M 16sg8 ESD.77 Particle Swarm Optimization Method and Applications Rania hassan Post-doctoral Associate Engineering Systems Divisi ⊙ Rania hassan3/2004 Engineering Systems Division -Massachusetts Institute of Technology
1 © Rania Hassan 3/2004 Engineering Systems Division - Massachusetts Institute of Technology Rania Hassan Rania Hassan Post-doctoral Associate doctoral Associate Engineering Systems Division Engineering Systems Division Particle Swarm Optimization: Method and Applications Particle Swarm Optimization: Particle Swarm Optimization: Method and Applications Method and Applications
M esd Particle Swarm Optimization E50. 71 A pseudo-optimization method (heuristic) inspired by the collective intelligence of swarms of biological populations Flocks of birds Colonies of insects ⊙ Rania hassan3/2004 Engineering Systems Division -Massachusetts Institute of Technology
2 © Rania Hassan 3/2004 Engineering Systems Division - Massachusetts Institute of Technology Particle Swarm Optimization Particle Swarm Optimization A pseudo-optimization method (heuristic) inspired by the collective intelligence of swarms of biological populations. Flocks of Birds Colonies of Insects
M esd Particle Swarm Optimization E50. 71 A pseudo-optimization method (heuristic) inspired by the collective intelligence of swarms of biological populations Schools of fish Herds of animals ⊙ Rania hassan3/2004 Engineering Systems Division -Massachusetts Institute of Technology
3 © Rania Hassan 3/2004 Engineering Systems Division - Massachusetts Institute of Technology Particle Swarm Optimization Particle Swarm Optimization A pseudo-optimization method (heuristic) inspired by the collective intelligence of swarms of biological populations. Schools of Fish Herds of Animals
M Inventors 16sg8 ESD.77 Introduced in 1995: Kennedy, J. and eberhart,R, "Particle Swarm Optimization, Proceedings of the IEEE International Conference on Neural Networks, Perth, Australia 1995, pp .1942-1945. James Kennedy Social psychologist US Department of Labor Russell eberhart Dean of Engineering Research Indiana Univ. Purdue Univ Indianapolis ⊙ Rania hassan3/2004 Engineering Systems Division -Massachusetts Institute of Technology
4 © Rania Hassan 3/2004 Engineering Systems Division - Massachusetts Institute of Technology Inventors Inventors James Kennedy Social Psychologist US Department of Labor Russell Eberhart Dean of Engineering Research Indiana Univ. Purdue Univ. Indianapolis Introduced in 1995: Kennedy, J. and Eberhart, R., “Particle Swarm Optimization,” Proceedings of the IEEE International Conference on Neural Networks, Perth, Australia 1995, pp. 1942-1945
Mlesd Swarming in System Design 16sg8 ESD.77 Swarming theory has been used in system design Examples of aerospace systems utilizing swarming theory include formation flying of aircraft and spacecraft Flocks of birds fly in v-shaped formations to reduce drag and save energy on long migrations ⊙ Rania hassan3/2004 Engineering Systems Division -Massachusetts Institute of Technology
5 © Rania Hassan 3/2004 Engineering Systems Division - Massachusetts Institute of Technology Swarming in System Design Swarming in System Design • Swarming theory has been used in system design. Examples of aerospace systems utilizing swarming theory include formation flying of aircraft and spacecraft. Flocks of birds fly in V-shaped formations to reduce drag and save energy on long migrations