Title :
Design environment of intelligent multiagent systems
Author :
Uchiya, Takahiro ; Itazuro, Syo ; Takumi, Ichi ; Kinoshita, T.
Author_Institution :
Nagoya Inst. of Technol., Nagoya, Japan
Abstract :
The agent-oriented computing is a technique for generating the agent who operates autonomously according to the behavior knowledge. Moreover, agent can have the characteristic called "Learning” skill. More efficient operation of agents can be expected by realizing "Learning" skill. In this research, our aim is to support agent designer who designs and develops the intelligent agent system equipped with “Learning” skill. We propose interactive design environment for agent system with learning mechanism using repository-based agent framework called DASH framework. Proposed framework enables agent designer to design and implement the learning agents without highly expertise, therefore we can reduce the designer\´s burden. In this paper, we explain the DASH framework, Q-learning, Profit Sharing and proposed design environment. Moreover we show the effectiveness of the proposal method through the some experiments.
Keywords :
behavioural sciences computing; incentive schemes; learning (artificial intelligence); multi-agent systems; object-oriented programming; software agents; DASH framework; Q-learning; agent designer; agent-oriented computing; behavior knowledge; intelligent multiagent systems; interactive design environment; learning skill; profit sharing; repository-based agent framework; Engines; Inference mechanisms; Intelligent agents; Learning (artificial intelligence); Learning systems; Probability; Proposals;
Conference_Titel :
Computer and Information Science (ICIS), 2013 IEEE/ACIS 12th International Conference on
Conference_Location :
Niigata
DOI :
10.1109/ICIS.2013.6607848