Group leaders optimization algorithm


Creative Commons License

Daskin A. , Kais S.

MOLECULAR PHYSICS, cilt.109, ss.761-772, 2011 (SCI İndekslerine Giren Dergi)

  • Cilt numarası: 109 Konu: 5
  • Basım Tarihi: 2011
  • Doi Numarası: 10.1080/00268976.2011.552444
  • Dergi Adı: MOLECULAR PHYSICS
  • Sayfa Sayısı: ss.761-772

Özet

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 multi-dimensional 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 a two-qubit Grover search algorithm which is a quantum algorithm providing quadratic speedup over the classical counterpart.