• 제목/요약/키워드: cellular network

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다층 셀룰라 비선형 회로망(CNN)을 이용한 고속 패턴 분류 (Fast Pattern Classification with the Multi-layer Cellular Nonlinear Networks (CNN))

  • 오태완;이혜정;손홍락;김형석
    • 대한전기학회논문지:시스템및제어부문D
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    • 제52권9호
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    • pp.540-546
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    • 2003
  • A fast pattern classification algorithm with Cellular Nonlinear Network-based dynamic programming is proposed. The Cellular Nonlinear Networks is an analog parallel processing architecture and the dynamic programing is an efficient computation algorithm for optimization problem. Combining merits of these two technologies, fast pattern classification with optimization is formed. On such CNN-based dynamic programming, if exemplars and test patterns are presented as the goals and the start positions, respectively, the optimal paths from test patterns to their closest exemplars are found. Such paths are utilized as aggregating keys for the classification. The algorithm is similar to the conventional neural network-based method in the use of the exemplar patterns but quite different in the use of the most likely path finding of the dynamic programming. The pattern classification is performed well regardless of degree of the nonlinearity in class borders.

셀룰라 오토마타 기반 신경 회로망의 진화를 위한 전략 (Strategies for Evolution in Neural Networks based on Cellular Automata)

  • 조용군;이원희;강훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1998년도 하계학술대회 논문집 G
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    • pp.2193-2196
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    • 1998
  • Cellular automata are dynamical systems in which space and time are discrete, where each cell has a finite number of states and updates its states by interactive rules among the cell-neighborhood. From the characteristics of self-reproduction and self- organization, it is possible to create a neural network which has the specific patterns or structures dynamically. CAM-Brain is a kind of such neural network system which evolves its structure by adopting evolutionary computations like genetic algorithms (GA). In this paper, we suggest the evolution strategies for the structure of neural networks based on cellular automata.

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지능형물류교통시스팀을 위한 첨단 정보통신기술과 향후 추진 전략 (Modern Telecommunications Media and Strategy for Intelligent Transportation System)

  • 김성수
    • 산업경영시스템학회지
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    • 제20권43호
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    • pp.91-97
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    • 1997
  • The objective of a traffic management system is to promote safe driving, low pollution, short travel time, and optimized traffic flow by naturally distributing the flow of traffic through the use of suitable telecommunications media. Such traffic management systems will be improved by integrating dynamic traffic data and two-way communication media because cars can work as sensors. The purpose of this paper is to help organizations trying to select the correct telecommunications media for minimal-cost investment options without loss of functionality. The wireless communications for an intelligent transportation system (ITS) are introduced in this paper. We describe which kind of telecommunication media are suitable. FM broadcast type media or cellular phone can be recommended to provide real time traffic and roadway conditions in the first stage of ITS, because existing broadcast base station or cellular network facilities can be used. It is expected that cellular radio network or satellites are used for communication. Finally, the strategy and deployment plan of an ITS are described based on selections of telecommunication media in Korea.

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Cost-Efficient Framework for Mobile Video Streaming using Multi-Path TCP

  • Lim, Yeon-sup
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권4호
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    • pp.1249-1265
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    • 2022
  • Video streaming has become one of the most popular applications for mobile devices. The network bandwidth required for video streaming continues to exponentially increase as video quality increases and the user base grows. Multi-Path TCP (MPTCP), which allows devices to communicate simultaneously through multiple network interfaces, is one of the solutions for providing robust and reliable streaming of such high-definition video. However, mobile video streaming over MPTCP raises new concerns, e.g., power consumption and cellular data usage, since mobile device resources are constrained, and users prefer to minimize such costs. In this work, we propose a mobile video streaming framework over MPTCP (mDASH) to reduce the costs of energy and cellular data usage while preserving feasible streaming quality. Our evaluation results show that by utilizing knowledge about video behavior, mDASH can reduce energy consumption by up to around 20%, and cellular usage by 15% points, with minimal quality degradation.

