• 제목/요약/키워드: Distributed Data Analysis

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Formal Analysis of Distributed Shared Memory Algorithms

  • Muhammad Atif;Muhammad Adnan Hashmi;Mudassar Naseer;Ahmad Salman Khan
    • International Journal of Computer Science & Network Security
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    • 제24권4호
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    • pp.192-196
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    • 2024
  • The memory coherence problem occurs while mapping shared virtual memory in a loosely coupled multiprocessors setup. Memory is considered coherent if a read operation provides same data written in the last write operation. The problem is addressed in the literature using different algorithms. The big question is on the correctness of such a distributed algorithm. Formal verification is the principal term for a group of techniques that routinely use an analysis that is established on mathematical transformations to conclude the rightness of hardware or software behavior in divergence to dynamic verification techniques. This paper uses UPPAAL model checker to model the dynamic distributed algorithm for shared virtual memory given by K.Li and P.Hudak. We analyse the mechanism to keep the coherence of memory in every read and write operation by using a dynamic distributed algorithm. Our results show that the dynamic distributed algorithm for shared virtual memory partially fulfils its functional requirements.

분포형 개념을 이용한 토사유출량 산정에 관한 연구 (A Study on the Estimation of Sediment Yield Based on a Distributed System Concept)

  • 김웅태;윤용남;박무종;유철상
    • 한국수자원학회논문집
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    • 제34권2호
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    • pp.131-140
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    • 2001
  • 본 연구는 분포형 개념에 기초한 USLE(Universal Soil Loss Equation)의 매개변수의 산정방법과 유역에서 발생한 유사전달률을 중심으로 수행되었다. 그리드를 이용한 분포형 개념의 모형은 경사가 가장 급한 방향으로 한 그리드에서 다른 그리드로 유사를 추적할 수 있다. 여기서는 기존에 조사된 경기도 지역에 위치한 10개의 농업용 저수지의 토사유출량과 유역의 물리적인 특성을 수집하여 연구에 이용하였다. 한 그리드의 유사전달률은 그 그리드의 숲이나 토사이동을 방해하는 면적비와 관계가 있다고 정의하고 $C_1$이라는 비례상수를 도입하였다. 8개 저수지에 대하여 모형을 보정하고 나머지 2개 저수지에 대하며 검정을 실시하였으며 유역의 물리적인 특성과 $C_1$과의 회귀분석을 실시하였다. 회귀분석 결과를 2개의 저수지 유역에 검정한 바 적절한 결과를 보였으며 본 연구에서 제안한 모형의 적용 가능성을 확인할 수 있었다.

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Box-Cox변환을 이용한 다변량 공정능력 분석 (Analysis of Multivariate Process Capability Using Box-Cox Transformation)

  • 문혜진;정영배
    • 산업경영시스템학회지
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    • 제42권2호
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    • pp.18-27
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    • 2019
  • The process control methods based on the statistical analysis apply the analysis method or mathematical model under the assumption that the process characteristic is normally distributed. However, the distribution of data collected by the automatic measurement system in real time is often not followed by normal distribution. As the statistical analysis tools, the process capability index (PCI) has been used a lot as a measure of process capability analysis in the production site. However, PCI has been usually used without checking the normality test for the process data. Even though the normality assumption is violated, if the analysis method under the assumption of the normal distribution is performed, this will be an incorrect result and take a wrong action. When the normality assumption is violated, we can transform the non-normal data into the normal data by using an appropriate normal transformation method. There are various methods of the normal transformation. In this paper, we consider the Box-Cox transformation among them. Hence, the purpose of the study is to expand the analysis method for the multivariate process capability index using Box-Cox transformation. This study proposes the multivariate process capability index to be able to use according to both methodologies whether data is normally distributed or not. Through the computational examples, we compare and discuss the multivariate process capability index between before and after Box-Cox transformation when the process data is not normally distributed.

