Penetration Deceleration Signal Processing Method with Ensemble Empirical Mode Decomposition and Consecutive Mean Square Error

TANG Lin; CHEN Gang; WU Hao

doi:10.11858/gywlxb.20180518

Volume 32 Issue 5

Aug 2018

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Chinese Journal of High Pressure Physics > 2018 > 32(5): 055104.

TANG Lin, CHEN Gang, WU Hao. Penetration Deceleration Signal Processing Method with Ensemble Empirical Mode Decomposition and Consecutive Mean Square Error[J]. Chinese Journal of High Pressure Physics, 2018, 32(5): 055104. doi: 10.11858/gywlxb.20180518

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TANG Lin, CHEN Gang, WU Hao. Penetration Deceleration Signal Processing Method with Ensemble Empirical Mode Decomposition and Consecutive Mean Square Error[J]. Chinese Journal of High Pressure Physics, 2018, 32(5): 055104. doi: 10.11858/gywlxb.20180518

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Penetration Deceleration Signal Processing Method with Ensemble Empirical Mode Decomposition and Consecutive Mean Square Error

doi: 10.11858/gywlxb.20180518

TANG Lin^1
,,
CHEN Gang^{1, 2,*
,
,},
WU Hao³

1.
Institute of Systems Engineering, CAEP, Mianyang 621999, China
2.
Key Laboratory of Shock and Vibration of Engineering Materials and Structures of Sichuan, Mianyang 621010, China
3.
College of Civil Engineering, Tongji University, Shanghai 200092, China

Received Date: 13 Feb 2018
Rev Recd Date: 23 Mar 2018

Abstract

Abstract

The extraction of rigid-body deceleration characteristic plays a significant role in the research of anti-hard-target weapons and related areas.In this paper, we investigated the methods of processing on-board recorded penetration deceleration data.The intrinsic mode functions were separated from the raw signals by ensemble empirical mode decomposition (EEMD), and a demarcation point between high-frequency interference functions and the projectile rigid-body acceleration signal functions was distinguished by the consecutive mean square error (CMSE) theory.By discarding the first few high-frequency components without demarcation points, the rigid-body acceleration of projectile was reconstructed with the remaining low-frequency components.The consistency of the integral results between the final curve and the original data shows that, the high-frequency interference is removed effectively and the rigid-body penetration over-load is kept completely.In addition, the difficulty of selecting the filter frequency under different target conditions in the traditional filter method is avoided with the characteristic of signal adaptive in the analysis process.
- penetration overload,
- ensemble empirical mode decomposition,
- consecutive mean square error

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References

[1]	黄家蓉, 刘瑞朝, 何翔, 等.侵彻过载测试信号的数据处理方法[J].爆炸与冲击, 2009, 29(5):555-560. doi: 10.11883/1001-1455(2009)05-0555-06 HUANG J R, LIU R C, HE X, et al.A new data processing technique for measured penetration overloads[J].Explosion and Shock Waves, 2009, 29(5):555-560. doi: 10.11883/1001-1455(2009)05-0555-06
[2]	赵海峰, 张亚, 李世中, 等.侵彻弹体频率特性分析及过载信号处理[J].中国机械工程, 2015, 26(22):3034-3039. doi: 10.3969/j.issn.1004-132X.2015.22.009 ZHAO H F, ZHANG Y, LI S Z, et al.Frequency characteristics analyses of penetrating missile and penetration overload signal processing[J].China Mechanical Engineering, 2015, 26(22):3034-3039. doi: 10.3969/j.issn.1004-132X.2015.22.009
[3]	徐鹏, 祖静, 范锦彪.高速动能弹侵彻硬目标加速度测试技术研究[J].振动与冲击, 2007, 26(11):118-122. doi: 10.3969/j.issn.1000-3835.2007.11.028 XU P, ZU J, FAN J B.Study on acceleration test technique of high velocity kinetic energy projectile penetrating into hard target[J].Journal of Vibration and Shock, 2007, 26(11):118-122. doi: 10.3969/j.issn.1000-3835.2007.11.028
[4]	王成华, 陈佩银, 徐孝诚.侵彻过载实测数据的滤波及弹体侵彻刚体过载的确定[J].爆炸与冲击, 2007, 27(5):416-419. doi: 10.11883/1001-1455(2007)05-0416-04 WANG C H, CHEN P Y, XU X C.Filtering of penetration deceleration data and determining of penetration deceleration on the rigid-body[J].Explosion and Shock Waves, 2007, 27(5):416-419. doi: 10.11883/1001-1455(2007)05-0416-04
[5]	FORRESTAL M J, LUK V K.Penetration into soil targets[J].International Journal of Impact Engineering, 1992, 12(3):427-444. doi: 10.1016/0734-743X(92)90167-R
[6]	FRANCO R A, INGRAM J K. A very high shock data recorder[C]//IEEE Proceedings of Southeastcon'91, 1991: 503-507.
[7]	WU H, FANG Q, PENG Y, et al.Hard projectile perforation on the monolithic and segmented RC panels with a rear steel liner[J].International Journal of Impact Engineering, 2015, 76:232-250. doi: 10.1016/j.ijimpeng.2014.10.010
[8]	BOUDRAA A, CEXUS J C. Denoising via empirical mode decomposition[C]//Proceedings of IEEE ISCCSP, 2006.
[9]	WU Z, HUANG N E.Ensemble empirical mode decomposition:a noise-assisted data analysis method[J].Advances in Adaptive Data Analysis, 2009, 1(1):1-41. https://www.researchgate.net/publication/220531146_Ensemble_Empirical_Mode_Decomposition_a_Noise-Assisted_Data_Analysis_Method
[10]	HUANG N E, SHEN Z, LONG S R, et al. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[C]//Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences. The Royal Society, 1998, 454: 903-995.
[11]	朱赛, 尚伟.经验模态分解中包络线算法[J].火力与指挥控制, 2012, 37(9):125-128. https://www.mql5.com/zh/articles/439 ZHU S, SHANG W.Analysis and study of envelope algorithm in EMD[J].Fire Control & Command Control, 2012, 37(9):125-128. https://www.mql5.com/zh/articles/439
[12]	张梅军, 唐建, 何晓晖.EEMD方法及其在机械故障诊断中的应用[M].北京:国防工业出版社, 2015.

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[19]	ZENG Jian-Rong, LIU Gao-Min, WEN Dian-Ying, LIU Quan-Zhong. Experimental Research for Penetration of Simulated Projectile into Concrete Targets[J]. Chinese Journal of High Pressure Physics, 1998, 12(1): 67-71 . doi: 10.11858/gywlxb.1998.01.011
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Penetration Deceleration Signal Processing Method with Ensemble Empirical Mode Decomposition and Consecutive Mean Square Error

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Penetration Deceleration Signal Processing Method with Ensemble Empirical Mode Decomposition and Consecutive Mean Square Error

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