Improved Quantum Particle Swarm Optimization for Mangroves Classification

Author

Huang, Zhehuang

Source

Journal of Sensors

Issue

Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-8, 8 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2015-11-10

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Civil Engineering

Abstract EN

Quantum particle swarm optimization (QPSO) is a population based optimization algorithm inspired by social behavior of bird flocking which combines the ideas of quantum computing.

For many optimization problems, traditional QPSO algorithm can produce high-quality solution within a reasonable computation time and relatively stable convergence characteristics.

But QPSO algorithm also showed some unsatisfactory issues in practical applications, such as premature convergence and poor ability in global optimization.

To solve these problems, an improved quantum particle swarm optimization algorithm is proposed and implemented in this paper.

There are three main works in this paper.

Firstly, an improved QPSO algorithm is introduced which can enhance decision making ability of the model.

Secondly, we introduce synergetic neural network model to mangroves classification for the first time which can better handle fuzzy matching of remote sensing image.

Finally, the improved QPSO algorithm is used to realize the optimization of network parameter.

The experiments on mangroves classification showed that the improved algorithm has more powerful global exploration ability and faster convergence speed.

American Psychological Association (APA)

Huang, Zhehuang. 2015. Improved Quantum Particle Swarm Optimization for Mangroves Classification. Journal of Sensors،Vol. 2016, no. 2016, pp.1-8.
https://search.emarefa.net/detail/BIM-1110683

Modern Language Association (MLA)

Huang, Zhehuang. Improved Quantum Particle Swarm Optimization for Mangroves Classification. Journal of Sensors No. 2016 (2016), pp.1-8.
https://search.emarefa.net/detail/BIM-1110683

American Medical Association (AMA)

Huang, Zhehuang. Improved Quantum Particle Swarm Optimization for Mangroves Classification. Journal of Sensors. 2015. Vol. 2016, no. 2016, pp.1-8.
https://search.emarefa.net/detail/BIM-1110683

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1110683