• 제목/요약/키워드: Multi- agent System

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Analysis of Multi-Agent-Based Adaptive Droop-Controlled AC Microgrids with PSCAD: Modeling and Simulation

  • Li, Zhongwen;Zang, Chuanzhi;Zeng, Peng;Yu, Haibin;Li, Hepeng;Li, Shuhui
    • Journal of Power Electronics
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    • 제15권2호
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    • pp.455-468
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    • 2015
  • A microgrid (MG) with integrated renewable energy resources can benefit both utility companies and customers. As a result, they are attracting a great deal of attention. The control of a MG is very important for the stable operation of a MG. The droop-control method is popular since it avoids circulating currents among the converters without using any critical communication between them. Traditional droop control methods have the drawback of an inherent trade-off between power sharing and voltage and frequency regulation. An adaptive droop control method is proposed, which can operate in both the island mode and the grid-connected mode. It can also ensure smooth switching between these two modes. Furthermore, the voltage and frequency of a MG can be restored by using the proposed droop controller. Meanwhile, the active power can be dispatched appropriately in both operating modes based on the capacity or running cost of the Distributed Generators (DGs). The global information (such as the average voltage and output active power of the MG and so on) required by the proposed droop control method to restore the voltage and frequency deviations can be acquired distributedly based on the Multi Agent System (MAS). Simulation studies in PSCAD demonstrate the effectiveness of the proposed control method.

Containment Control for Second-order Multi-agent Systems with Input Saturations (입력 포화를 고려한 2차 다중 에이전트 시스템을 위한 봉쇄제어)

  • Young-Hun, Lim
    • Journal of the Korea Institute of Information and Communication Engineering
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    • 제27권1호
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    • pp.109-116
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    • 2023
  • In this paper, we study the containment control problem for second-order multi-agent systems, which consists of multiple leaders and followers. The goal is to drive the followers toward the convex hull spanned by the leaders. Thus, the swarm behavior can be obtained by controlling the entire group by the leaders. This paper considers the leaders move at a constant speed and the followers have input saturations. Moreover, we assume that the followers can exchange information with neighbors, and only relative state information is available. Under these assumptions, we propose the Proportional-Integral based distributed control algorithm to solve the containment control problem with moving leaders. Moreover, based on Lasalle's invariance principle, the conditions for the control gains that guarantee the convergence of the followers to the convex hull spanned by the leaders are investigated, and it was shown that it can be designed only using the system parameter. Finally, the simulations are conducted to validate the theoretical result.

A Simulation Framework of Multi-Agent Based Small Engagement Using Cougaar Architecture (Cougaar Architecture 활용 다중 에이전트 기반 소규모 교전 시뮬레이션 Framework)

  • Hwam, Won-K.;Chung, Yong-Ho;Park, Sang-C.
    • Journal of the Korea Society for Simulation
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    • 제20권3호
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    • pp.101-109
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    • 2011
  • M&S in the field of national defense is a battle system has been highly spotlighted for obtaining weapon systems, analyzing and experimentation of battle effects to reduce costs, time, and risks. It is classified as Campaign, Mission, Engagement, and Engineering levels by detail of description. In engagements, many situations on the battle field which are really unpredictable are required to be considered on the view of diverse tactics. Thus, engagement simulation is in demand to use for forecasting real-world battle situations by inserting various components which consists of real engaging situations into virtual local battle field. While developing the engagement simulation, adopting the concept of agent-based simulation gives it benefits which are improved autonomy, composability, and reusability of entities. It means reducing the time, cost and effort to develop the simulations. This paper concentrates on the framework of multi-agent based engagement simulation using Cougaar Architecture.

Synchronization of Linear Time-Varying Multi-Agent Systems with Heterogeneous Time-Varying Disturbances Using Integral Controller (적분 제어기를 이용한 이종 시변 외란을 갖는 선형 시변 다 개체 시스템의 동기화)

  • Kim, Jae-Yong;Yang, Jong-Wook;Shim, Hyung-Bo;Kim, Jung-Su
    • Journal of Institute of Control, Robotics and Systems
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    • 제18권7호
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    • pp.622-626
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    • 2012
  • This paper presents synchronization of LTV (Linear Time-Varying) MAS (Multi-Agent Systems) with heterogeneous time-varying disturbances under a fixed, connected, and undirected communication network. All the agents can collect only relative state information from their neighborhoods. To achieve synchronization of the MAS, an integral control scheme is proposed based on relative state information between agents.

Self-Organization for Multi-Agent Groups

  • Kim, Dong-Hun
    • International Journal of Control, Automation, and Systems
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    • 제2권3호
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    • pp.333-342
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    • 2004
  • This paper presents a framework for the self-organization of swarm systems based on coupled nonlinear oscillators (CNOs). In this scheme, multiple agents in a swarm self-organize to flock and arrange themselves as a group using CNOs, which are able to keep a certain distance by the attractive and repulsive forces among different agents. A theoretical approach of flocking behavior by CNOs and a design guideline of CNO parameters are proposed. Finally, the formation scenario for cooperative multi-agent groups is investigated to demonstrate group behaviors such as aggregation, migration, homing and so on. The task for each group in this scenario is to perform a series of processes such as gathering into a whole group or splitting into two groups, and then to return to the base while avoiding collision with agents in different groups and maintaining the formation of each group.

