By Diego Andina, Duc Truong Pham
Computational Intelligence is tolerant of obscure info, partial fact and uncertainty. This booklet offers a specific number of contributions on a concentrated therapy of significant components of CI, concentrated on its key point: studying. This publication provides novel functions and actual international purposes operating in production and Engineering, and it units a foundation for realizing Domotic and construction equipment of the XXI Century.
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Additional resources for Computational Intelligence
4 Control Parameters Important control parameters of a simple GA include the population size (number of individuals in the population), crossover rate, mutation rate and inversion rate. , 1989; Grefenstette, 1986; Fogarty, 1989; Mahfoud, 1995; Smith and Fogarty, 1997]. The main conclusions are as follows. A large population size means the simultaneous handling of many solutions and increases the computation time per iteration; however since many samples from the search space are used, the probability of convergence to a global optimal solution is higher than with a small population size.
Researchers who tried to emulate the functions of the human brain developed physical models (later, simulations by means of programs) of the biological neurons and their interconnections. As the neurobiologists were deepening in the knowledge of the human neural system, these first models were being considered more and more rudimentary approaches. Nevertheless, some of the results obtained in these first times were impressive, which encouraged future research and developments of sophisticated and powerful Artificial Neural Networks.
There are several ways of doing this. Some common crossover operations are one-point crossover, two-point crossover, cycle crossover and uniform crossover. One-point crossover is the simplest crossover operation. Two individuals are randomly selected as parents from the pool of individuals formed by the selection procedure and cut at a randomly selected point. The tails, which are the parts after the cutting point, are swapped and two new individuals (children) are produced. Note that this operation does not change the values of bits.