Group Leaders Optimization Algorithm

Details Group Leaders Optimization Algorithm Group Leaders Optimization Algorithm

2010-04-13

arxiv.org/abs/1004.2242v4

Molecular Physics, Volume 109, Issue 5 March 2011 , pages 761 - 772

Computer Science

Neural and Evolutionary Computing

Scientific paper

10.1080/00268976.2011.552444

We present a new global optimization algorithm in which the influence of the leaders in social groups is used as an inspiration for the evolutionary technique which is designed into a group architecture. To demonstrate the efficiency of the method, a standard suite of single and multidimensional optimization functions along with the energies and the geometric structures of Lennard-Jones clusters are given as well as the application of the algorithm on quantum circuit design problems. We show that as an improvement over previous methods, the algorithm scales as N^2.5 for the Lennard-Jones clusters of N-particles. In addition, an efficient circuit design is shown for two qubit Grover search algorithm which is a quantum algorithm providing quadratic speed-up over the classical counterpart.

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