• Title/Summary/Keyword: DEVS Modeling and Simulation

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Performance Evaluation for Intrusion Detection Techniques Using the DEVS Modeling and Simulation (DEVS 모델링 및 시뮬레이션을 이용한 침입 탐지 기법의 성능평가)

  • 이장세
    • Proceedings of the Korea Society for Simulation Conference
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    • 1999.10a
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    • pp.81-86
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    • 1999
  • 본 연구는 DEVS 모델링 및 시뮬레이션을 이용한 침입 탐지 기법의 성능평가를 주목적으로 한다. 최근 컴퓨터망의 확대와 컴퓨터 이용의 급격한 증가에 따른 부작용으로 컴퓨터 보안 문제가 중요하게 대두되고 있으며 이러한 추세에 따라 해커들로부터의 침입을 줄이기 위한 침입 탐지 시스템에 관한 연구가 활발히 진행되고 있다. 한편, 침입 탐지 기법으로 전문가 시스템, 신경망, 유전자 알고리즘 등 인공지능 기법을 이용한 다양한 시도가 이루어지고 있으나 이러한 기법들에 대한 성능평가는 대부분 실제 시스템의 구축을 통해서만 다루어 왔다. 따라서, 이를 극복하기 위하여 시뮬레이션 기법의 도입을 통한 성능평가 방법이 요청된다. 따라서, 본 연구에서는 엔진 베이스 모델링을 통하여 일반적인 침입 탐지 시스템을 설계하고 침입 탐지 기법의 하나인 유전자 알고리즘을 적용하여 시뮬레이션 테스트를 수행함으로써 DEVS 모델링 및 시뮬레이션을 이용한 성능평가의 타당성을 검증한다.

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A Method for Generating a Plant Model Based on Log Data for Control Level Simulation (제어시뮬레이션을 위한 생산시스템 로그데이터 기반 플랜트 모델 생성 방법)

  • Ko, Minsuk;Cheon, Sang Uk;Park, Sang Chul
    • Korean Journal of Computational Design and Engineering
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    • v.18 no.1
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    • pp.21-27
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    • 2013
  • Presented in the paper is a log data based modeling method for effective construction of a virtual plant model which can be used for the virtual PLC (Programmable Logic Controller) simulation. For the PLC simulation, the corresponding virtual plant, consisting of virtual devices, is required to interact with the input and output symbols of a PLC. In other words, the behavior of a virtual device should be the same as that of the real device. Conventionally, the DEVS (Discrete Event Systems Specifications) formalism has been used to represent the behavior a virtual device. The modeling using DEVS formalism, however, requires in-depth knowledge in the simulation area, as well as the significant amount of time and efforts. One of the key ideas of the proposed method is to generate a plant model based on the log data obtained from the production system. The proposed method is very intuitive, and it can be used to generate the full behavior model of a virtual device. The proposed approach was applied to an AGV (Automated Guided Vehicle).

A Converting Method to Simulate DEVS Models on AddSIM (컴포넌트기반 체계모의환경(AddSIM)에서 실행하기 위한 DEVS 모델 변환 방법)

  • Kim, Dohyung;Oh, Hyunshik;Park, Juhye;Park, Samjoon
    • KIISE Transactions on Computing Practices
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    • v.21 no.7
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    • pp.488-493
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    • 2015
  • An AddSIM(Adaptive distributed and parallel Simulation environment for Interoperable and reusable Models) is an integrated engagement simulation environment with high-resolution weapon system models for estimation and analysis of their performance and effectiveness. AddSIM can simultaneously handle the continuous dynamical system models based on continuous time, and command, control(C2) and network system models based on a discrete event. To accommodate legacies based on DEVS(Discrete Event System Specification) modeling, DEVS legacies must first be converted into AddSIM models. This paper describes how to implement DEVS models on AddSIM. In this study a method of mapping from hierarchical DEVS models to AddSIM players was developed: The hierarchical DEVS model should be flattened into a one layered model and four DEVS functions of the model, external transition, internal transition, output and time advance, should be mapped into functions of the AddSIM player.

