• Title/Summary/Keyword: agent model

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The Study for Railway Tourism System using Artificial Neural Network and Intelligent agent (인공신경망과 지능형 에이전트를 이용한 철도관광 시스템에 대한 연구)

  • Jung, Gwi-Im;Park, Sang-Sung;Jang, Dong-Sik
    • Proceedings of the KSR Conference
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    • 2007.05a
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    • pp.1948-1953
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    • 2007
  • Intelligent agent is to decide what customers need on the internet and offer them accurate information. In this paper, the system which can recommend the tourism items in terms of customer's needs is proposed by appling the intelligent agent to railway tourism system. Most of previous agents are focused on price. But, this study proposes the Railway tourism system which offers each customer the best suitable information based on quality of information and reputation. The customer's needs are analyzed through intelligent agent and the information which is suitable for customer's needs is obtained the Artificial Neural Network Model.

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An Efficient Migration Strategy of Mobile Agents for Data Mining (데이터 마이닝을 위한 이동 에이전트의 효율적인 이주 전략)

  • Kwon, Hyeok-Chan;Yoo, Woo-Jong;Kim, Heung-Hwan;Yoo, Kwan-Jong
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.5
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    • pp.1511-1519
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    • 2000
  • Inthis paper, we present an efficient migration strategy of mobile agent for data mining application. The purpose of the proposed algorithm is to set up the best migration plan of mobile agent with regard to minimizing network execution time .In order to verify the effectiveness of the proposed algorithm, we designed a performance evaulation model for three paradigms from data mining, i.e. RPC, mobile agent and mobile agent with locker pattern, and we then evaluated the algorithm by simulation.

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Scalability of a Mobile Agents based Network Management Application

  • Rubinstein, M.G.;Duarte, O.C.M.B.;Pujolle, Guy
    • Journal of Communications and Networks
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    • v.5 no.3
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    • pp.240-248
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    • 2003
  • This paper analyzes mobile agent performance in network management compared to the client-server model used in the Simple Network Management Protocol (SNMP). Prototypes of an application that gathers MIB-II (Management Information Base-II) variables have been created and tested on a LAN. After acquiring implementation parameters related to network management and to the mobile agent infrastructure, simulation results have been obtained on large topologies similar in shape to the Internet. Response time results show that mobile agents perform better than SNMP when the number of managed elements ranges between two specific limits, an inferior bound and a superior one, determined by the number of messages that pass through a backbone and by the mobile agent size which grows along with MIB-II variables collected on network elements. The results also show that a significant improvement is achieved when the mobile agent returns or sends data to the management station after visiting a fixed number of nodes.

Priority-based Message Scheduling for Multi-agent System in Ubiquitous Environment (유비쿼터스 환경에서 멀티 에이전트 시스템을 위한 우선순위 기반 메시지 스케줄링 기법)

  • Yoon, Yang-Seok;Youn, Hee-Yong
    • Journal of Internet Computing and Services
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    • v.9 no.1
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    • pp.137-143
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    • 2008
  • In ubiquitous environment the multi-agent system is effective for providing intelligent services. In this paper we introduce a new scheduling service model for improving the communication performance in the multi-agent system. It is achieved by assigning a priority to the message according to the weight of formalized ACL message and the number of messages exchanged between the agents. An experiment reveals that the proposed approach allows smaller processing time per message and turnaround time than the scheduling with the existing JADE platform. Moreover, the proposed scheme allows a scalable messaging system.

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A Role Based Access Control Method Considering Tasks in the Mobile Agent-based Workflow System

  • Jeong, Seong-Min;Han, Seung-Wan;Lim, Hyeong-Seok
    • Proceedings of the IEEK Conference
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    • 2000.07a
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    • pp.549-552
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    • 2000
  • We address an access control in the mobile agent-based workflow system. The Role Based Access Control (RBAC) is suitable to model the access control for business processes. However, current RBAC models are not adequate to mobile agent-based workflow system. Because separation of duties becomes complicated and it is impossible to perform several workflows at the same time. To solve these problems, we limit the scope of privilege within the specified task. We define considerations, specification of constraints needed in RBAC when tasks are involved. Also, we present an access control scenario and algorithms in the mobile agent-based workflow system.

