• Title/Summary/Keyword: content based routing

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Multicast Tree Generation using Meta Reinforcement Learning in SDN-based Smart Network Platforms

  • Chae, Jihun;Kim, Namgi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.15 no.9
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    • pp.3138-3150
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    • 2021
  • Multimedia services on the Internet are continuously increasing. Accordingly, the demand for a technology for efficiently delivering multimedia traffic is also constantly increasing. The multicast technique, that delivers the same content to several destinations, is constantly being developed. This technique delivers a content from a source to all destinations through the multicast tree. The multicast tree with low cost increases the utilization of network resources. However, the finding of the optimal multicast tree that has the minimum link costs is very difficult and its calculation complexity is the same as the complexity of the Steiner tree calculation which is NP-complete. Therefore, we need an effective way to obtain a multicast tree with low cost and less calculation time on SDN-based smart network platforms. In this paper, we propose a new multicast tree generation algorithm which produces a multicast tree using an agent trained by model-based meta reinforcement learning. Experiments verified that the proposed algorithm generated multicast trees in less time compared with existing approximation algorithms. It produced multicast trees with low cost in a dynamic network environment compared with the previous DQN-based algorithm.

Enhancing Performance with a Learnable Strategy for Multiple Question Answering Modules

  • Oh, Hyo-Jung;Myaeng, Sung-Hyon;Jang, Myung-Gil
    • ETRI Journal
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    • v.31 no.4
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    • pp.419-428
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    • 2009
  • A question answering (QA) system can be built using multiple QA modules that can individually serve as a QA system in and of themselves. This paper proposes a learnable, strategy-driven QA model that aims at enhancing both efficiency and effectiveness. A strategy is learned using a learning-based classification algorithm that determines the sequence of QA modules to be invoked and decides when to stop invoking additional modules. The learned strategy invokes the most suitable QA module for a given question and attempts to verify the answer by consulting other modules until the level of confidence reaches a threshold. In our experiments, our strategy learning approach obtained improvement over a simple routing approach by 10.5% in effectiveness and 27.2% in efficiency.

High Performance IP Fowarding Engine for ATM based Gigabit Routers

  • Park, Byeong-Cheol;Park, Chang-Sik;Jeong, Youn-Kwae;Lee, Jeong-Tae
    • Proceedings of the IEEK Conference
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    • 2000.07a
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    • pp.533-536
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    • 2000
  • In this paper, we proposed high performance packet forwarding engine for asynchronous transfer mode(ATM) based gigabit routers. The forwarding engine is based on ATM switch and accommodates four 622Mbps ports. The forwarding engine has been designed to be able to process the Intemet protocol(IP) packet at 2.5Gbps using the pipelined If header processing and lookup control mechanism. For high performance packet forwarding, we used content addressable memory(CAM) based routing coprocessor operating in hardware and implemented the pipelined lookup control function into a field programmable gate array(FPGA). The pipelined packet header processing mechanism enhanced the forwarding performance of the If packets ingressed from four different 622Mbps ports. Moreover, the If lookup controller designed to have the performance up to 12.5Mpps. The proposed forwarding engine is also designed to support differentiated services(DS) and multiprotocol label switching(MPLS).

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A Study on Parallel Processing System for Automatic Segmentation of Moving Object in Image Sequences

  • Lee, Hyung;Park, Jong-Won
    • Proceedings of the IEEK Conference
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    • 2000.07a
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    • pp.429-432
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    • 2000
  • The new MPEG-4 video coding standard enables content-based functionalities. In order to support the philosophy of the MPEG-4 visual standard, each frame of video sequences should be represented in terms of video object planes (VOP’s). In other words, video objects to be encoded in still pictures or video sequences should be prepared before the encoding process starts. Therefore, it requires a prior decomposition of sequences into VOP’s so that each VOP represents a moving object. A parallel processing system is required an automatic segmentation to be processed in real-time, because an automatic segmentation is time consuming. This paper addresses the parallel processing: system for an automatic segmentation for separating moving object from the background in image sequences. The proposed parallel processing system comprises of processing elements (PE’s) and a multi-access memory system (MAMS). Multi-access memory system is a memory controller to perform parallel memory access with the variety of types: horizontal, vertical, and block access way. In order to realize these ways, a multi-access memory system consists of a memory module selection module, data routing modules, and an address calculation and routing module. The proposed system is simulated and evaluated by the CADENCE Verilog-XL hardware simulation package.

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Interactive Visual Analytic Approach for Anomaly Detection in BGP Network Data (BGP 네트워크 데이터 내의 이상징후 감지를 위한 인터랙티브 시각화 분석 기법)

  • Choi, So-mi;Kim, Son-yong;Lee, Jae-yeon;Kauh, Jang-hyuk;Kwon, Koo-hyung;Choo, Jae-gul
    • Journal of Internet Computing and Services
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    • v.23 no.5
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    • pp.135-143
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    • 2022
  • As the world has implemented social distancing and telecommuting due to the spread of COVID-19, real-time streaming sessions based on routing protocols have increased dependence on the Internet due to the activation of video and voice-related content services and cloud computing. BGP is the most widely used routing protocol, and although many studies continue to improve security, there is a lack of visual analysis to determine the real-time nature of analysis and the mis-detection of algorithms. In this paper, we analyze BGP data, which are powdered as normal and abnormal, on a real-world basis, using an anomaly detection algorithm that combines statistical and post-processing statistical techniques with Rule-based techniques. In addition, we present an interactive spatio-temporal analysis plan as an intuitive visualization plan and analysis result of the algorithm with a map and Sankey Chart-based visualization technique.