Performance Modeling and Analysis of ATM-based Network System Using DEVS Methodology

  • Lee, Kyon-Ho;Kim, Tag-Gog;Lee, Joon-Won
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.24 no.7B
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    • pp.1279-1288
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    • 1999
  • DEVSim++ is a C++ based, object-oriented modeling/simulation environment which realizes the hierarchical, modular DEVS formalism for discrete event systems specification. The paper describes a methodology for performance modeling and analysis of an ATM-based network system within the DEVSim++ environment. The methodology develops performance models for the system using the DEVS framework and implement the models in C++. Performance indices measured are the length of queues located at connection of the system and cell waiting times with respect to QoS grades for a network bandwidth of 155 Mbps.

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Modeling and Simulation of a RAID System (RAID 시스템의 모델링 및 시뮬레이션)

  • 이찬수;성영락;오하령
    • Proceedings of the Korea Society for Simulation Conference
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    • 2001.05a
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    • pp.77-81
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    • 2001
  • In this paper, a RAID system is modeled and simulated by using the DEVS formalism. The RA[D system interacts with a host system by using the high-speed Fibre channel protocol and stores input data in an array of IDE disks. The DEVS formalism specifies discrete event systems in a hierarchical, modular manner. The RAID system model is composed of three units: primary-PCI unit, secondary-PCI unit and CPU unit. The primary-PCI unit interfaces with the host system and caches I/O data. The secondary-PCI unit includes disks. The CPU unit controls overall system. The control algorithm of CPU and PCI transactions are analyzed and modeled. From an analysis of simulation events, we can conclude that the proposed model satisfies given requirements.

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Supply-Driven Strategies Model for Resource Management in Grid Environment (그리드 환경에서의 효율적인 자원 관리를 위한 공급-조정 전략 모델)

  • Ma Yong-Beom;Lee Jong-Sik;Cho Kyu-Cheol;Kim In-Hee;Jang Sung-Ho;Park Da-Hye
    • Proceedings of the Korea Society for Simulation Conference
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    • 2005.11a
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    • pp.65-70
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    • 2005
  • Recently, Grid is embossed as a new issue according to the need of cooperation related to distributed resources, data sharing, Interaction and so on. It focuses on sharing of large scale resources, high-performance, applications of new paradigms, which improved more than established distributed computing. Because of the environmental specificity distributed geographically and dynamic, the most important problem in grid environment is to share and to allocate distributed grid resources. This paper proposes supply-driven strategies model that is applicable for resource management in grid environment and presents a optimal resource allocation algorithm based on resource demands. Supply-driven strategies model can offer efficient resource management by transaction allocation based on user demand and provider strategy. This paper implements the supply-driven strategies model on the DEVS modeling and simulation environment and shows the efficiency and excellency of this model by comparing with established models.

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Modeling and Simulation of the Cardiovascular System using DEVS formalism (DEVS 형식론을 적용한 심혈관 시스템의 모델링 및 시뮬레이션)

  • Cho, Y.J.;Son, K.S.;Nam, K.G.;Lee, Y.W.;Kim, K.N.;Choi, B.C.;Jun, K.R.
    • Proceedings of the KOSOMBE Conference
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    • v.1996 no.11
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    • pp.74-79
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    • 1996
  • This paper describes a methodology for the development of models of discrete event system(DES). The methodology is based on transformation of continuous state space into discrete one to homomorphically represent dynamics of continuous processes in discrete events. This paper proposes a formal structure which can couple DES models within a framework. The structure employs the DEVS formalism for the DES models. The proposed formal structure has been applied to develop a DEVS model for the human cardiovascular system. For this, the cardiac cycle is partitioned into a set of phases based on events identified through VisSim simulation in the CS of the electrical analog model. VisSim is the simulation tool of visual environment for developing continuous, discrete, and hybrid system models and performing dynamic simulation. For each phase, a CS of the electrical analog model for the cardiovascular system has been simulated by VisSim 2.0. To validate this model, first develop the DEVS model, then simulate the model in the DEVSIM++ environment. It has same simulation results for the data obtained from the CS simulation using VisSim. The comparison shows that the DEVS model represents dynamics of the human heart system at each phase of cardiac cycle.

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Quantized System Modeling and Performance Evaluation

  • Lee, Jong-Sik
    • Proceedings of the Korea Society for Simulation Conference
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    • 2003.11a
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    • pp.87-93
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    • 2003
  • This paper reviews existing message-filtering schemes and presents a quantization-based message-filtering approach which reduces state update transmission and message traffic requirement. For a realization of the approach we develop a DEVS-based integrator which provides behavior and characteristic of the quantization-based approach. We take a spaceship and space traveling system as a case study to evaluate performance of the quantization-based approach. The approach is validated by DEVSJAVA simulations of the case study. The comparison of message traffic requirement between DTSS (Discrete Time System Specification)-based and DEVS-based systems apparently shows system performance improvement through the quantization-based approach.

