Abstract
This study proposes Network-Structured Particle Swarm Optimizer (NS-PSO) with various neighborhood topology. The proposed PSO has the various network topology as rectangular, hexagonal, cylinder and toroidal. We apply NS-PSO with various topology to optimization problems. We investigate their behaviors and evaluate what kind of topology would be the most appropriate for each function.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Kennedy, J., Eberhart, R.C.: Particle swarm optimization. In: Proc. of IEEE. Int. Conf. on Neural Netw., pp. 1942–1948 (1995)
Kohonen, T.: Self-organizing Maps. Springer, Berlin (1995)
Kennedy, J.: Small worlds and mega-minds: effects of neighborhood topology on particle swarm performance. In: Proc. of Cong. on Evolut. Comput., pp. 1931–1938 (1999)
Kennedy, J., Mendes, R.: Population structure and particle swarm performance. In: Proc. of Cong. on Evolut. Comput., pp. 1671–1676 (2002)
Mendes, R., Kennedy, J., Neves, J.: The Fully Informed Particle Swarm: Simpler, Maybe Better. IEEE Trans. Evolut. Comput. 8(3), 204–210 (2004)
Lane, J., Engelbrecht, A., Gain, J.: Particle Swarm Optimization with Spatially Meaningful Neighbours. In: Proc. of IEEE Swarm Intelligence Symposium, pp. 1–8 (2008)
Akat, S.B., Gazi, V.: Particle Swarm Optimization with Dynamic Neighborhood Topology: Three Neighborhood Strategies and Preliminary Results. In: Proc. of IEEE Swarm Intelligence Symposium, pp. 1–8 (2008)
Matsushita, H., Nishio, Y.: Network-Structured Particle Swarm Optimizer Considering Neighborhood Relationships. In: Proc. of IEEE. Int. Jont Conf. on Neural Netw. (accepted, 2009)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Matsushita, H., Nishio, Y. (2009). Network-Structured Particle Swarm Optimizer with Various Topology and Its Behaviors. In: Príncipe, J.C., Miikkulainen, R. (eds) Advances in Self-Organizing Maps. WSOM 2009. Lecture Notes in Computer Science, vol 5629. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-02397-2_19
Download citation
DOI: https://doi.org/10.1007/978-3-642-02397-2_19
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-02396-5
Online ISBN: 978-3-642-02397-2
eBook Packages: Computer ScienceComputer Science (R0)