Content Delivery Network Based on MST Algorithm (MST 알고리즘 기반 콘텐츠 전송 네트워크에 관한 연구)

  • Lee, Hyung-ok;Kang, Mi-young;Nam, Ji-seung
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.41 no.2
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    • pp.178-188
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    • 2016
  • The traffic in the wired and wireless networks has increased exponentially because of increase of smart phone and improvement of PC performance. Multimedia services and file transmission such as Facebook, Youtube occupy a large part of the traffic. CDN is a technique that duplicates the contents on a remote web server of content provider to local CDN servers near clients and chooses the optimal CDN server for providing the content to the client in the event of a content request. In this paper, the content request message between CDN servers and the client used the SCRP algorithm utilizing the MST algorithm and the traffic throughput was optimized. The average response time for the content request is reduced by employing HC_LRU cache algorithm that improves the cache hit ratio. The proposed SCRP and HC_LRU algorithm may build a scalable content delivery network system that efficiently utilizes network resources, achieves traffic localization and prevents bottlenecks.

Secure Routing Scheme in CCN-Based Mobile Ad-Hoc Networking Environments (CCN 기반 이동 애드혹 환경에서의 그룹 콘텐츠 요청을 사용한 효율적인 콘텐츠 공유 방안)

  • Shin, Jooho;Lee, Juyong;Lee, Jihoon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39B no.12
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    • pp.817-821
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    • 2014
  • As users generate lots of contents independently of time and places anytime and anywhere together with a rapid development of mobile wireless communication technologies and an explosive dissemination of smart devices, content centric networking (CCN) has emerged as a new networking architecture. However, as CCN is based on one to one message exchanges, it is not appropriate for ad hoc network environment that has frequent network topology changes, which results in high control overhead and low transmission throughput. So, this paper proposes the new content sharing methods using group interest messages in CCN ad hoc environment. It is shown from the simulation that the proposed method can provide low control overhead and high transmission throughput.

An Efficient Split Algorithm to Minimize the Overlap between Node Index Spaces in a Multi-dimensional Indexing Scheme M-tree (다차원 색인구조 M-트리에서 노드 색인 공간의 중첩을 최소화하기 위한 효율적인 분할 알고리즘)

  • Im Sang-hyuk;Ku Kyong-I;Kim Ki-chang;Kim Yoo-Sung
    • The KIPS Transactions:PartD
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    • v.12D no.2 s.98
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    • pp.233-246
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    • 2005
  • To enhance the user response time of content-based retrieval service for multimedia information, several multi-dimensional index schemes have been proposed. M-tree, a well-known multidimensional index scheme is of metric space access method, and is based on the distance between objects in the metric space. However, since the overlap between index spaces of nodes might enlarge the number of nodes of M-tree accessed for query processing, the user response time for content-based multimedia information retrieval grows longer. In this paper, we propose a node split algorithm which is able to reduce the sire of overlap between index spaces of nodes in M-tree. In the proposed scheme, we choose a virtual center point as the routing object and entry redistribution as the postprocessing after node split in order to reduce the radius of index space of a node, and finally in order to reduce the overlap between the index spaces of routing nodes. From the experimental results, we can see the proposed split algorithm reduce the overlap between index space of nodes and finally enhance the user response time for similarity-based query processing.

Groundwater Recharge Assessment via Grid-based Soil Moisture Route Modeling (격자기반의 토양수분 추적에 의한 지하수함양량 추정기법 개발)

  • Kim, Seong-Jun;Chae, Hyo-Seok
    • Journal of Korea Water Resources Association
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    • v.33 no.1
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    • pp.61-72
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    • 2000
  • The purpose of this study is to improve the method of evaluating groundwater recharge by using grid-based soil moisture routing technique. A model which predicts temporal variation and spatial distribution of soil moisture on a daily time step was developed. The model uses ASCII-formatted map data supported by the irregular gridded map of the GRASS(Geographic Resources Analysis Support System)-GIS and can generate daily and monthly spatial distribution map of surface runoff, soil moisture content, evapotranspiration within the watershed. The model was applied to Ipyunggyo watershed($75.6\;\textrm{km}^2$) located in the upstream of Bocheongchun watershed. Seven maps; DEM(Digital Elevation Mode]), stream, flow path, soil, land use, Thiessen network and free groundwater level, were used for input data. Predicted streamflows resulting from two years (l995, 1996) daily data were compared with the observed values at the watershed outlet. The results of temporal variations and spatial distributions of soil moisture are presented by using GRASS GIS. As a final result, the monthly predicted groundwater recharge was presented.sented.

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Scalable Distributed Scheduling in Grid Computing Environment (그리드 컴퓨팅 환경에서 확장 가능한 분산 스케줄링)

  • Lee, Joon-Dong;Lee, Moo-Hun;Choi, Eui-In
    • Journal of the Korea Society of Computer and Information
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    • v.12 no.6
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    • pp.1-9
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    • 2007
  • We propose a novel framework for distributed resource management. The framework has the following novel features. First, the resource management system is distributed using resource content information that is characterized by system properties. We argue that a distributed system based on resource content is sufficient to satisfy specific scheduling requests for Quality of Service(QoS) considering workload balance across a grid. Second, the distributed system constructs a hierarchical peer-to-peer network. This peered network provides an efficient message routing mechanism. The simulation results demonstrate that the proposed framework is proficient to satisfy QoS in distributed environment.

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