Abstract
In this paper, a new Orthogonal QUasi-Affine TRansformation Evolution (O-QUATRE) algorithm was proposed for global optimization. The O-QUATRE algorithm is actually implemented as a combination of both the QUATRE algorithm and the orthogonal array, both of which together secured an overall better performance on complex optimization problems. The proposed algorithm is verified under CEC2013 test suite for real-parameter optimization. The experimental results indicated that the proposed O-QUATRE algorithm obtained better mean and standard deviation of fitness error than QUATRE algorithm, which means that the O-QUATRE algorithm was of more robustness and better stability.
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Pan, J.S., Kong, L.P., Sung, T.W., et al.: Hierarchical routing strategy for wireless sensor network. J. Inf. Hiding Multimed. Signal Process. 9(1), 256–264 (2018)
Chang, F.C., Huang, H.C.: A survey on intelligent sensor network and its applications. J. Netw. Int. 1(1), 1–15 (2016)
Holland, J.H.: Adaptation in Nature and Artificial Systems. The University of Michigan Press, Ann Arbor (1975)
Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proceedings of IEEE International Conference on Neural Networks, vol. 4, pp. 1942–1948. IEEE (1995)
Dorigo, M., Maniezzo, V., Colorni, A.: Ant system: optimization by a colony of cooperating agents. IEEE Trans. Syst. Man Cybern. Part B Cybern. 26(1), 29–41 (1996)
Storn, R., Price, K.: Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces. J. Global Optim. 11(4), 341–359 (1997)
Meng, Z., Pan, J.S., Alelaiwi, A.: A new meta-heuristic ebb-tide-fish inspired algorithm for traffic navigation. Telecommun. Syst. 62(2), 1–13 (2016)
Meng, Z., Pan, J.S.: Monkey king evolution: a new memetic evolutionary algorithm and its application in vehicle fuel consumption optimization. Knowl.-Based Syst. 97, 144–157 (2016)
Meng, Z., Pan, J.S., Xu, H.: QUasi-Affine TRansformation Evolutionary (QUATRE) algorithm: a cooperative swarm based algorithm for global optimization. Knowl.-Based Syst. 109, 104–121 (2016)
Meng, Z., Pan, J.S.: QUasi-affine TRansformation Evolutionary (QUATRE) algorithm: the framework analysis for global optimization and application in hand gesture segmentation. In: 2016 IEEE 13th International Conference on Signal Processing (ICSP), pp. 1832–1837 (2016)
Meng, Z., Pan, J.S.: QUasi-Affine TRansformation Evolution with External ARchive (QUATRE-EAR): an enhanced structure for differential evolution. Knowl.-Based Syst. 155, 35–53 (2018)
Zhang, Q., Leung, Y.W.: An orthogonal genetic algorithm for multimedia multicast routing. IEEE Trans. Evol. Comput. 3, 53–62 (1999)
Tsai, J.T., Liu, T.K., Chou, J.H.: Hybrid Taguchi-genetic algorithm for global numerical optimization. IEEE Trans. Evol. Comput. 8(4), 365–377 (2004)
Liu, C.H., Chen, Y.L., Chen, J.Y.: Ameliorated particle swarm optimization by integrating Taguchi methods. In: The 9th International Conference on Machine Learning and Cybernetics (ICMLC), pp. 1823–1828 (2010)
Tsai, P.W., Pan, J.S., Chen, S.M., Liao, B.Y.: Enhanced parallel cat swarm optimization based on Taguchi method. Expert Syst. Appl. 39, 6309–6319 (2012)
Ding, Q., Qiu, X.: Novel differential evolution algorithm with spatial evolution rules. HIGH. Tech. Lett. 23(4), 426–433
Liang, J.J., et al.: Problem definitions and evaluation criteria for the CEC 2013 special session on real-parameter optimization. Computational Intelligence Laboratory, Zhengzhou University, Zhengzhou, China and Nanyang Technological University, Singapore, Technical report 201212 (2013)
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Liu, N., Pan, JS., Xue, J.Y. (2020). An Orthogonal QUasi-Affine TRansformation Evolution (O-QUATRE) Algorithm for Global Optimization. In: Pan, JS., Li, J., Tsai, PW., Jain, L. (eds) Advances in Intelligent Information Hiding and Multimedia Signal Processing. Smart Innovation, Systems and Technologies, vol 157. Springer, Singapore. https://doi.org/10.1007/978-981-13-9710-3_6
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DOI: https://doi.org/10.1007/978-981-13-9710-3_6
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