대형구조물의 분산구조해석을 위한 PCG 알고리즘 (Distributed Structural Analysis Algorithms for Large-Scale Structures based on PCG Algorithms)

  • 권윤한;박효선
    • 한국전산구조공학회논문집
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    • 제12권3호
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    • pp.385-396
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    • 1999
  • 최근 공학분야에서 다루어지고 있는 문제의 규모가 대형화하고 있으며 이러한 대형구조물의 구조설계는 부재의 강도설계 및 절점의 변위조절을 위하여 많은 수의 구조해석을 요구한다. 한 대의 개인용 컴퓨터에 의한 대형구조물의 구조해석은 대용량의 기억장치와 많은 계산 시간이 요구되므로 반복적 해석이 필요한 대형구조물의 설계에 효율적으로 이용되기 어려운 실정이다. 따라서, 본 논문에서는 이러한 문제에 대한 대안으로 다수의 개인용 컴퓨터들을 네트워크로 연결하여 고성능 병렬연산시스템을 구성하고 이에 적합한 두 가지 형태의 분산구조방정식해법들을 반복법인 PCG 알고리즘을 이용하여 개발하였다. 대형구조물을 위한 분산구조해석법은 구조해석 과정에 요구되는 각 컴퓨터 상호 간의 통신회수와 통신량을 최소화할 수 있도록 개발되었다. 분산구조해석법의 성능은 대규모 3차원 트러스 구조물 및 144층 가새 튜브구조물의 구조해석에 적용하여 분석하였다.

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공간 분포된 강우를 이용한 유출 해석 (Runoff Analysis using Spatially Distributed Rainfall Data)

  • 이종형;윤석환
    • 한국농공학회논문집
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    • 제47권6호
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    • pp.3-14
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    • 2005
  • Accurate estimation of the spatial distribution of rainfall is critical to the successful modeling of hydrologic processes. The objective of this study is to evaluate the applicability of spatially distributed rainfall data. Spatially distributed rainfall was calculated using Kriging method and Thiessen method. The application of spatially distributed rainfall was appreciated to the runoff response from the watershed. The results showed that for each method the coefficient of determination for observed hydrograph was $0.92\~0.95$ and root mean square error was $9.78\~10.89$ CMS. Ordinary Kriging method showed more exact results than Simple Kriging, Universal Kriging and Thiessen method, based on comparison of observed and simulated hydrograph. The coefncient of determination for the observed peak flow was 0.9991 and runoff volume was 0.9982. The accuracy of rainfall-runoff prediction depends on the extent of spatial rainfall variability.

분산 시스템의 성능 모니터링과 레포팅 툴의 아키텍처 모델링 (Distributed System Architecture Modeling of a Performance Monitoring and Reporting Tool)

  • 김기;최은미
    • 한국시뮬레이션학회논문지
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    • 제12권3호
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    • pp.69-81
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    • 2003
  • To manage a cluster of distributed server systems, a number of management aspects should be considered in terms of configuration management, fault management, performance management, and user management. System performance monitoring and reporting take an important role for performance and fault management. In this paper, we present distributed system architecture modeling of a performance monitoring and reporting tool. Modeling architecture of four subsystems are introduced: node agent, data collection, performance management & report, and DB schema. The performance-related information collected from distributed servers are categorized into performance counters, event data for system status changes, service quality, and system configuration data. In order to analyze those performance information, we use a number of ways to evaluate data corelation. By using some results from a real site of a company and from simulation of artificial workload, we show the example of performance collection and analysis. Since our report tool detects system fault or node component failure and analyzes performances through resource usage and service quality, we are able to provide information for server load balancing, in short term view, and the cause of system faults and decision for system scale-out and scale-up, in long term view.

