ISBN-10: 3642134254

ISBN-13: 9783642134258

The functionality of Evolutionary Algorithms should be more desirable via integrating the idea that of brokers. brokers and Multi-agents can deliver many fascinating gains that are past the scope of conventional evolutionary technique and learning.

This ebook provides the state-of-the paintings within the idea and perform of Agent established Evolutionary seek and goals to extend the notice in this powerful expertise. This contains novel frameworks, a convergence and complexity research, in addition to real-world functions of Agent established Evolutionary seek, a layout of multi-agent architectures and a layout of agent communique and studying technique.

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Extra resources for Agent-Based Evolutionary Search (Adaptation, Learning, and Optimization, Volume 5)

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Then, Li,j is replaced by Newi,j. This operator is similar to the Gaussian mutation operator used in the evolutionary programming and the evolution strategy, but it only performs a small perturbation on some variables of Li,j. Self-learning operator: Agents have knowledge which is related to the problems that they are designed to solve. According to our experiences, for numerical optimization problems, integrating local searches with GAs can improve the performance. There are several ways to realize the local searches.

MAGA obtains a good performance for both function optimizations and the approximation of linear systems. This benefits mainly from the model of the agent lattice and the behaviors of agents. In nature, the real natural selection only occurs in a local environment, and each individual can only interact with those around it. In the agent lattice, each agent can only sense its local environment, and its behaviors of competition and cooperation can only take place between the agent and its neighbors.

They converge to high quality solutions as well as search more efficiently than their conventional counterparts [21]. MAs are inspired by Dawkins’ notion of a meme [22], defined as a unit of information that reproduces itself as people exchange ideas. In this paper, the concept of MAs follows the model of adaptation in natural systems, where an individual of a population may be improved thorough self learning along with the evolutionary adaptation of the population [23, 24]. Some theoretical and empirical investigations on MAs can be found in [21, 23, 25-30].

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