搜索

x

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

铝合金焊缝电涡流磁场信号的非线性特征提取及分类方法研究

高鹏 王超 支亚 李旸 王立玢 丛正

引用本文:
Citation:

铝合金焊缝电涡流磁场信号的非线性特征提取及分类方法研究

高鹏, 王超, 支亚, 李旸, 王立玢, 丛正

Extraction of nonlinear characteristics from eddy current magnetic field of Al-alloy weld and their classification

Gao Peng, Wang Chao, Zhi Ya, Li Yang, Wang Li-Bin, Cong Zheng
PDF
导出引用
  • 采用巨磁电阻(GMR)传感器对铝合金惰性气体保护焊焊缝的涡流电磁信号进行提取. 采用非线性特征分析的方法对良好、含有密集气孔和未焊透三种不同状态焊缝的涡流电磁信号的特性进行分析. 提取焊缝涡流电磁信号的Lyapunov指数、关联维数等参数进行分析,分析结果表明焊缝涡流电磁信号具有明显的非线性混沌特性. 采用Lempel-Ziv复杂度和近似熵测度分析三种状态焊缝涡流电磁信号的复杂度,结果表明:Lempel-Ziv 复杂度和近似熵对不同状态焊缝的涡流电磁信号是敏感的,可以得到焊缝的电磁信号的非线性特征,并对焊缝的类别进行分类辨识,为分析焊缝的不同状态提供了一种有效的辅助工具和方法.
    GMR (giant magneto resistance) sensor can be used to measure the eddy current magnetic field of the Al-alloy weld. The nonlinear time series analysis method is introduced to study the signals from the eddy current magnetic field of the weld in three different states, which include good, lack of penetration, and clustered blowhole weld. Several nonlinear characteristic parameters, such as Lyapunov exponent and correlation dimension etc., are extracted. The results show that the eddy current magnetic field of the Al-alloy weld has distinguished chaotic features. Analysis of the Lempel-Ziv complexity and approximate entropy for different signals leads to the conclusion that these two complex measures are sensitive to the eddy current magnetic field of the weld zone. Through these methods, nonlinear characteristics of eddy current magnetic field of the weld can be obtained for identifying and classifying the type of the weld, which will serve as an efficient supplementary diagnostic tool to reveal different patterns of the welds.
    • 基金项目: 教育部新世纪优秀人才支持计划(批准号:NCET-10-0621)和国家自然科学基金(批准号:11272229)资助的课题.
    • Funds: Project supported by the Program for New Century Excellent Talents in University of Ministry of Education of China (Grant No.NCET-10-0621), and the National Natural Science Foundation of China (Grant no. 11272229).
    [1]

    Zuo D G, Li F, Hua X M, Wu Y X 2007 Eletr. Weld. Mach. 37 1 (in Chinese)[左敦桂, 李芳, 华学明, 吴毅雄 2007 电焊机 37 1]

    [2]

    Zhang W C, Yang L J, Lv X Q 2011 Acta Phys. Sin. 60 152 (in Chinese)[张伟超, 杨立军, 吕小青 2011 60 152]

    [3]

    Cao B, Xiang Y P, Lv X Q, Zeng M, Huang S S 2008 Chin. Phys. B 17 865

    [4]

    Fan M B, Yin Y D, Cao B H 2012 Acta Phys. Sin. 61 088105 (in Chinese)[范孟豹, 尹亚丹, 曹丙花 2012 61 088105]

    [5]

    Hao K S, Huang S L, Zhao W, Wang K 2011 Acta Phys. Sin. 60 078103 (in Chinese)[郝宽胜, 黄松岭, 赵伟, 王珅 2011 60 078103]

    [6]

    Rao B, Raj B, Jayakumar T, Kalyanasundaram P 2002 NDT & E Int. 35 393

    [7]

    Yusa N, Janousek L, Rebican M, Chen Z, Miya K, Chigusa N, Ito H 2006 Nucl Eng Des 236 1852

    [8]

    Yusa N, Machida E, Janousek L, Rebican M, Chen Z, Miya K 2005 Nucl Eng Des 235 1469

    [9]

    Allweins K, Kreutzbruck M V, Gierelt G 2005 J Appl Phys 97 10Q1021

    [10]

    Ye B, Huang P J, Fan M B, Gong X, Hou D B, Zhang G X, Zhou Z K 2009 Nondestruct Test Eva 24 19

    [11]

