• Title/Summary/Keyword: Agent-based modeling

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A Study on Simulation of Future Ground System Effectiveness Analysis Model with Communication Effects (통신효과를 고려한 미래지상체계 효과분석 시뮬레이션에 대한 연구)

  • Shin, Sunwoo;Lee, Jaeyeong;Bae, Sungmin;Kim, Chongman
    • Journal of Applied Reliability
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    • v.17 no.2
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    • pp.168-180
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    • 2017
  • Purpose: In this research, we develop an effectiveness analysis simulation model using Agent Based Modeling with Communication Effects for the development of a new weapon system. Methods: To describe the future battlefield that has more complexity, we develop Agent Based Modeling to describe communication Effects. We use the communication theory (Path-Loss Model) and the real map. Results: We have compared simulation model with real map and simulation model without real map. The Blue Survival Ratio of simulation model with real map is worse than one without real map since the performance of communication gets lower. Conclusion: There are many studies about the effectiveness analysis of a weapon system. Most of previous researches assumed no communication error. In the real world, however, it's not appropriate assumption. Therefore, this study considers the communication error and shows that it is important factor in the effectiveness analysis.

Integration of Gear Design Data using XML in the Web-based Environment (웹 기반 환경에서 XML을 이용한 기어 설계 데이터의 통합)

  • 정태형;박승현
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2001.04a
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    • pp.627-630
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    • 2001
  • XML is suitable to integrate various forms of engineering design data since it possesses the characteristics of both documents and data. In this research a web-based design system has been developed, which integrates various gear design data in the form of XML. The system generates XML document containing gear design data and transforms gear design data in the relational database into XML document form automatically. The XML documents are transmitted to gear modeler agent through SOAP, and then the agent is automatically executed and generates CAD model files and VRML files. The designer can check the generated VRML model of gear immediately in the web service.

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Mobile Resource Reliability-based Job Scheduling for Mobile Grid

  • Jang, Sung-Ho;Lee, Jong-Sik
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.5 no.1
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    • pp.83-104
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    • 2011
  • Mobile grid is a combination of grid computing and mobile computing to build grid systems in a wireless mobile environment. The development of network technology is assisting in realizing mobile grid. Mobile grid based on established grid infrastructures needs effective resource management and reliable job scheduling because mobile grid utilizes not only static grid resources but also dynamic grid resources with mobility. However, mobile devices are considered as unavailable resources in traditional grids. Mobile resources should be integrated into existing grid sites. Therefore, this paper presents a mobile grid middleware interconnecting existing grid infrastructures with mobile resources and a mobile service agent installed on the mobile resources. This paper also proposes a mobile resource reliability-based job scheduling model in order to overcome the unreliability of wireless mobile devices and guarantee stable and reliable job processing. In the proposed job scheduling model, the mobile service agent calculates the mobile resource reliability of each resource by using diverse reliability metrics and predicts it. The mobile grid middleware allocated jobs to mobile resources by predicted mobile resource reliability. We implemented a simulation model that simplifies various functions of the proposed job scheduling model by using the DEVS (Discrete Event System Specification) which is the formalism for modeling and analyzing a general system. We also conducted diverse experiments for performance evaluation. Experimental results demonstrate that the proposed model can assist in improving the performance of mobile grid in comparison with existing job scheduling models.

A Proposition on Applying Agent-based Model for Analyzing Logistics System (물류시스템 분석을 위한 행위자 기반 모형 적용에 대한 제언)

  • Kim, Jun-Hyuk
    • Journal of Korea Port Economic Association
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    • v.26 no.3
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    • pp.130-142
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    • 2010
  • The purpose of this paper is to propose applying agent-based model(ABM) for analyzing logistics system. Logistics problems become more complex and multi-faceted. As a result, the behavior of the system becomes more and more difficult to predict, we see the limitations of the traditional top-down approach in handling complexity. The ABM, that is the bottom-up approach, provides new modeling framework in system modeling. The ABM focuses on the interactions of subsystem or agents in whole system. Then the macroscopic picture of the whole system behavior is emerged as the microscopic interactions of agents are aggregated. The ABM assumes that each agent acts based on simple rules learned from dynamic interactions among other agents or its surrounding environment. The ABM has a great advantage in understanding emergent phenomenon that cannot be explained only through considering individual attributes. The ABM is an extremely useful method to analyze complex system such as logistics system. Therefore, the great research efforts and applications on the ABM to logistics system are encouraged in future.

The Battle Warship Simulation of Agent-based with Reinforcement and Evolutionary Learning (강화 및 진화 학습 기능을 갖는 에이전트 기반 함정 교전 시뮬레이션)

  • Jung, Chan-Ho;Park, Cheol-Young;Chi, Sung-Do;Kim, Jae-Ick
    • Journal of the Korea Society for Simulation
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    • v.21 no.4
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    • pp.65-73
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    • 2012
  • Due to the development of technology related to a weapon system and the info-communication, the battle system of a warship has to manage many kinds of human intervention tactics according to the complicated battlefield environment. Therefore, many kinds of studies about M&S(Modeling & Simulation) have been carried out recently. The previous M&S system based on an agent, however, has simply used non-flexible(or fixed) tactics. In this paper, we propose an agent modeling methodology which has reinforcement learning function for spontaneous(active) reaction and generation evolution learning Function using Genetic Algorithm for more proper reaction for warship battle. We experiment with virtual 1:1 warship combat simulation on the west sea so as to test validity of our proposed methodology. We consequently show the possibility of both reinforcement and evolution learning in a warship battle.

