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Adaptive differential evolution algorithm identification of photoelectric tracking servo system
Cheng, L.; J. Chen; M. Chen; J. Xu; W. Wang; T. Wang and J. Guo
2016
发表期刊Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering
卷号45期号:7
摘要In order to obtain an accurate model of the photoelectric tracking servo system, the identification using adaptive differential evolution algorithm based on the identification error sum was adopted. The mutation and crossover factor of the algorithm was automatically adjusted. The discrete model of system was identified under the situation of discretely sine digital signal input. Furthermore, the output of the first-order and second-order model using the sweeping frequency method in the frequency domain was compared with the output of the reality to prove the validity of the algorithm. Experimental result shows that under the same discretely sine signal input, the result of the identification is same with the real-life result and reduced about 20.33% in the RMSE compared with the sweeping frequency method. The second-order model has a bigger deviation in the high frequency domain and the first-order model has the same output with the real-life output. The adaptive differential evolution algorithm has a smaller amount of calculation and an accurate identification, besides, this method is simple enough. In summary, this method has a certain value in the engineering application. 2016, Editorial Board of Journal of Infrared and Laser Engineering. All right reserved.
文章类型期刊
收录类别EI
语种中文
文献类型期刊论文
条目标识符http://ir.ciomp.ac.cn/handle/181722/56878
专题中科院长春光机所知识产出
推荐引用方式
GB/T 7714
Cheng, L.,J. Chen,M. Chen,et al. Adaptive differential evolution algorithm identification of photoelectric tracking servo system[J]. Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering,2016,45(7).
APA Cheng, L.,J. Chen,M. Chen,J. Xu,W. Wang,&T. Wang and J. Guo.(2016).Adaptive differential evolution algorithm identification of photoelectric tracking servo system.Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering,45(7).
MLA Cheng, L.,et al."Adaptive differential evolution algorithm identification of photoelectric tracking servo system".Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering 45.7(2016).
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