• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
  • Scopus 收录
  • 全国中文核心期刊
  • 中国科技论文统计源期刊
  • 中国科学引文数据库来源期刊

基于量子遗传算法的数学形态滤波器优化设计

张筱辰,  高宏力,  黄海凤,  郭亮,  肖世德

downloadPDF
文章导航 > 西南交通大学学报  > 2014 >  27(3): 462-469.
张筱辰, 高宏力, 黄海凤, 郭亮, 肖世德. 基于量子遗传算法的数学形态滤波器优化设计[J]. 西南交通大学学报, 2014, 27(3): 462-469. doi: 10.3969/j.issn.0258-2724.2014.03.015
引用本文: 张筱辰, 高宏力, 黄海凤, 郭亮, 肖世德. 基于量子遗传算法的数学形态滤波器优化设计[J]. 西南交通大学学报, 2014, 27(3): 462-469. doi: 10.3969/j.issn.0258-2724.2014.03.015
shu
ZHANG Xiaochen, GAO Hongli, HUANG Haifeng, GUO Liang, XIAO Shide. Optimization Design of Mathematical Morphology Filter Based on Quantum Genetic Algorithm[J]. Journal of Southwest Jiaotong University, 2014, 27(3): 462-469. doi: 10.3969/j.issn.0258-2724.2014.03.015
Citation: ZHANG Xiaochen, GAO Hongli, HUANG Haifeng, GUO Liang, XIAO Shide. Optimization Design of Mathematical Morphology Filter Based on Quantum Genetic Algorithm[J]. Journal of Southwest Jiaotong University, 2014, 27(3): 462-469. doi: 10.3969/j.issn.0258-2724.2014.03.015
shu

基于量子遗传算法的数学形态滤波器优化设计

doi: 10.3969/j.issn.0258-2724.2014.03.015
基金项目: 

国家自然科学基金资助项目（51275426）

中央高校基本科研业务费专项资金资助项目（SWJTU09CX019）

Optimization Design of Mathematical Morphology Filter Based on Quantum Genetic Algorithm

    摘要
  • 摘要: 为解决数学形态滤波器结构元素参数优化问题，提出了一种基于量子遗传算法的数学形态滤波器优化设计方法.根据数学形态结构元素参数特点初始化量子遗传种群，通过量子交叉、变异、基于膨胀系数的量子旋转门实现种群的演化进程，进而得到数学形态滤波器的最佳参数.结合仿真实验，研究了不同比例随机噪声、工频干扰噪声下的优化算法性能.仿真结果表明：优化后的数学形态滤波器性能得到较大改善，含随机噪声信号的信噪比由-0.98 dB提高到5.23 dB，含混合噪声信号的信噪比由-3.05 dB提高到0.41 dB，有效滤除了随机噪声、混入工频干扰的混合噪声.

     

    Abstract: To deal with the structuring element optimization of mathematical morphology filter, an optimization design method of mathematical morphology filter based on quantum genetic algorithm was proposed. The quantum genetic population was initialized according to the characteristic of mathematical morphology structuring element parameters. The population evolution was realized by quantum crossover, variation and quantum rotation gate based on expansion coefficient, thus obtaining the best parameters of the mathematical morphology filter. The performances of optimization algorithm under different proportions of random noise and power frequency interference noise were studied. The simulation results show that the performance of mathematical morphology filter is greatly improved after being optimized. The signal-to-noise ratio of the signal with random noise is improved from -0.98 dB to 5.23 dB, and that of the signal with mixed noise is improved from -3.05 dB to 0.41 dB. It means that the optimized mathematical morphology filter could remove both random noise and mixed noise with power frequency interference effectively.

     

