A Hybrid Approach for Antenna Optimization Using Cat Swarm based Genetic Optimization
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Abstract
The aim of the paper is to introduce the hybrid technique for the multiobjective optimization of antennas. The goal of the antenna optimization is typically minimising the reflection coefficient through a frequency band. To minimize the energy consumption is essential consideration of energy efficient transmission schemes that is used for the data transfer in wireless sensor networks. In our proposed work the efficient and low-cost multi objective technique CSGO (Cat Swarm based Genetic optimization) approach was used. The Cat Swarm Optimization approach is combined with genetic algorithm (GA) to optimize the bandwidth and return loss of the antenna. CSGO approach is to improve the Optimization efficiency and computational .This hybrid optimization approach will reduce the side lobe level and provide improvement in the Directivity. CSGO applied to the design of a miniaturized multiband antenna, showing better diversity and significant savings of overall optimization cost compared with the previously reported design methods.
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References
Majumder, Alak. "Rectangular microstrip patch antenna using coaxial probe feeding technique to operate in S-band." International Journal of Engineering Trends and Technology (IJETT), Vol 4, No 4, 2013.
Sethi, Sarinka, and Er Manish Mehta. "Microstrip Patch Antenna for UWB Applications: An Overview." International Journal of Engineering Science, PP 7501, 2016.
Khan, Abdul Qadir, Muhammad Riaz, and Anas Bilal "Various Types of Antenna with Respect to Their Applications: A Review." International Journal of Multidisciplinary sciences and Engineering, Vol 7 No.3, 2016.
Sarma, Angana, et al.,"Soft-Computing-Based Optimization of Low Return Loss Multiband Microstrip Patch Antenna." Handbook of Research on Natural Computing for Optimization Problems. IGI Global, PP 583-617, 2016.
Koyya, L., R. L. Valluri, and G. Raju. "Optimization of geometry of microstrip patch antenna for broadband applications." International Journal of Advance Research in Electrical, Electronics and Instrumentation Engineering, Vol 2, No 7. PP :3119-3123, 2013.
Bhomia, Y., Prasad, S.V.A.V. and Kumar, P.,"Designing of Rectangular Fractal Microstrip Patch Antenna using Iteration Methods" European Journal of Advances in Engineering and Technology, Vol 1 No 1. PP48-53, 2014
Darshana R. Suryawanshi, Prof. Bharati A. Singh,A "Compact Rectangular Monopole Antenna with Enhanced Bandwidth", IOSR Journal of Electronics and Communication Engineering (IOSR-JECE), Vol 9, No 2, Ver. VII (Mar - Apr.), PP 54-57, 2014.
Huang, Li, et al. "Impact of resonator geometry and its coupling with ground plane on ultrathin metamaterial perfect absorbers." Applied Physics Letters, Vol 101, No 10. PP 101-102, 2012.
Rocca, Paolo, et al."Predicting antenna pattern degradations in microstrip reflectarrays through interval arithmetic." IET Microwaves, Antennas & Propagation Vol 10, No.8. PP 817-826, 2016.
Linden, Derek S. "Antenna design using genetic algorithms ." Proceedings of the 4th Annual Conference on Genetic and Evolutionary Computation. Morgan Kaufmann Publishers Inc. 2002
Al-Azza, A. A., Al-Jodah, A. A., & Harackiewicz, F. J. "Spider monkey optimization": A novel technique for antenna optimization, Vol 15, 1016-1019, 2016.
Poian, M., et al. "Multi-objective optimization for antenna design." Microwaves, Communications, Antennas and Electronic Systems, 2008. COMCAS 2008. IEEE International Conference on. IEEE.
Koziel, Slawomir, and Adrian Bekasiewicz.v "Low-cost multi-objective optimization of antennas using Pareto front exploration and response features." Antennas and Propagation (APSURSI), IEEE International Symposium on. IEEE. 2016.
Koziel, Slawomir, and Stanislav Ogurtsov. "Antenna design by simulation-driven optimization." Springer Science & Business Media, 2014.
Koziel, Slawomir. "Objective Relaxation Algorithm for Reliable Simulation-Driven Size Reduction of Antenna Structures." IEEE Antennas and Wireless Propagation Letters. 2017.
Gupta, Kriti Priya. "Genetic Algorithm Approach for Bandwidth Optimization in Near Video on Demand System." International Journal of Computer Science and Information Technologies, Vol. 5, No 6, .PP 7430-7438, 2014.
Travassos, X. L., D. A. G. Vieira, and A. C. Lisboa, "Antenna optimization using multiobjective algorithms." ISRN Communications and Networking, Vol 4, 2012.
Modi, Anuj Y., Jigar Mehta, and Nilima Pisharody. "Synthesis of Elliptical Patch Micro-strip Antenna using artificial neural network." In Microwave and Photonics (ICMAP), 2013 International Conference on, pp. 1-3. IEEE, 2013.
Pujara, Dhaval, Anuj Modi, Nilima Pisharody, and Jigar Mehta. "Predicting the performance of pyramidal and corrugated horn antennas using ANFIS." IEEE Antennas and Wireless Propagation Letters Vol. 13, pp: 293-296, 2014.
Kalambe, Nita, Dhruv Thakur, and Shubhankar Paul. "Review of Microstrip Patch Antenna Using UWB for Wireless Communication Devices." IJCSMC, Vol 4, No 1 PP 128-133, 2015.
Pappula, Lakshman, and Debalina Ghosh. "Linear antenna array synthesis using cat swarm optimization." AEU-International Journal of Electronics and Communications, Vol 68, No 6. PP 540-549, 2014.
Ram, Gopi, et al. "Cat swarm optimization as applied to time-modulated concentric circular antenna array: Analysis and comparison with other stochastic optimization methods." IEEE Transactions on Antennas and Propagation. Vol 63, No 9. PP 4180-4183, 2015.
So, Jinhyun, and W. Kenneth Jenkins. "Comparison of cat swarm optimization with particle swarm optimization for IIR system identification." Signals, Systems and Computers, Asilomar Conference on. IEEE. 2013.
Lamsalli, Mohammed, et al."Genetic Algorithm Optimization for Microstrip Patch Antenna Miniaturization." Progress In Electromagnetics Research Letters Vol 60. PP 113-120, 2016.