• Title/Summary/Keyword: Multi-agent systems

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Localization and a Distributed Local Optimal Solution Algorithm for a Class of Multi-Agent Markov Decision Processes

  • Chang, Hyeong-Soo
    • International Journal of Control, Automation, and Systems
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    • v.1 no.3
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    • pp.358-367
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    • 2003
  • We consider discrete-time factorial Markov Decision Processes (MDPs) in multiple decision-makers environment for infinite horizon average reward criterion with a general joint reward structure but a factorial joint state transition structure. We introduce the "localization" concept that a global MDP is localized for each agent such that each agent needs to consider a local MDP defined only with its own state and action spaces. Based on that, we present a gradient-ascent like iterative distributed algorithm that converges to a local optimal solution of the global MDP. The solution is an autonomous joint policy in that each agent's decision is based on only its local state.cal state.

Role-Behavior Based Access Control on Mobile Agent System for Workflow Management System (워크플로우 응용을 위한 이동 에이전트 시스템에의 역할-행위 기반 접근통제 적용)

  • Shin, Wook;Lee, Dong-Ik;Yoon, Seok-Hwan
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.10 no.3
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    • pp.11-28
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    • 2000
  • In these days it is rapidly increasing that multi-user, multi-layered commercial software developments for companies or public institutions. Security services are necessary for most of systems and the access control service is the essential of security services. Current access control methods that are used as access control policies are classified as Discretionary Access Control Mandatory Access Control and Role Based Access Control. However there are some inefficiencies when those methods are applied to current multi-user, multi-layered systems. Therefore it is required that a new access control method that takes complex system resources into account from the side of policy. In this paper extending previous Role Based of 'Behavior' and a basic model of the method. And we simply implement the method on the mobile agent based workflow management system that is a representative example of multi-user. multi-layered softwares and shows implementation results to tap possibilities of real-world application.

Students' Performance Prediction in Higher Education Using Multi-Agent Framework Based Distributed Data Mining Approach: A Review

  • M.Nazir;A.Noraziah;M.Rahmah
    • International Journal of Computer Science & Network Security
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    • v.23 no.10
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    • pp.135-146
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    • 2023
  • An effective educational program warrants the inclusion of an innovative construction which enhances the higher education efficacy in such a way that accelerates the achievement of desired results and reduces the risk of failures. Educational Decision Support System (EDSS) has currently been a hot topic in educational systems, facilitating the pupil result monitoring and evaluation to be performed during their development. Insufficient information systems encounter trouble and hurdles in making the sufficient advantage from EDSS owing to the deficit of accuracy, incorrect analysis study of the characteristic, and inadequate database. DMTs (Data Mining Techniques) provide helpful tools in finding the models or forms of data and are extremely useful in the decision-making process. Several researchers have participated in the research involving distributed data mining with multi-agent technology. The rapid growth of network technology and IT use has led to the widespread use of distributed databases. This article explains the available data mining technology and the distributed data mining system framework. Distributed Data Mining approach is utilized for this work so that a classifier capable of predicting the success of students in the economic domain can be constructed. This research also discusses the Intelligent Knowledge Base Distributed Data Mining framework to assess the performance of the students through a mid-term exam and final-term exam employing Multi-agent system-based educational mining techniques. Using single and ensemble-based classifiers, this study intends to investigate the factors that influence student performance in higher education and construct a classification model that can predict academic achievement. We also discussed the importance of multi-agent systems and comparative machine learning approaches in EDSS development.

Multi-Platform Warship M&S System Using the Hierarchical Multi-Agent System (계층구조적 다중에이전트를 이용한 다대다 함정전투 M&S 시스템)

  • Jung, Chan-Ho;You, Yong-Jun;Ryu, Han-Eul;Lee, Jang-Se;Kim, Jae-Ick;Chi, Sung-Do
    • Journal of the Korea Society for Simulation
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    • v.18 no.4
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    • pp.117-125
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    • 2009
  • Recently the intelligent agent systems have been emerged as one of key issues for developing the defense M&S systems. However, most conventional agent architecture of M&S systems utilize the script-based models and can only deal with the individual behaviors so that they cannot suitably describe the precise tactical/strategic behavior and/or complex warfare environment. To overcome these problems, we have proposed the hierarchical multi-agent system architecture that is able to intelligently cope with the complex missions based on the functional role of each agent on the hierarchy such as an intelligence officer, captain, warship commander. Several simulation tests performed on 2:2 warship warfare models will illustrate our techniques.

