• 제목/요약/키워드: distributed attention

검색결과 378건 처리시간 0.03초

A New Distributed Log Anomaly Detection Method based on Message Middleware and ATT-GRU

  • Wei Fang;Xuelei Jia;Wen Zhang;Victor S. Sheng
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권2호
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    • pp.486-503
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    • 2023
  • Logs play an important role in mastering the health of the system, experienced operation and maintenance engineer can judge which part of the system has a problem by checking the logs. In recent years, many system architectures have changed from single application to distributed application, which leads to a very huge number of logs in the system and manually check the logs to find system errors impractically. To solve the above problems, we propose a method based on Message Middleware and ATT-GRU (Attention Gate Recurrent Unit) to detect the logs anomaly of distributed systems. The works of this paper mainly include two aspects: (1) We design a high-performance distributed logs collection architecture to complete the logs collection of the distributed system. (2)We improve the existing GRU by introducing the attention mechanism to weight the key parts of the logs sequence, which can improve the training efficiency and recognition accuracy of the model to a certain extent. The results of experiments show that our method has better superiority and reliability.

분산주의와 초점주의의 신경기제 및 시각 통계표상과의 관계 (The neural mechanism of distributed and focused attention and their relation to statistical representation of visual displays)

  • 정상철;주성준
    • 인지과학
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    • 제18권4호
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    • pp.399-415
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    • 2007
  • 통상적인 시각 장면은 다수의 물체를 포함한다. 하지만 시각시스템이 동시에 처리할 수 있는 용량에는 한계가 있기 때문에, 시각 장면에 제시된 다수의 자극을 어떻게 처리할 것인지는 시각 체계의 매우 중요한 과제 중 하나이다. 선택적 주의와 통계표상은 이 문제를 해결하는 서로 다른 두 방법이다. 이 둘 간의 신경 기제를 밝히기 위해 fMRI를 사용하여 하나의 원에 주의를 주었을 때(초점주의)와 평균 크기 판단을 위해 모든 원에 주의를 주었을 때(분산주의) 억제적 상호작용의 변화를 조사하였다. 시각 영역 V4에서 무주의 조건에 비해 초점주의는 억제적 상호작용을 감소시킨 반면, 분산주의는 억제적 상호작용에 영향을 주지 않았다. 이 결과는 초점주의는 현재의 목적에 맞지 않는 자극을 여과하고 선택된 자극만을 편향되게 처리하지만, 분산주의는 다수의 자극에 대한 신경 반응을 각 자극에 대한 반응들의 평균값으로 수렴시켜 평균표상을 하게 한다는 것을 시사한다.

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하둡 환경에 적합한 데이터 저장 및 복원 기법에 관한 연구 (A Study on Data Storage and Recovery in Hadoop Environment)

  • 김수현;이임영
    • 정보처리학회논문지:컴퓨터 및 통신 시스템
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    • 제2권12호
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    • pp.569-576
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    • 2013
  • 최근 많은 관심을 받고 있는 클라우드 컴퓨팅이 해결해야할 가장 큰 문제는 바로 보안이다. 일반적인 클라우드 컴퓨팅 환경에서는 사용자의 데이터 보호를 위해 수많은 분산서버를 이용하여 데이터를 저장한다. 하지만 분산서버에 저장된 데이터를 암호화 과정을 거치지 않고 그대로 저장하게 된다면, 마스터 서버에 저장된 분산파일 위치를 추적하여 그대로 유출이 되는 문제가 발생할 수 있다. 이러한 문제를 방지하기 위해 비밀키를 이용하여 분산된 데이터를 암호화해야할 필요성이 존재한다. 그러나 대용량 데이터의 경우 수십, 수백 개의 조각으로 나누어지게 되는데 분산서버마다 각각의 비밀키를 이용하게 된다면, 관리의 어려움이 존재할 뿐 아니라 분산 서버에 대한 정당한 인증, 암복호화 과정을 수없이 거치게 되어 막대한 오버헤드가 발생하게 된다. 따라서 본 논문에서는 이와 같은 문제점을 해결하기 위해 Hadoop 환경에 적합한 XOR 및 RAID기반의 효율적인 분산 저장 및 복구 기법을 제안하였다.

고성능 분산 합의 알고리즘 동향 분석 (Trend Analysis of High-Performance Distributed Consensus Algorithms)

  • 진희상;김동오;김영창;오진태;김기영
    • 전자통신동향분석
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    • 제37권1호
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    • pp.63-72
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    • 2022
  • Recently, blockchain has been attracting attention as a high-reliability technology in various fields. However, the Proof-of-Work-based distributed consensus algorithm applied to representative blockchains, such as Bitcoin and Ethereum, has limitations in applications to various industries owing to its excessive resource consumption and performance limitations. To overcome these limitations, various distributed consensus algorithms have appeared, and recently, hybrid distributed consensus algorithms that use two or more consensus algorithms to achieve decentralization and scalability have emerged. This paper introduces the technological trends of the latest high-performance distributed consensus algorithms by analyzing representative hybrid distributed consensus algorithms.

