The Synthesis of Sparse Antenna Array Based on Improved Mind Evolution Algorithm
Автор: Hongliang Tian
Журнал: International Journal of Education and Management Engineering(IJEME) @ijeme
Статья в выпуске: 5 vol.1, 2011 года.
Бесплатный доступ
Mind Evolution Algorithm (MEA) imitates the human mind evolution by using similartaxis and dissimilation operations, which overcomes the prematurity and improves searching efficiency. But the generation of the initial population is blind and the addition of naturally washed out temporary subpopulations is random. This paper improved MEA by introducing chaos and difference into it and proposed Chaos Difference Mind Evolution Algorithm (CDMEA), which brought adequate diversity to the initial population and saved the excellent genes in the evolution. Then CDMEA is used in the synthesis of sparse antenna arrays. The excellent results confirmed the effectiveness, flexibility and suitability of CDMEA.
MEA, chaos, CDMEA, sparse antenna array, side lobe level
Короткий адрес: https://sciup.org/15013613
IDR: 15013613
Список литературы The Synthesis of Sparse Antenna Array Based on Improved Mind Evolution Algorithm
- K. M. Xie, Y. G. Du and C. Y. Sun, "Application of the Mind-Evolution-Based Machine Learning in Mixture-Ratio Calculation of Raw Materials Cement", Proceedings of the 3rd World Congress on Intelligent Control and Automation, pp. 132-134, 2000.(in Chinese)
- K. Keiji, "Stability extended delayed-feedback control for discrete time chaotic systems", IEEE Trans. On Circuits and Systems, vol. 46, pp.1285-1288, Oct 1999.
- L. Chen, G. R. Chen, "Fuzzy modeling, prediction and control of uncertain chaotic systems based on time series", IEEE Trans. Circuits and Systems-I: Fundamental Theory and Application, vol. 47, pp.1527-1531, Oct 2000.
- R. L. Devaney, "An Introduction to Chaotic Dynamical Systems", Addison-Wesley, 2nd ed, 1989, New York.
- R. Storn and K. Price, "Differential Evolution - A Simple and Efficient Adaptive Scheme for Global Optimization over Continuous Spaces", Technical Report, International Computer Science Institute, vol. 8, pp. 22-25, Aug 1995.
- K. S. Chen, C. L. Han and Z. S. He, "A Synthesis Technique for Linear Sparse Arrays with Optimization Constraint of Minimum Element Spacing", Chinese Journal of Radio Science, vol. 22, pp. 27-32, Feb 2007. (in Chinese)
- B. P. Kumar and G. R. Branner, "Design of Unequally Spaced Arrays for Performance Improvement", IEEE Trans. on Antenna and Propagation., vol. 3, pp. 511-523, 1999.
- E. M. Thomas and M. P. Krishma, "Pattern Synthesis of Conformal Arrays for Airborne Vehicles", IEEE Aerospace Conference Proceeding, vol. 2, pp. 1030-1038, 2004.
- G. Caille, E. Vourch and M. J.Martin, "Conformal Array Antenna for Observation platforms in low Earth Orbit", IEEE Antenna and Propagation Magazine, vol. 44, pp. 103-104,2002.
- V. Murino, A. Trucco and C. S. Regazzoni, "Synthesis of Unequally Spaced Arrays by Simulated Annealing", IEEE Trans. Antennas Signal Processing, vol. 44. pp. 119-123, 1996.
- K. S. Chen, Z. S. He and C. L. Han, "Design of Unequally Spaced Arrays for Performance Improvement", Sensor Array and Multichannel Signal Processing, IEEE Workshop 2006, pp. 166-170, 2006. (in Chinese)