D2D 셀룰러 네트워크에서 위치기반 자원할당 (Resource Allocation Based on Location Information in D2D Cellular Networks)

  • 강수형;서방원;김정곤
    • 한국통신학회논문지
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    • 제42권4호
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    • pp.750-757
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    • 2017
  • 최근 스마트폰과 모바일 단말의 수가 증가함으로서 모바일 인터넷 트래픽도 급격하게 증가하였다. D2D(Device to Device)는 급격한 인터넷 트래픽을 해결하기 위한 방법으로 주목받고 있다. D2D는 기지국이 해결해야하는 많은 트래픽 오버헤드를 줄여주고 네트워크 성능을 향상시켜준다. 그러나 D2D는 간섭이 증가하면 증가할수록 효율이 감소하는 문제를 가지고 있다. 이 논문은 업 링크 셀룰러 네트워크 환경에서 자원을 공유할 때 셀룰러의 자원효율을 높힐 수 있는 자원할당 알고리즘을 제안한다. eNB가 모든 단말의 위치를 알고 있을 때 D2D 통신은 위치 정보를 활용하여 자원할당을 한다. 제안된 기법은 D2D의 성능을 보장하기 위해 위치정보를 통하여 셀룰러 단말의 일부를 선택하게 된다. 그리고 선택된 단말만을 이용하여 자원할당을 할 단말을 찾기 시작한다. 시뮬레이션 결과에서는 D2D 성능을 최대한으로 보장하기 위해 단말 선택의 최적 값을 찾아보고 다른 자원할당기법과 비교를 해 보았다.

Dynamic Channel Allocation Control with thresholds in Wireless Cellular Networks using Simpy

  • Cao, Yang;Ro, Cheul-Woo
    • International Journal of Contents
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    • 제8권2호
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    • pp.19-22
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    • 2012
  • New and handoff calls control mechanisms are the key point to wireless cellular networks. In this paper, we present an adaptive algorithm for dynamic channel allocation scheme with guard channels and also with handoff calls waiting queue ensuring that handoff calls take priority over new calls. Our goal is to find better tradeoff between handoffs and new calls blocking probabilities in order to achieve more efficient channel utilization. Simpy is a Python based discrete event simulation system. We use Simpy to build our simulation models to get analytical data.

Micro Mobility Protocol의 핸드오프 성능개선 (Enhanced Handoff for Micro Mobility Protocol)

  • 정원수;윤찬영;오영환
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 학술대회 논문집 정보 및 제어부문
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    • pp.209-211
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    • 2004
  • We can categorize mobility two main fields in IP environment. If Mobile IP manages macro mobility, Cellular IP deal with micro mobility. For seamless connection, it is major problem to reduce packet loss in the network layer during handoff. This paper will introduce a scheme which reduces packet loss during micro mobility which use indirect handoff mechanism in Cellular IP, and will verify the efficiency of that scheme by computer simulation.

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STABILITY OF IMPULSIVE CELLULAR NEURAL NETWORKS WITH TIME-VARYING DELAYS

  • Zhang, Lijuan;Yu, Lixin
    • Journal of applied mathematics & informatics
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    • 제29권5_6호
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    • pp.1327-1335
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    • 2011
  • This paper demonstrates that there is a unique exponentially stable equilibrium state of a class of impulsive cellular neural network with delays. The analysis exploits M-matrix theory and generalized comparison principle to derive some easily verifiable sufficient conditions for the global exponential stability of the equilibrium state. The results extend and improve earlier publications. An example with its simulation is given for illustration of theoretical results.

ON STEPANOV WEIGHTED PSEUDO ALMOST AUTOMORPHIC SOLUTIONS OF NEURAL NETWORKS

  • Lee, Hyun Mork
    • Korean Journal of Mathematics
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    • 제30권3호
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    • pp.491-502
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    • 2022
  • In this paper we investigate some sufficient conditions to guarantee the existence and uniqueness of Stepanov-like weighted pseudo almost periodic solutions of cellular neural networks on Clifford algebra for non-automomous cellular neural networks with multi-proportional delays. Our analysis is based on the differential inequality techniques and the Banach contraction mapping principle.