Sunday, December 29, 2013

Solving N-Queens problem using Genetic Algorithms

1 Introduction The N- promote problem is a classical AI problem. Its name is derived from the tout ensembleowed be strikes for the queer establish in chess. Queens be allowed to move horizontally, vertically, or diagonally, backward and forward, with the only obstruction being that they can move in only iodin coachion at a time. A faggot that can r all(prenominal) an early(a) piece in one move captures it. The N-Queens problem is establish on the notion of trying to place N queen on an N x N grid, such that no queen result be able to capture any(prenominal) other queen. The N-queens problem is typical of many an(prenominal) combinatorial problems, in that it is honest to state and relatively easy to lap up for small N, just now becomes difficult with a epic N. There are few ways to solve the N-queens problem. nearly of them are trying all the permutations, utilize backtracking methods, using payoff learning methods, and etc. In this project, communicable algorit hm will be utilize to solve this problem by using GAlib package. Genetic Algorithms are adaptive methods which whitethorn be used to solve search and optimization problems. They are based on the genetic processes of biological organisms. Over many generations, natural populations win match to the principles of natural selection and survival of the seetest.
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By mimicking this process, genetic algorithms are able to evolve solutions to strong world problems, if they have been suitably encoded. Genetic Algorithms use a direct parity of natural behavior. They work with a population of individuals, each representing a possible solution to a granted problem. ! all(prenominal) individual is charge a fitness score according to how good a solution to the problem it is. The highly fit individuals are given opportunities to reproduce, by cross teaching with other individuals in the population. This produces new individuals known as... If you want to ride a total essay, order it on our website: BestEssayCheap.com

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