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  2007, Vol. 20 Issue (1): 28-34    DOI:
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Evolutionary Algorithm for Magic Squares
XIE Tao1, ZHAO Bin1, XIE DaoYu2
1.College of Computer, National University of Defense Technology, Changsha 410073
2.Intelligence Computations and Control Center, Hunan Evonature Science and Technology Corporation, Limited, Changsha 410013

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Abstract  Magic square construction is a complex permutation problem with a long history. The complexity not only consists of the number of magic squares that increases rapidly with the order of magic square, but also of the percentage of magic squares in the possible permutation of the first n2 natural numbers that decreases with the order. Based on the twophase construction conjecture, an improved evolutionary algorithm for magic square construction is proposed. Mutation operators are specially designed so that the mutation domain can be located and the mutation probabilities can be adjusted adaptively which include the number transpositions, the row transpositions and column transpositions. In addition, some heuristicsbased local permutations, such as the local row/column rectification and the local diagonal rectification, are used to complement the stochastic mechanism. Computational results show that the twophase construction conjecture is computationally effective, and the improved evolutionary algorithm is highly efficient for magic square construction.
Key wordsMagic Square      Evolutionary Algorithms      TwoPhase Construction Conjecture     
Received: 23 August 2005     
ZTFLH: TP301  
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XIE Tao
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XIE Tao,ZHAO Bin,XIE DaoYu. Evolutionary Algorithm for Magic Squares[J]. , 2007, 20(1): 28-34.
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