Two-Phase Distributed Evolutionary algorithm with Inherited Age Concept

  • Kang, Young-Hoon;Z. Zenn Bien
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.101.4-101
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    • 2001
  • Evolutionary algorithm has been receiving a remarkable attention due to the model-free and population-based parallel search attributes and much successful results are coming out. However, there are some problems in most of the evolutionary algorithms. The critical one is that it takes much time or large generations to search the global optimum in case of the objective function with multimodality. Another problem is that it usually cannot search all the local optima because it pays great attention to the search of the global optimum. In addition, if the objective function has several global optima, it may be very difficult to search all the global optima due to the global characteristics of the selection methods. To cope with these problems, at first we propose a preprocessing process, grid-filtering algorithm(GFA), and propose a new distributed evolutionary ...

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압전 작동기가 포함된 스마트 복합재 평판의 유한 요소 해석 (Finite Element Analysis of Smart Composite Plates Containing Piezoelectric Actuator)

  • 한재흥;이인
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 1997년도 춘계학술대회논문집; 경주코오롱호텔; 22-23 May 1997
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    • pp.423-427
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    • 1997
  • Recently, distributed piezoelectric actuators have drawn attention due to their potential applicability within smart structures. Because they serve not only as active components but also passive components, it is difficult to estimate their characteristics accurately. In this study a finite element method based on layerwise theory has been formulated to analyze the characteristics of the distributed piezoelectric actuators. The present method has the capability to describe more refined strain distribution and more realistic boundary conditions.

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Centralized, Distributed, Hybrid Task Planning Framework for Multi-Robot System in Diverse Communication Status

  • Moon, Jiyoun
    • Journal of Positioning, Navigation, and Timing
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    • 제10권3호
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    • pp.215-220
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    • 2021
  • As the role of robots expands, flexible task planning methods are attracting attention from various domains. Many task planning frameworks are introduced to efficiently work in a wide range of areas. In order to work well in a broad region with multiple robots, various communication conditions should be controlled by task planning frameworks. However, few methods are proposed. In this paper, we propose mission planning methods according to the communication status of robots. The proposed method was verified through experiments assuming different communication states with a multi-robot system.

분산 및 에지 클라우드 기술 표준 동향 (Technology Standard Trends in Distributed and Edge Cloud Computing)

  • 인민교;이강찬;이승윤
    • 전자통신동향분석
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    • 제39권3호
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    • pp.69-78
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    • 2024
  • Cloud computing technology based on centralized high-performance computing has brought about major changes across the information technology industry and led to new paradigms. However, with the rapid development of the industry and increasing need for mass generation and real-time processing of data across various fields, centralized cloud computing is lagging behind the demand. This is particularly critical in emerging technologies such as autonomous driving, the metaverse, and augmented/virtual reality that require the provision of services with ultralow latency for real-time performance. To address existing limitations, distributed and edge cloud computing technologies have recently gained attention. These technologies allow for data to be processed and analyzed closer to their point of generation, substantially reducing the response times and optimizing the network bandwidth usage. We describe distributed and edge cloud computing technologies and explore the latest trends in their standardization.

Review of Multifunctional Inverter Topologies and Control Schemes Used in Distributed Generation Systems

  • Teke, Ahmet;Latran, Mohammad Barghi
    • Journal of Power Electronics
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    • 제14권2호
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    • pp.324-340
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    • 2014
  • Recent developments in power electronics technology have spurred interest in the use of renewable energy sources as distributed generation (DG) generators. The key component in DG generators is a grid-connected inverter that serves as an effective interface between the renewable energy source and the utility grid. The multifunctional inverter (MFI) is special type of grid-connected inverter that has elicited much attention in recent years. MFIs not only generate power for DGs but also provide increased functionality through improved power quality and voltage and reactive power support; thus, the capability of the auxiliary service for the utility grid is improved. This paper presents a comprehensive review of the various MFI system configurations for single-phase (two-wire) and three-phase (three- or four-wire) systems and control strategies for the compensation of different power quality problems. The advances in practical applications and recent research on MFIs are presented through a review of nearly 200 papers.

소규모 분산에너지시스템의 제어구조 및 운전 (마이크로터빈 중심) (Control and Operation of a Small Scale Distributed Energy System)

  • 홍원표;조재훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2009년도 제40회 하계학술대회
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    • pp.1139_1141
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    • 2009
  • Distributed Generation (DG) is predicted to play a important role in electric power system in the near future. insertion of DG system into existing distribution network has great impact on real-time system operation and planning. It is widely accepted that micro turbine generation (MTG) systems are currently attracting lot of attention to meet customers need in the distributed power generation market In order to investigate the performance of MT generation systems, their efficient modeling is required. This paper presents the modeling and simulation of a MT generation system suitable for grid-connected operation. The system comprises of a permanent magnet synchronous generator driven by a MT. A brief description of the overall system is given, and mathematical models for the MT and permanent magnet synchronous generator are presented. Also, the use of power electronics in conditioning the power output of the generating system is demonstrated. Simulation studies with MATLAB/Simulink have been carried out in grid-connected operation mode of a DG system. The control strategies for grid connected operation mode of DG system is also presented.

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