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Development of Retargetable Hadoop Simulation Environment Based on DEVS Formalism (DEVS 형식론 기반의 재겨냥성 하둡 시뮬레이션 환경 개발)

  • Kim, Byeong Soo;Kang, Bong Gu;Kim, Tag Gon;Song, Hae Sang
    • Journal of the Korea Society for Simulation
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    • v.26 no.4
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    • pp.51-61
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    • 2017
  • Hadoop platform is a representative storing and managing platform for big data. Hadoop consists of distributed computing system called MapReduce and distributed file system called HDFS. It is important to analyse the effectiveness according to the change of cluster constructions and several parameters. However, since it is hard to construct thousands of clusters and analyse the constructed system, simulation method is required to analyse the system. This paper proposes Hadoop simulator based on DEVS formalism which provides hierarchical and modular modeling. Hadoop simulator provides a retargetable experimental environment that is possible to change of various parameters, algorithms and models. It is also possible to design input models reflecting the characteristics of Hadoop applications. To maximize the user's convenience, the user interface, real-time model viewer, and input scenario editor are also provided. In this paper, we validate Hadoop Simulator through the comparison with the Hadoop execution results and perform various experiments.

$DEVSim ++^ⓒ$을 이용한 AS/RS의 Modeling 및 Simulation

  • 김용재;황문호;김탁곤;최병규
    • Proceedings of the Korea Society for Simulation Conference
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    • 1994.10a
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    • pp.7-8
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    • 1994
  • 최근 들어 원자재, 재공품 또는 완제품을 신속하고 정확하게 공급/배분하기 위해 저장과 인출을 담당하는 Material Handling System을 이용하여 작업자의 개입요소를 줄이며, 제고관리 Computer를 이용하여 입고/출고 명령을 유효적절하게 처리하는 ASRS(Atomated Storage and Retreival System : 자동창고 시스템)가 널리 공급되고 있다. 중앙은행의 현금창고, 병원의 약품창고, 식품/화장품 회사의 배송창고, 군수물자의 군납창고에 이르기까지 물품의 저장 또는 공급의 필용성을 갖는 곳에서는 어디든지 찾아볼 수 있는 ASRS는 가깝게는 관공소나 대형빌딩의 주차장에도 이의 개념이 도입되어 사용됨을 볼 수 있다. 최근의 인금인상, 구인난등의 이유로 ASRS설치는 계속 증가할 추세에 있으나 자동 창고 시스템을 설치하기 위해서는 막대한 초기 투자가 필요하며 시스템의 설계 및 설치후 운영에 대한 연구가 반드시 필요하다. ASRS의 운영 Rule 검증, 수행능력 분석등의 목적을 갖는 연구에는 여러 접근방법이 있을 수 있으나 구성 설비와 운영 Rule의 복잡한 관계로 컴퓨터 시뮬레이션의 거의 유일한 문제해결 방법이다. ASRS의 Modeling에 관한 기존의 연구로는 수리모델 수립. 이산사건 시스템의 관점에서 event-graphy, petri-net을 이용한 modeling이 있으며 ASRS에 대한 전용 Simulator 개발등이 진행되었다. 본 연구의 대상 시스템은 2개의 Rack과 하나의 Stacker Crane 으로 구성된 Aisle과 입출고의 물류를 처리하는 순환 RGVS(Rail Guided Vehicle System), 입/출고장을 구성하는 Conveyor Net등으로 이루어진 제조-물류시스템의 일반적인 ASRS이다. 또 이 ASRS의 입/출고 방식은 전수 입/출고만을 포함하며 Blocking 방지를 위한 Capaicty 예약, 다중설비 선택등의 문제등을 고려하고 있다. 본 연구의 접근방법으로는 ASRS의 개념적인 Reference Model을 수립하고 이 Reference Model에 대한 Formal Model로 DEVS(Discrete Event System Specification)을 이용하여 시스템을 Modeling하였다. 이의 Computer Simulation을 위하여 DEVS형식론 환경에서의 Simulation Language인 DEVSim ++ⓒ를 이용하여 시스템을 구현하였다.

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