    Du M, Jin N D, Gao Z K, Zhu L, Wang Z Y 2012 Acta Phys. Sin. 61 230507 (in Chinese)[杜萌, 金宁德, 高忠科, 朱雷, 王振亚 2012 61 230507]

    [12]

    Jin N D, Dong F, Zhao S 2007 Acta Phys. Sin. 56 720 (in Chinese)[金宁德, 董芳, 赵舒 2007 56 720]

    [13]

    Jin N D, Zheng G B, Hu L Y 2006 Chinese J. GEOPHYS 49 1552 (in Chinese)[金宁德, 郑桂波, 胡凌云 2006 地球 49 1552]

    [14]

    Luo X L, Wang J, Han C X, Deng B, Wei X L, Bian H R 2012 Chin. Phys. B 21 028701

    [15]

    Wolf A, Swift J B, Swinney H L, Vastano J A 1985 Physica D 16 285

    [16]

    Grassberger P, Procaccia I 1983 Physica D 9 189

    [17]

    Grassberger P, Procaccia I 1984 Physica D 13 34

    [18]

    Lempel A, Ziv J 1976 IEEE T Info Theory 22 75

    [19]

    Zhang D Z 2007 Acta Phys. Sin. 56 3152 (in Chinese)[张佃中 2007 56 3152]

    [20]

    Kaspar F, Schuster H G 1987 Phys Rev A 36 842

    [21]

    Zhao J Y, Jin N D 2012 Acta Phys. Sin. 61 094701 (in Chinese) [赵俊英, 金宁德 2012 61 094701]

    [22]

    Pincus S M 1991 Proc Natl Acad Sci. USA 88 2297

    [23]

    Han C X, Wang J, Che Y Q, Deng B, Guo Y, Guo Y M, Liu Y Y 2010 Acta Phys. Sin. 59 5880 (in Chinese)[韩春晓, 王江, 车艳秋, 邓斌, 郭义, 郭永明, 刘阳阳 2010 59 5880]

    [24]

    Zhuang J Z, Ning X B, Zou M, Sun B, Yang X 2008 Acta Phys. Sin. 57 2805 (in Chinese)[庄建军, 宁新宝, 邹鸣, 孙飙, 杨希 2008 57 2805]

    [25]

    Cai J P, Li Z, Song W T 2003 Acta Phys. Sin. 52 1871 (in Chinese)[蔡觉平, 李赞, 宋文涛 2003 52 1871]

    [26]

    Hou W, Feng G L, Dong W J 2005 Acta Phys. Sin. 54 3940 (in Chinese)[侯威, 封国林, 董文杰 2005 54 3940]

    [27]

    Vieira A P, Moura E P, Goncalves L L, Rebello J M A 2008 Chaos, Solitons and Fractals 38 748

    [28]

    Lv X Q, Cao B, Zeng M, Huang S S 2005 Trans. China Weld. Ins. 26 65 (in Chinese)[吕小青, 曹彪, 曾敏, 黄石生 2005 焊接学报 26 65]

    [29]

    Fraser A M, Swinney H L 1986 Phys Rev A 33 1134

    [30]

    Cao L 1997 Physica D 110 43

    [31]

    Abarbanel H D I, Kennel M B 1993 Phys Rev E 47 3057

    [32]

    Reinbacher K A, Magele C, Renhart W 2012 Int J Appl Electrom 39 157

    [33]

    Men X, Shen E H, Gu F J, Qiu Z C 2000 Acta Biophys. Sin. 16 701 (in Chinese)[孟欣, 沈恩华, 顾凡及邱志诚 2000 生物 16 701]

  • [1]

    Zuo D G, Li F, Hua X M, Wu Y X 2007 Eletr. Weld. Mach. 37 1 (in Chinese)[左敦桂, 李芳, 华学明, 吴毅雄 2007 电焊机 37 1]

    [2]

    Zhang W C, Yang L J, Lv X Q 2011 Acta Phys. Sin. 60 152 (in Chinese)[张伟超, 杨立军, 吕小青 2011 60 152]

    [3]

    Cao B, Xiang Y P, Lv X Q, Zeng M, Huang S S 2008 Chin. Phys. B 17 865

    [4]

    Fan M B, Yin Y D, Cao B H 2012 Acta Phys. Sin. 61 088105 (in Chinese)[范孟豹, 尹亚丹, 曹丙花 2012 61 088105]

    [5]

    Hao K S, Huang S L, Zhao W, Wang K 2011 Acta Phys. Sin. 60 078103 (in Chinese)[郝宽胜, 黄松岭, 赵伟, 王珅 2011 60 078103]

    [6]

