Application of neural network based on PSO algorithm in prediction model for dissolved oxygen in fishpond

Proceedings of the World Congress on Intelligent Control and Automation (WCICA)

Volumn 2, Issue , 2006, Pages 9401-9405

  Deng, Changhui ^a   Wei, XinJiang ^b   Guo, LianXi ^a  

^a DALIAN OCEAN UNIVERSITY   (China)

^b LUDONG UNIVERSITY   (China)

Author keywords

Dissolved oxygen (DO); Fuzzy neural network; Particle swarm optimization (PSO) algorithm; Prediction model

Indexed keywords

ALGORITHMS; DISSOLVED OXYGEN; FISH PONDS; OPTIMIZATION;

CONVERGENCE RATE; PARTICLE SWARM OPTIMIZATION (PSO) ALGORITHMS; PREDICTION MODEL;

FUZZY NEURAL NETWORKS;

ALGORITHMS; DISSOLVED OXYGEN; NEURAL NETWORKS; OPTIMIZATION; PONDS;

EID: 34047201685     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WCICA.2006.1713821     Document Type: Conference Paper

References (16)

1. Yanzhi Lei. Water environment chemistry for aquaculture. Beijing CCAP Press, 2004, pp. 63-89.
2. Wengao Lou. Application of artificial neural networks to fisheries sciences. Journal of Shanghai Fisheries University, vol. 10, no. 4, 2001, pp. 347-352.
3. Hongying Wang, Zengxu Fan, Songtang Xue. A new model of predicting dissolved oxygen concentration in fish pond. Transactions of the Chinese Society of Agricultural Engineering, vol. 12, no. 4, 1997, pp. 145-147.
4. Eberhart R C, Shi Y. Comparison between genetic algorithms and particle swarm optimization. Annual Conference on Evolutionary Computation, San, Diego, 1998.
5. Kennedy J, Eberhart R C. Particle swarm optimization. Proceedings of IEEE International Conference on Neural Networks, Perth, Australia, 1995, pp.1942-1948
6. Eberhart R C, Shi Y. Particle swarm optimization: developments, applications and resources. Proceedings of the IEEE Congress on Evolutionary Computation, Piscataway, NJ: IEEE Service Center, 2001, pp. 81-86.
7. Ning Xu, Deshang Li, Shuanglin Dong. Diel balance of DO in mariculture ponds. Journal of Fishery Sciences of China, vol. 6, no. 1, 1996, pp. 69-74.
8. Weiling Zhang, Xilin Dai, Zhengguo Zhu, Guirong Xu, Shihua Li. The balance of DO in mariculture ponds for Penaeus Chinese O'sbeck. Marine Science Bulletin, vol. 17, no. 4, 1995, pp. 137-141.
9. Zhishan Fang, Shengyun Yang, Zhenzu Xu. Changes of main environmental factors of composite culture system in Xinglin shrimp pond. Journal of Oceanography In Taiwan Strait, vol. 20, no. 4, 2001, pp. 496-501.
10. Zhenlei Wang. The application and research of fuzzy neural networks in complex system. Doctoral Dissertation, Northeastern University, China, 2002.
11. Jang J, Sun C. Neuro fuzzy modeling and control. Proceedings of the IEEE, 1995.
12. Kennedy J. The particle swarm: social adaptation of knowledge. Proceedings of IEEE International Conference on Evolutionary Computation, Indianapolis, Indiana, 1997.
13. Eberhart R C, Kennedy J. A new optimizer using particle swarm theory. Proceedings of Sixth International Symposium Micro Machine and Human Science, Nagoya, Japan, 1995.
14. Shi Y H, Eberhart R C. Parameter selection in particle swarm optimization. Annual, 1998.
15. Shi Y H, Eberhart R C. A modified particle swarm optimizer. IEEE International Conference on Evolutionary Computation, Anchorage, Alaska, 1998.
16. Shi Y H, Eberhart R C. Empirical study of particle swarm optimization. Proceedings of the IEEE Congress on Evolutionary Computation, 1999.