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Distributed Control Framework based on Mobile Agent Middleware

  • Lee, Yon-Sik
    • 한국컴퓨터정보학회논문지
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    • 제25권12호
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    • pp.195-202
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    • 2020
  • 객체 감지 및 환경 센서 기반의 센서네트워크 환경에서 자원 활용 효율화를 위한 제어 시스템은 센서데이터 획득 및 송수신 기능과 서버에서의 분석을 기반으로 하는 능동적 제어 기능을 필요로 한다. 본 논문은 능동규칙 기반 이동에이전트 미들웨어를 이용하여 원격 데이터 센싱과 서버와의 Zigbee 기반 통신 및 서버의 데이터 분석 방법을 구현함으로써, 센서네트워크 환경에서 중앙 센서데이터 서버의 부하를 감소시키는 새로운 분산제어 프레임워크를 제안한다. 또한, 수요자의 요구 및 환경 변수들을 적용한 능동규칙 기반의 분산제어 방법을 이용한 절전 시스템 프로토타입을 구현하고, 이동에이전트 미들웨어 환경에서 실험과 평가를 통하여 유효성을 검증하였다. 제안 시스템은 센서네트워크 환경에서 분산된 객체들을 효율적으로 자율제어할 수 있는 시스템 프레임워크이며, 향후 스마트 전력 시스템을 위한 최적 전력제어 기반의 수요 반응 서비스 개발에 효과적 적용이 가능하다.

Operating Simulation of RPS using DEVS W/S in Web Service Environment

  • Cho, Kyu-Cheol
    • 한국컴퓨터정보학회논문지
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    • 제21권12호
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    • pp.107-114
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    • 2016
  • Web system helps high-performance processing for big-data analysis and practical use to make various information using IT resources. The government have started the RPS system in 2012. The system invigorates the electricity production as using renewable energy equipment. The government operates system gathered big-data with various related information system data and the system users are distributed geographically. The companies have to fulfill the system, are available to purchase the REC to other electricity generation company sellers to procure REC for their duty volumes. The REC market operates single auction methods with users a competitive price. But the price have the large variation with various user trading strategy and sellers situations. This papler proposed RPS system modeling and simulation in web environment that is modeled in geographically distributed computing environment for web user with DEVS W/S. Web simulation system base on web service helps to analysis correlation and variables that act on trading price and volume within RPS big-data and the analysis can be forecast REC price.

네트워크와 STEP 표준을 이용한 설계 정보 공유 시스템의 개발 (Development of a Design Information Sharing System Using Network and STEP)

  • 조성욱;최영;권기억;박명진;양상욱
    • 한국정밀공학회지
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    • 제15권9호
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    • pp.82-92
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    • 1998
  • An international standard for the product model data, STEP, and a standard for the distributed object technology, CORBA, will play a very important role in the future manufacturing environment. These two technologies provide background for the sharing of product data and the integration of applications on the network. This paper describes a prototype CAD/CAE environment that is integrated on the network by STEP and CORBA. Several application servers and client software were developed to verify the proposed concept. The present CAD/CAE environments are composed of several individual software components which are not tightly integrated. They also do not utilize the rapidly expanding network and object technologies for the collaboration in the product design process. In the design process in a large organization, sharing of application resources, design data and analysis data through the network will greatly enhance the productivity. The integration between applications can be supported by two key technologies, CORBA(Common Object Request Broker Architecture) and STEP(Standard for the Exchange of Product Model Bata). The CORBA provides interoperability between applications on different machines in heterogeneous distributed environments and seamlessly interconnects distributed object systems. Moreover, if all the data in the CAD/CAE environment are based on the STEP, then we can exclude all the data conversion problems between the application systems.

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RTDDB 시스템에서의 감사 및 통제 (The audit and control of real time distributed data base system)

  • 배청홍
    • 산업경영시스템학회지
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    • 제12권19호
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    • pp.89-98
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    • 1989
  • This research addresses the most sophisticated level of complexity of current electronic data processing(EDP) technology realtime, distributed data base(DDB) system. The major objective is to develop guidelines for the control and audit of these sophisticated system, since the control and audit philosophies, control features, and audit techniques applicable to traditional EDP systems are no longer fully appropriate for, or relevant to, these stat-of-art systems. An attempt is made to develop an internally consistent audit and control Conceptual Framework summarizing and integrating the material developed in this research, which then leads into the analysis of the control and audit model.

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