프락시 기반Qos 보장 방안)

  • Kim Yong-Sul;Hong Jung-Pyo;Kim Hwa-Sung;Yoo Ji-Sang;Kim Dong-Wook
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.31 no.7B
    • /
    • pp.608-618
    • /
    • 2006
  • The increasing popularity of multimedia streaming services introduces new challenges in content distribution. Especially, it is important to provide the QoS guarantees as they are increasingly expected to support the multimedia applications. The service providers can improve the performance of multimedia streaming by caching the initial segment (prefix) of the popular streams at proxies near the requesting clients. The proxy can initiate transmission to the client while requesting the remainder of the stream from the server. In this paper, in order to apply the prefix caching service based on IETF's RTSP environment to the wireless networks, we propose the effective RTSP handling scheme that can adapt to the radio situation in wireless network and reduce the cutting phenomenon. Also, we propose the traffic based caching algorithm (TSLRU) to improve the performance of caching proxy. TSLRU classifies the traffic into three types, and improve the performance of caching proxy by reflecting the several elements such as traffic types, recency, frequency, object size when performing the replacement decision. In simulation, TSLRU and RTSP handling scheme performs better than the existing schemes in terms of byte hit rate, hit rate, startup latency, and throughput.

The Two-Level Caching Mechanism for Supporting Efficient Collaborative Authoring (효율적인 공동저작 지원을 위한 2-레벨 캐슁 기법)

  • 김영진;민승정;오삼권
    • Proceedings of the Korean Information Science Society Conference
    • /
    • 1999.10c
    • /
    • pp.504-506
    • /
    • 1999
  • 분산환경에서의 멀티미디어 공동저작은 분산되어 있는 정보와 데이터를 사용하여 작업이 이루어진다. 그러므로 사용자들이 원격지 시스템에 있는 공유객체를 망을 통하여 액세스할 때 데이터 전송으로 인한 작업 지연을 최소화하기 위해 원격지의 데이터중 필요 내용들을 지역 시스템에 효율적으로 캐슁하는 기능이 요구된다. 그러나 공동저작 시 발생하는 전소지연을 최소화하기 위한 캐슁 기법에 대한 연구는 아직 미흡한 실정이다. 본 논문에서는 공동저작에서의 효율적인 캐슁을 위하여 저작 데이터의 특성과 시간, 공간지역성을 고려한 2-레벨 캐슁 기법을 제시한다.

  • PDF

A User-Level File System for Streaming Media Caching (스트리밍 미디어 캐슁을 위한 사용자 수준 화일 시스템)

  • Oh, Jae-Hak;Cha, Ho-Jeong
    • Journal of KIISE:Computer Systems and Theory
    • /
    • v.29 no.8
    • /
    • pp.472-483
    • /
    • 2002
  • This paper presents the design and implementation of a cache file system, umcFS, which is specifically designed to provide an efficient caching and transmission of streaming media. The proposed file system is based on the concept of file disk and implemented as an application level on top of a general-purpose file system. The file disk favors the continuity of cached media and provides an efficient I/O mechanism for cache server. umcFS statically allocates control blocks as well as media cache blocks. These blocks are referenced by the single-level indirect management structure. As the file system is designed as an application level, it is easy to develop and port to other systems. The performance of the implemented system shows that umcFS performs about 13% better than the native file system in randomly accessing the cache blocks of 1024KB.

Implementation and Evaluation of Proxy Caching Mechanisms with Video Qualify Adjustment

  • Sasabe, Masahiro;Taniguchi, Yoshiaki;Wakamiya, Naoki;Murata, Masayuki;Miyahara, Hideo
    • Proceedings of the IEEK Conference
    • /
    • 2002.07a
    • /
    • pp.121-124
    • /
    • 2002
  • The proxy mechanism widely used in WWW systems offers low-delay data delivery by means of "proxy server". By applying the proxy mechanisms to the video streaming system, we expect that high-quality and low-delay video distribution can be accomplished without introducing extra load on the system. In addition, it is effective to adapt the quality of cached video data appropriately in the proxy if user requests are diverse due to heterogeneity in terms of the available bandwidth, end-system performance, and user′s preferences on the perceived video quality. We have proposed proxy caching mechanisms to accomplish the high-quality and highly-interactive video streaming services. In our proposed system, a video stream is divided into blocks for efficient use of the cache buffer. The proxy server is assumed to be able to adjust the quality of a cached or retrieved video block to the request through video filters. In this paper, to verify the practicality of our mechanisms, we implemented them on a real system and conducted experiments. Through evaluations from several performance aspects, it was shown that our proposed mechanisms can provide users with a low-latency and high-quality video streaming service in a heterogeneous environment.

  • PDF