Effective Coordination Method of Multi-Agent Based on Fuzzy Decision Making (퍼지 의사결정에 기반한 멀티에이전트의 효율적인 조정 방안)

  • Ryu, Gyeong-Hyeon;Jeong, Hwan-Muk
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 한국퍼지및지능시스템학회 2006년도 추계학술대회 학술발표 논문집 제16권 제2호
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    • pp.247-250
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    • 2006
  • 급속도로 변화하는 환경에 적응하기 위해서 환경의 변화에 대한 요구와 신속한 응답능력을 향상시키고, 에이전트간 의사결정의 지속시간을 줄이기 위하여 에이전트간 효율적인 조정에 관련된 의사결정을 하기위한 대안(alternative)결정과 사용자의 선호도를 어떻게 유도할 수 있는가라는 문제가 요구된다. 본 논문에서는 사회적(Pareto) 최적성이라는 관점에서 의사결정의 행동을 효과적으로 시뮬레이트하기 우해 퍼지 의사결정에 기반한 멀티에이전트의 효율적인 조정방안을 제안한다. 또한 제안하는 방법에서는 가중치를 사용하여 각 속성이 멀티에이전트와 관련하여 최적의 대안을 생성하고, 퍼지 의사결정에 기반한 멀티에이전트의 의사결정방법에 기존의 방법보다 가중치를 사용한 방법이 높은 신뢰도를 가지면서 더 빠른 의사결정을 한다는 것을 확인하였다.

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The Analysis of Flatland Challenge Winners' Multi-agent Methodologies

  • Choi, BumKyu;Kim, Jong-Kook
    • Proceedings of the Korea Information Processing Society Conference
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    • 한국정보처리학회 2021년도 춘계학술발표대회
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    • pp.369-372
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    • 2021
  • Scheduling the movements of trains in the modern railway system is becoming essential and important. Swiss Federal Railway Company (SBB) and machine learning researchers began collaborating to make a simulation environment and held a Flatland challenge. In this paper, the methodologies of the winners of this competition are analyzed to achieve insight and research trends. This problem is similar to the Multi-Agent Path Finding (MAPF) and Vehicle Rescheduling Problem (VRSP). The potential of the attempted methods from the Flatland challenge to be applied to various transportation systems as well as railways is discussed.

Design of Communication System for Intelligent Multi Agent Robot System (지능형 멀티 에이전트 로봇시스템을 위한 통신시스템의 설계)

  • Kim, Jun-Yeup;Park, Seung-Min;Ko, Kwang-Eun;Jang, In-Hun;Sim, Kwee-Bo
    • Journal of Institute of Control, Robotics and Systems
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    • 제18권8호
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    • pp.758-767
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    • 2012
  • In the ad-hoc wireless network environment, that the fixed sensor nodes and the sensor nodes to move are mixed, as the number of the sensor nodes with mobility are getting more, the costs to recover and maintain the whole network will increase more and more. This paper proposed the CDSR (Cost based Dynamic Source Routing) algorithm being motivated from the typical DSR algorithm, that is one of the reactive routing protocol. The cost function is defined through measuring the cost which any sensor node pays to participate in the whole network for communication. It is also showed in this paper that the proposed routing algorithm will increase the efficiency and life of whole sensor network through a series of experiments.

A Multi-Agent framework for Distributed Collaborative Filtering (분산 환경에서의 협력적 여과를 위한 멀티 에이전트 프레임워크)

  • Ji, Ae-Ttie;Yeon, Cheol;Lee, Seung-Hun;Jo, Geun-Sik;Kim, Heung-Nam
    • Journal of Intelligence and Information Systems
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    • 제13권3호
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    • pp.119-140
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    • 2007
  • Recommender systems enable a user to decide which information is interesting and valuable in our world of information overload. As the recent studies of distributed computing environment have been progressing actively, recommender systems, most of which were centralized, have changed toward a peer-to-peer approach. Collaborative Filtering (CF), one of the most successful technologies in recommender systems, presents several limitations, namely sparsity, scalability, cold start, and the shilling problem, in spite of its popularity. The move from centralized systems to distributed approaches can partially improve the issues; distrust of recommendation and abuses of personal information. However, distributed systems can be vulnerable to attackers, who may inject biased profiles to force systems to adapt their objectives. In this paper, we consider both effective CF in P2P environment in order to improve overall performance of system and efficient solution of the problems related to abuses of personal data and attacks of malicious users. To deal with these issues, we propose a multi-agent framework for a distributed CF focusing on the trust relationships between individuals, i.e. web of trust. We employ an agent-based approach to improve the efficiency of distributed computing and propagate trust information among users with effect. The experimental evaluation shows that the proposed method brings significant improvement in terms of the distributed computing of similarity model building and the robustness of system against malicious attacks. Finally, we are planning to study trust propagation mechanisms by taking trust decay problem into consideration.

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Electronic Commerce Using on Case & Rule Based Reasoning Agent (전자상거래를 위한 규칙 및 사례기반 추론 에이전트)

  • 박진희;허철회;정환묵
    • The Journal of Society for e-Business Studies
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    • 제8권1호
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    • pp.55-70
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    • 2003
  • With the gradual growth of the electronic commerce various forms of shopping malls are constructed, and their searching methods and function are studied many ways. However, the recent outcome is still inadequate to search for goods for the tastes and demands of customers. To construct the shopping mall on the electronic commerce and help customers with purchasing goods, the efficient interface for the customers to contact the shopping malls should be founded and the customers should be able to search the goods they want. Therefore, in this paper, we designed the Intelligent Integration Agent System (IIAS) using the multi-agent formed by the integration agent which integrates the case based reasoning(CBR) and the rule based reasoning(RBR) and the user agent which manages users' profiles. IIAS performs the rule based reasoning on the subject issue first, then provides the unsatisfying search results from the rule-base reasoning to the customers through the user agent, which enables the search of the goods most similar to the ones that meet the tastes and demands of the customers. That is, the accuracy and the speed has been improved by reasoning with the similarity adjustable integration agent which can pick out the goods of customers wants by modifying the weights of properties according to those of the customers.

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