Modeling a Multi-Agent based Web Mining System on the Hierarchical Web Environment (계층적 웹 환경에서의 멀티-에이전트 기반 웹 마이닝 시스템 설계)

  • Yoon, Hee-Byung;Kim, Hwa-Soo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.13 no.6
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    • pp.643-648
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    • 2003
  • In order to provide efficient retrieving results for user query on the web environment, the various searching algorithms have developed and considered user's preference and convenience. However, the searching algorithms are developed on the horizontal and non hierarchical web environment in general and could not apply to the complex hierarchical and functional web environments such like the enterprise network. In this paper, we purpose the multi-agent based web mining system which can provide the efficient mining results to the user on the special web environment. For doing this, we suggest the network model with the hierarchical web environment and model the multi agent based web mining system which has four corporation agents and fourteen process modules. Then, we explain the detailed functions of each agent considered the hierarchical environment according to the module. Especially, we purpose the new merging agent and improved ranking algorithm by using the graph theory.

Modeling and implementation of a fractal template for fractal manufacturing system (FrMS) (프랙탈 생산시스템을 위한 프랙탈 템플릿의 모델링 및 구현)

  • Mun, Jeong-Tae;Jeong, Mu-Yeong
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.05a
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    • pp.471-474
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    • 2004
  • In order to quickly respond to the rapidly changing manufacturing environment, it is imperative for the system to have such capabilities as flexibility, adaptability, reusability, etc. One of the promising approaches for new manufacturing paradigm satisfying those capabilities is the fractal manufacturing system (FrMS). FrMS is based on the concept of autonomously cooperating and self-reconfigurable agents referred to as fractals. In this paper, a fractal template is proposed to have both fractal-specific and agent-specific characteristics and proper techniques for implementation are also selected. The proposed template can be easily extended to the platform of FrMS which supports simulation, shop flow control, and other research issues existed in the manufacturing systems. An example of applying the proposed template to the simulation is also presented.

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Comparison of game theoretic approach and agent-based modeling approach in quantifying the effect of long term contract offered to pivotal suppliers (전력시장에서 시장지배력 억제를 위한 장기계약의 효과분석에 있어서 에이전트 기반 모델 접근 방법의 고찰)

  • Lee, Jae-Gul;Park, Min-Hyeok;Yun, Yong-Beom;Kim, Seon-Gyo;Yun, Yong-Tae
    • Proceedings of the KIEE Conference
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    • 2006.11a
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    • pp.219-221
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    • 2006
  • This paper represent the algorism for analysis effect of the long-term contract to reduce market power of pivotal supplier using Agent Based model.

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Numerical modeling of thrombolysis - Effects of nozzle types and ejection velocities

  • Jeong, Woo-Won;Rhee, Kye-Han
    • International Journal of Vascular Biomedical Engineering
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    • v.4 no.2
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    • pp.13-18
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    • 2006
  • Direct injection of a fibrinolytic agent to the intra-arterial thrombosis may increase the effectiveness of thrombolysis by enhancing the permeation of thrombolytic agents into the blood clot. Permeation of fibrinolytic agents into a clot is influenced by the surface pressure, which is determined by the injection velocity of fibrinolytic agents. Computational fluid dynamic methods were used in order to predict clot lysis for different jet velocities and nozzle arrangements. Firstly, thrombolysis of a clot was mathematically modeled based on the pressure and lysis front velocity relationship. Direct injection of a thrombolytic agent increased the speed of thrombolysis significantly and the effectiveness was increased as the ejecting velocity increased. The nine nozzles model showed about 20% increase of the lysed volume, and the one and seventeen nozzles models did not show significant differences. Secondly, thrombolysis was modeled based on the enzyme transport and the fluid flow equations, and quasi steady numerical analysis was performed. Clot lysis efficiency was also increased as injection velocity increased.

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An Application and Error Hooking running on Nested Session Management of Cloud Computing Collaboration Environment (클라우드 컴퓨팅 공동 환경의 네스티드 세션관리에서의 응용 및 오류 훅킹)

  • Ko, Eung-Nam
    • Journal of Advanced Navigation Technology
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    • v.16 no.1
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    • pp.145-150
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    • 2012
  • This paper explains a performance analysis of an error detection system running on nested session management of cloud computing collaboration environment using rule-based DEVS modeling and simulation techniques. In DEVS, a system has a time base, inputs, states, outputs, and functions. This paper explains the design and implementation of the FDA(Fault Detection Agent). FDA is a system that is suitable for detecting software error for multimedia remote control based on nested session management of cloud computing collaboration environment.