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A Multi-Agent Simulation for the Electricity Spot Market

  • Oh, Hyungna
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2003.05a
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    • pp.255-263
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    • 2003
  • A multi-agent system designed to represent newly deregulated electricity markets in the USA is aimed at testing the capability of the multi-agent model to replicate the observed price behavior in the wholesale market and developing a smart business intelligence which quickly searches the optimum offer strategy responding to the change in market environments. Simulation results show that the optimum offer strategy is to withhold expensive generating units and submit relatively low offers when demand is low, regardless of firm size; the optimum offer strategy during a period of high demand is either to withhold capacity or speculate for a large firm, while it is to be a price taker a small firm: all in all, the offer pattern observed in the market is close to the optimum strategy. From the firm's perspective, the demand-side participation as well as the intense competition dramatically reduces the chance of high excess profit.

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Fault-tolerant control system for once-through steam generator based on reinforcement learning algorithm

  • Li, Cheng;Yu, Ren;Yu, Wenmin;Wang, Tianshu
    • Nuclear Engineering and Technology
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    • v.54 no.9
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    • pp.3283-3292
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    • 2022
  • Based on the Deep Q-Network(DQN) algorithm of reinforcement learning, an active fault-tolerance method with incremental action is proposed for the control system with sensor faults of the once-through steam generator(OTSG). In this paper, we first establish the OTSG model as the interaction environment for the agent of reinforcement learning. The reinforcement learning agent chooses an action according to the system state obtained by the pressure sensor, the incremental action can gradually approach the optimal strategy for the current fault, and then the agent updates the network by different rewards obtained in the interaction process. In this way, we can transform the active fault tolerant control process of the OTSG to the reinforcement learning agent's decision-making process. The comparison experiments compared with the traditional reinforcement learning algorithm(RL) with fixed strategies show that the active fault-tolerant controller designed in this paper can accurately and rapidly control under sensor faults so that the pressure of the OTSG can be stabilized near the set-point value, and the OTSG can run normally and stably.

Wetting Agent Performance Evaluation Using Scale Model (축소모형 실험을 통한 침윤소화약제 소화성능 평가)

  • Kim, Nam-Kyun;Lim, Kyung-Bum;Rie, Dong-Ho
    • Fire Science and Engineering
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    • v.28 no.2
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    • pp.20-25
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    • 2014
  • In this study, the extinguishing performance evaluation of wetting agent for wood crib was conducted by using a scale model equipment that we designed. To confirm the optimal conditions of the experiment, a test was changed amount of fire extinguishing water and the number of timber. As a result, the discrimination of the fire extinguishing performance was seen only when 20 pieces of wood and the extinguishing water of 100 mL were used. After evaluating the extinguishing performance of domestic and foreign wetting extinguishing agents under these conditions, a reignition was occurred in only when we used water. In addition, the discrimination of extinguishing performance was seen through the temperature distribution according to the time of watering. Based on the results of this experiment, this study is expected to be able to use as a basis on presenting a method of optimized performance evaluation of wetting extinguishing agent.

Implementation of SNMP Agent on NG-SDH System (SNMP 기반 NG-SDH 관리 기능 구현)

  • Cho Eun-Young;Nam Hyun-Soon;Ye Byung-Ho;Park Yong-Suk;Lee Dong-choon
    • Proceedings of the IEEK Conference
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    • 2004.06a
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    • pp.127-130
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    • 2004
  • This paper describes the design and implementation of a SNMP Agent for NG-SDH transmission system. One of the most important items in SDH network management is the information model that implements every function of SDH equipment at network level. Although the TMN framework of SDH information model has been defined quite well, CMIP constraints of a real implementation urge vendors to implement proprietary features, and make it more difficult to maintain an integrated view of multivendor SDH networks management. To solve these aspects, this work proposes SNMP information model that allows a simple view of NG-SDH network management.

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Intelligent Electronic Shoppingmall with Bundle Product Suggestions for Fisheries (상차림중심의 지능형 수산물 인터넷 쇼핑몰 개발)

  • 정대율
    • The Journal of Information Systems
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    • v.10 no.2
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    • pp.5-32
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    • 2001
  • The main goal of this research is at the development of a bundle product suggestion sub-system of an internet shopping mall for fishery products, which can reduce the search cost of user. To achieve the goal, we first study tie key factors of successful direct commerce for fishery products, and second, we design a bundle product suggestion module and its sub-module. For this, we identify the objectives of system, and write out the necessary functions of the system and models(process model, data model, dynamic model) through the analysis of user requirements. Based on the functions and models, we design user interfaces, database, processes, and knowledge base. In designing knowledge base and inferencing strategy, we consider two intelligent agent approach(optimal algorithms, heuristic rules) and suggest one more approach(case-based reasoning). The intelligent agent can be used in enhancing the suggestion of multiple fishery product simultaneously. The system analysis and design documents presented as the research results can be used to provide good guidelines to the companies who consider developing an production suggestion agents.

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