    • HTML全文
    • 参考文献(15)
  • BATISTA E L O, SEARA R. On the performance of adaptive pruned volterra filters[J]. Signal Processing, 2013, 93(7): 1909-1920.
    CARINI A, SICURANZA G L, MATHEWS V J. Efficient adaptive identification of linear-in-the-parameters nonlinear filters using periodic input sequences[J]. Signal Processing, 2013, 93(5): 1210-1220.
    安连锁, 胡爱军, 唐贵基, 等. 采用数学形态滤波器的轴心轨迹提纯[J]. 动力工程, 2005, 25(4): 550-553, 586. AN Liansuo, HU Aijun, TANG Guiji, et al. Purification of rotor center's orbit with mathematical morphology filters[J]. Power Engineering, 2005, 25(4): 550-553, 586.
    HEIDARY K, CAULFIELD H J. Presmoothing effects in artificial color image segmentation[J]. Computer Vision and Image Understanding, 2013, 117(3): 195-201.
    何怡刚, 张颖, 周晖. 采用形态滤波和特定谐波消除混合滤波算法的电压动态振动检测[J]. 高电压技术, 2009, 35(12): 3093-3098. HE Yigang, ZHANG Ying, ZHOU Hui. Detection of dynamic disturbance voltage using hybrid filter algorithm of morphological filtering and specific harmonic elimi nation[J]. High Voltage Engineering, 2009, 35(12): 3093-3098.
    胡爱军, 唐贵基, 安连锁. 基于数学形态学的旋转机械振动信号降噪方法[J]. 机械工程学报, 2006, 42(4): 127-130. HU Aijun, TANG Guiji, AN Liansuo. De-noising technique for vibration signals of rotating machinery based on mathematical morphology filter[J]. Chinese Journal of Mechanical Engineering, 2006, 42(4): 127-130.
    邹益民, 汪渤. 基于量子遗传算法的滤波器参数优化[J]. 系统工程与电子技术, 2009, 31(6): 1346-1349. ZOU Yimin, WANG Bo. Optimization of filter parameters based on quantum genetic algorithm[J]. Systems Engineering and Electronics, 2009, 31(6): 1346-1349.
    赵知劲, 彭振, 郑仕链, 等. 基于量子遗传算法的认知无线电频谱分配[J]. 物理学报, 2009, 58(2): 1358-1363. ZHAO Zhijing, PENG Zhen, ZHENG Shilian, et al. Cognitive radio spectrum assignment based on quantum genetic algorithm[J]. Acta Physica Sinica, 2009, 58(2): 1358-1363.
    JIANG Shujuan, ZHOU Qi, ZHANG Yanmei. Analysis on parameters in an improved quantum genetic algorithm[J]. International Journal of Digital Content Technology and Its Applications, 2012, 6(18): 176-184.
    SOUALMIA S, BOULDJEDRI A, BENHAYA A. Semiconductor parameter extraction using cathodoluminescence and genetic algorithms[J]. Materials Science in Semiconductor Processing, 2011, 14(1): 62-68.
    胡爱军. Hilbert-Huang变换在旋转机械振动信号分析中的应用研究[D]. 保定:华北电力大学, 2008.
    沈路, 周晓军, 张文斌, 等. 广义数学形态滤波器的旋转机械振动信号降噪[J]. 振动与冲击, 2009, 28(9): 70-73. SHEN Lu, ZHOU Xiaojun, ZHANG Wenbin, et al. De-noising for vibration signals of a rotating machinery based on generalized mathematical orphological filter[J]. Journal of Vibration and Shock, 2009, 28(9): 70-73.
    李舜酩. 振动信号的盲源分离技术及应用[M]. 北京:航空工业出版社, 2011: 41-42.
    高宏力, 李登万, 许明恒. 基于人工智能的丝杠寿命预测技术[J]. 西南交通大学学报, 2010, 45(5): 685-691. GAO Hongli, LI Dengwan, XU Mingheng. Intelligent monitoring system for screw life evaluation[J]. Journal of Southwest Jiaotong University, 2010, 45(5): 685-691.
    LI P C, SONG K P, SHANG F H. Double chains quantum genetic algorithm with application to neuro-fuzzy controller design[J]. Advances in Engineering Software, 2011, 42(10): 875-886.
    • 相关文章
    • 施引文献
  • 附加材料(0)
  • 加载中
WeChat 点击查看大图
计量
  • 文章访问数:  1420
  • HTML全文浏览量:  77
  • PDF下载量:  505
  • 被引次数: 0
出版历程
  • 收稿日期:  2013-05-30
  • 刊出日期:  2014-06-25

目录

    /

    返回文章
    返回

    Copyright © 2009 西南交通大学学报

    地址：四川省成都市郫都区犀安路999号西南交通大学犀浦校区《西南交通大学学报》编辑部

    电话：028-66367562传真：028-66366552Email：xbz@home.swjtu.edu.cn

    本系统由 北京仁和汇智信息技术有限公司 开发 技术支持： info@rhhz.net