    Rao B, Raj B, Jayakumar T, Kalyanasundaram P 2002 NDT & E Int. 35 393

    [7]

    Yusa N, Janousek L, Rebican M, Chen Z, Miya K, Chigusa N, Ito H 2006 Nucl Eng Des 236 1852

    [8]

    Yusa N, Machida E, Janousek L, Rebican M, Chen Z, Miya K 2005 Nucl Eng Des 235 1469

    [9]

    Allweins K, Kreutzbruck M V, Gierelt G 2005 J Appl Phys 97 10Q1021

    [10]

    Ye B, Huang P J, Fan M B, Gong X, Hou D B, Zhang G X, Zhou Z K 2009 Nondestruct Test Eva 24 19

    [11]

    Du M, Jin N D, Gao Z K, Zhu L, Wang Z Y 2012 Acta Phys. Sin. 61 230507 (in Chinese)[杜萌, 金宁德, 高忠科, 朱雷, 王振亚 2012 61 230507]

    [12]

    Jin N D, Dong F, Zhao S 2007 Acta Phys. Sin. 56 720 (in Chinese)[金宁德, 董芳, 赵舒 2007 56 720]

    [13]

    Jin N D, Zheng G B, Hu L Y 2006 Chinese J. GEOPHYS 49 1552 (in Chinese)[金宁德, 郑桂波, 胡凌云 2006 地球 49 1552]

    [14]

    Luo X L, Wang J, Han C X, Deng B, Wei X L, Bian H R 2012 Chin. Phys. B 21 028701

    [15]

    Wolf A, Swift J B, Swinney H L, Vastano J A 1985 Physica D 16 285

    [16]

    Grassberger P, Procaccia I 1983 Physica D 9 189

    [17]

    Grassberger P, Procaccia I 1984 Physica D 13 34

    [18]

    Lempel A, Ziv J 1976 IEEE T Info Theory 22 75

    [19]

    Zhang D Z 2007 Acta Phys. Sin. 56 3152 (in Chinese)[张佃中 2007 56 3152]

    [20]

    Kaspar F, Schuster H G 1987 Phys Rev A 36 842

    [21]

    Zhao J Y, Jin N D 2012 Acta Phys. Sin. 61 094701 (in Chinese) [赵俊英, 金宁德 2012 61 094701]

    [22]

    Pincus S M 1991 Proc Natl Acad Sci. USA 88 2297

    [23]

    Han C X, Wang J, Che Y Q, Deng B, Guo Y, Guo Y M, Liu Y Y 2010 Acta Phys. Sin. 59 5880 (in Chinese)[韩春晓, 王江, 车艳秋, 邓斌, 郭义, 郭永明, 刘阳阳 2010 59 5880]

    [24]

    Zhuang J Z, Ning X B, Zou M, Sun B, Yang X 2008 Acta Phys. Sin. 57 2805 (in Chinese)[庄建军, 宁新宝, 邹鸣, 孙飙, 杨希 2008 57 2805]

    [25]

    Cai J P, Li Z, Song W T 2003 Acta Phys. Sin. 52 1871 (in Chinese)[蔡觉平, 李赞, 宋文涛 2003 52 1871]

    [26]

    Hou W, Feng G L, Dong W J 2005 Acta Phys. Sin. 54 3940 (in Chinese)[侯威, 封国林, 董文杰 2005 54 3940]

    [27]

    Vieira A P, Moura E P, Goncalves L L, Rebello J M A 2008 Chaos, Solitons and Fractals 38 748

    [28]

    Lv X Q, Cao B, Zeng M, Huang S S 2005 Trans. China Weld. Ins. 26 65 (in Chinese)[吕小青, 曹彪, 曾敏, 黄石生 2005 焊接学报 26 65]

    [29]

    Fraser A M, Swinney H L 1986 Phys Rev A 33 1134

    [30]

    Cao L 1997 Physica D 110 43

    [31]

    Abarbanel H D I, Kennel M B 1993 Phys Rev E 47 3057

    [32]

    Reinbacher K A, Magele C, Renhart W 2012 Int J Appl Electrom 39 157

    [33]

    Men X, Shen E H, Gu F J, Qiu Z C 2000 Acta Biophys. Sin. 16 701 (in Chinese)[孟欣, 沈恩华, 顾凡及邱志诚 2000 生物 16 701]