Development of Multi-agent based Personalized-TV Program Service System using TV-Anytime (TV-Anytime을 이용한 멀티에이전트 기반의 개인화된 TV 프로그램 서비스 시스템 개발)

  • Ha, Kyung-Hui;Kim, Gun-Hee;Choi, Jin-Woo;Ha, Sung-Do
    • 한국HCI학회:학술대회논문집
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    • 2006.02a
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    • pp.333-338
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    • 2006
  • 최근 사용자에 대한 많은 정보를 얻는 것이 가능해지면서, 데이터마이닝 기법이나 Contents 추천 기법을 이용한 맞춤형 서비스가 가능하게 되었다. 특히, 대부분의 사람들에게 TV 프로그램 시청은 여가생활시간에서 가장 높은 비중을 차지 하고 있다. 따라서, 보다 지능적인 TV 프로그램 서비스를 제공하는 기술에 대하여 관심이 고조되고 있다. 본 논문에서는 TV-Anytime을 이용하여 개인화된 Electronic Program Guide (EPG)를 생성하고, 개인화된 EPG 정보를 활용하여 시청자에게 맞춤형 TV 프로그램 서비스를 제공하는 시스템에 대한 연구 결과를 제시한다. 또한 시청자의 시청패턴과 TV 프로그램 선호도를 바탕으로 시청자가 원하는 프로그램을 추천하는 TV Program Recommender Agent와 방송 및 TV 프로그램에 대한 대화를 담당하는 TV Program Helper Agent, 시스템 조정 및 메시지 전달을 담당하는 Coordinator Agent로 이루어진 멀티에이전트 기반 시스템 구조를 제시한다.

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Implementation of Personalized Digital Library Service based on Negotiatory Mobile Multi-Agent System (협상 모바일 멀티에이전트 기반-개인 디지털 도서관 서비스 시스템 구축)

  • 이성재;조영임;김유신
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 2003.05a
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    • pp.202-205
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    • 2003
  • 본 논문은 모바일 멀티 에이전트프레임워크를 이용한 분산환경에서의 개인 디지털 도서관 서비스(PLS) 시스템을 제안하였다. 기존의 에이전트 프레임워크와 차별적으로 모바일 시스템과 분산 처리 시스템을 조합한 시스템을 사용하였으며 멀티 에이전트간 협상 알고리즘과 스케줄링 방법을 개발함으로써 프레임워크가 효율적으로 동작하도록 하였다.

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Consensus-Based Formation Tracking of Fuzzy Multi-Agent Systems (이산시간 퍼지 다개체 시스템의 상태일치 기반 대형 추종 제어기)

  • Moon, Ji Hyun;Jee, Sung Chul;Lee, Ho Jae
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.63 no.8
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    • pp.1080-1084
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    • 2014
  • This paper addresses a design technique for formation tracking controllers of discrete-time Takagi-Sugeno fuzzy multi-agent systems based on consensus. The interconnection topology among the agents is expressed as a digraph. The design condition is represented in terms of linear matrix inequalities. Numerical example demonstrates the effectiveness of the proposed method.

A Multi-Agent Improved Semantic Similarity Matching Algorithm Based on Ontology Tree (온톨로지 트리기반 멀티에이전트 세만틱 유사도매칭 알고리즘)

  • Gao, Qian;Cho, Young-Im
    • Journal of Institute of Control, Robotics and Systems
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    • v.18 no.11
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    • pp.1027-1033
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    • 2012
  • Semantic-based information retrieval techniques understand the meanings of the concepts that users specify in their queries, but the traditional semantic matching methods based on the ontology tree have three weaknesses which may lead to many false matches, causing the falling precision. In order to improve the matching precision and the recall of the information retrieval, this paper proposes a multi-agent improved semantic similarity matching algorithm based on the ontology tree, which can avoid the considerable computation redundancies and mismatching during the entire matching process. The results of the experiments performed on our algorithm show improvements in precision and recall compared with the information retrieval techniques based on the traditional semantic similarity matching methods.

Trajectory Planning of Multi Agent Robots for Robot Soccer Using Complex Potential (복소 포텐셜을 이용한 로봇 축구용 다개체 로봇의 경로 계획)

  • Lee, Kyunghee;Kim, Donghan;Rew, Keun-Ho
    • Journal of Institute of Control, Robotics and Systems
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    • v.18 no.12
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    • pp.1073-1078
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    • 2012
  • This paper deals with the trajectory planning of multi agent robots using complex potential theory for robot soccer. The complex potential theory is introduced, then the circle theorem is used to avoid obstacles, and the vortex pair is used to make precise kicking direction of robot. Various situations of robot soccer are simulated and the effect of vortex strength and the speed of robots are discussed and the better way to avoid obstacles and to kick the precise direction is found. The feasibilities of complex potential theory to apply for the multi agent robots are successful.

Hierarchical Structured Multi-agent for Distributed Databases in Location Based Services

  • Mateo Romeo Mark A.;Lee Jaewan;Kwon Oh-Hyun
    • The Journal of Information Systems
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    • v.14 no.3
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    • pp.17-22
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    • 2005
  • Location management is very important in location-based services to provide services to the mobile users like banking, city guides and many more. Ubiquitous and mobile devices are the source of data in location management and its significant operations are update and search method. Some studies to improve these were presented by using optimal sequential paging, location area scheme and hierarchical database scheme. In addition, not all location services have the same access methods on data and it lead to difficulties of providing services. A proposed location management of multi-agent architecture is presented in this study. It shows the coordination of the agents on the distributed database of location-based services. The proposal focuses on the location management of the mobile object presented in a hierarchical search and update. Also, it uses a nearest neighbor technique for efficient search method of mobile objects.

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