Intelligent Agents And Multi Agent Systems
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Autonomous Agents And Multi-agent Systems: Explorations In Learning, Self-organization And Adaptive Computation
An autonomous agent is a computational system that acquires sensory data from its environment and decides by itself how to relate the external stimulus to its behaviors in order to attain certain goals. Responding to different stimuli received from its task environment, the agent may select and exhibit different behavioral patterns. The behavioral patterns may be carefully predefined or dynamically acquired by the agent based on some learning and adaptation mechanism(s). In order to achieve structural flexibility, reliability through redundancy, adaptability, and reconfigurability in real-world tasks, some researchers have started to address the issue of multiagent cooperation. Broadly speaking, the power of autonomous agents lies in their ability to deal with unpredictable, dynamically changing environments. Agent-based systems are becoming one of the most important computer technologies, holding out many promises for solving real-world problems.The aims of this book are to provide a guided tour to the pioneering work and the major technical issues in agent research, and to give an in-depth discussion on the computational mechanisms for behavioral engineering in autonomous agents. Through a systematic examination, the book attempts to provide the general design principles for building autonomous agents and the analytical tools for modeling the emerged behavioral properties of a multiagent system.
An Introduction to MultiAgent Systems
Author: Michael Wooldridge
language: en
Publisher: John Wiley & Sons
Release Date: 2009-06-22
The study of multi-agent systems (MAS) focuses on systems in which many intelligent agents interact with each other. These agents are considered to be autonomous entities such as software programs or robots. Their interactions can either be cooperative (for example as in an ant colony) or selfish (as in a free market economy). This book assumes only basic knowledge of algorithms and discrete maths, both of which are taught as standard in the first or second year of computer science degree programmes. A basic knowledge of artificial intelligence would useful to help understand some of the issues, but is not essential. The book’s main aims are: To introduce the student to the concept of agents and multi-agent systems, and the main applications for which they are appropriate To introduce the main issues surrounding the design of intelligent agents To introduce the main issues surrounding the design of a multi-agent society To introduce a number of typical applications for agent technology After reading the book the student should understand: The notion of an agent, how agents are distinct from other software paradigms (e.g. objects) and the characteristics of applications that lend themselves to agent-oriented software The key issues associated with constructing agents capable of intelligent autonomous action and the main approaches taken to developing such agents The key issues in designing societies of agents that can effectively cooperate in order to solve problems, including an understanding of the key types of multi-agent interactions possible in such systems The main application areas of agent-based systems
Agents and Multi-Agent Systems in Construction
Author: Chimay Anumba
language: en
Publisher: McGraw Hill Professional
Release Date: 2005-05-15
This book describes current advances and future directions in the theory and application of intelligent agents and multi-agent systems in the Architecture, Engineering and Construction (AEC) sector. It is the product of an international effort involving a network of construction IT and computing researchers, investigating different aspects of agent theory and applications. The contributed chapters cover different perspectives and application areas, and represent significant efforts to harness emerging technologies such as intelligent agents and multi-agent systems for improved business processes in the AEC sector. The first four chapters cover the theoretical foundations of agent technology whilst the remaining chapters deal with the application of agent-based systems in solving problems in the construction domain.