  • [1] 梁华志, 张靖仪. 临界中性Gauss-Bonnet-anti-de Sitter黑洞复杂度演化.  , 2021, 70(3): 030401. doi: 10.7498/aps.70.20201286
    [2] 周双, 冯勇, 吴文渊. 一种识别关联维数无标度区间的新方法.  , 2015, 64(13): 130504. doi: 10.7498/aps.64.130504
    [3] 贺少波, 孙克辉, 王会海. 分数阶混沌系统的Adomian分解法求解及其复杂性分析.  , 2014, 63(3): 030502. doi: 10.7498/aps.63.030502
    [4] 李清都, 郭建丽. 切换系统Lyapunov指数的算法及应用.  , 2014, 63(10): 100501. doi: 10.7498/aps.63.100501
    [5] 吴浩, 侯威, 王文祥, 颜鹏程. 试用Lyapunov指数探讨气候突变及其前兆信号.  , 2013, 62(12): 129204. doi: 10.7498/aps.62.129204
    [6] 刘凯, 李文东, 张闻钊, 史鹏, 任春年, 顾永建. 高维辅助的普适量子线路优化.  , 2012, 61(12): 120301. doi: 10.7498/aps.61.120301
    [7] 臧鸿雁, 范修斌, 闵乐泉, 韩丹丹. S-盒的Lyapunov指数研究.  , 2012, 61(20): 200508. doi: 10.7498/aps.61.200508
    [8] 孙克辉, 贺少波, 尹林子, 阿地力·多力坤. 模糊熵算法在混沌序列复杂度分析中的应用.  , 2012, 61(13): 130507. doi: 10.7498/aps.61.130507
    [9] 陈小军, 李赞, 白宝明, 蔡觉平. 一种确定混沌伪随机序列复杂度的模糊关系熵测度.  , 2011, 60(6): 064215. doi: 10.7498/aps.60.064215
    [10] 边洪瑞, 王江, 韩春晓, 邓斌, 魏熙乐, 车艳秋. 基于复杂度的针刺脑电信号特征提取.  , 2011, 60(11): 118701. doi: 10.7498/aps.60.118701
    [11] 于思瑶, 郭树旭, 郜峰利. 半导体激光器低频噪声的Lyapunov指数计算和混沌状态判定.  , 2009, 58(8): 5214-5217. doi: 10.7498/aps.58.5214
    [12] 张晓丹, 刘翔, 赵品栋. 一类延迟混沌系统沿主轴方向上Lyapunov指数的计算方法.  , 2009, 58(7): 4415-4420. doi: 10.7498/aps.58.4415
    [13] 杨永锋, 吴亚锋, 任兴民, 秦卫阳, 支希哲, 裘焱. 基于最大Lyapunov指数预测的EMD端点延拓.  , 2009, 58(6): 3742-3746. doi: 10.7498/aps.58.3742
    [14] 何四华, 杨绍清, 石爱国, 李天伟. 基于图像区域Lyapunov指数的海面舰船目标检测.  , 2009, 58(2): 794-801. doi: 10.7498/aps.58.794
    [15] 张勇, 关伟. 基于最大Lyapunov指数的多变量混沌时间序列预测.  , 2009, 58(2): 756-763. doi: 10.7498/aps.58.756
    [16] 孙克辉, 谈国强, 盛利元. TD-ERCS离散混沌伪随机序列的复杂性分析.  , 2008, 57(6): 3359-3366. doi: 10.7498/aps.57.3359
    [17] 何 亮, 杜 磊, 庄奕琪, 李伟华, 陈建平. 金属互连电迁移噪声的多尺度熵复杂度分析.  , 2008, 57(10): 6545-6550. doi: 10.7498/aps.57.6545
    [18] 邓超生, 徐 慧, 刘小良, 伍晓赞. 无序度对一维长程关联无序系统中局域化-退局域化转变的影响.  , 2008, 57(4): 2415-2420. doi: 10.7498/aps.57.2415
    [19] 庄建军, 宁新宝, 邹 鸣, 孙 飙, 杨 希. 两种熵测度在量化射击运动员短时心率变异性信号复杂度上的一致性.  , 2008, 57(5): 2805-2811. doi: 10.7498/aps.57.2805
    [20] 刘海峰, 代正华, 陈峰, 龚欣, 于遵宏. 混沌动力系统小波变换模数的关联维数.  , 2002, 51(6): 1186-1192. doi: 10.7498/aps.51.1186
计量
  • 文章访问数:  5909
  • PDF下载量:  542
  • 被引次数: 0
出版历程
  • 收稿日期:  2013-12-25
  • 修回日期:  2014-02-13
  • 刊出日期:  2014-07-05

/

返回文章
返回
Baidu
map