A new method for arrival time determination of impact signal based on HHT and AIC. (1st March 2017)
- Record Type:
- Journal Article
- Title:
- A new method for arrival time determination of impact signal based on HHT and AIC. (1st March 2017)
- Main Title:
- A new method for arrival time determination of impact signal based on HHT and AIC
- Authors:
- Liu, Mingzhou
Yang, Jiangxin
Cao, Yanpeng
Fu, Weinan
Cao, Yanlong - Abstract:
- Abstract: Time-difference method is usually used to locate loose parts in nuclear power plant, the key to which is estimating the arrival time of impact signal caused by the crash of loose parts. However, the dispersion behavior of impact signal and the noise of nuclear power station primary circuit have negative effect on the arrival time determination. In this paper, a method of arrival time determination of impact signal based on Hilbert-Huang Transform (HHT) and Akaike Information Criterion (AIC) is proposed. Firstly, the impact signal is decomposed by Empirical Mode Decomposition (EMD). Then the instantaneous frequency of the first intrinsic mode function (IMF) is calculated, which characterizes the difference between the background noise and the impact signal. The arrival time is determined finally by AIC function. The proposed method is tested through simulation experiment which takes steel balls as the real loose parts. The deviation between the arrival time determined by proposed method and the real arrival time distributes stably under different SNRs and different sensor-to-drop point distances, mostly within the range ±0.5 ms. The proposed method is also compared with another AIC technique and a RMS approach, both of which have more dispersive distribution of deviation, quite a lot out of the range ±1 ms. Highlights: We study the determination of arrival time of impact signal. The proposed method is based on HHT and AIC. The method keeps high accuracy underAbstract: Time-difference method is usually used to locate loose parts in nuclear power plant, the key to which is estimating the arrival time of impact signal caused by the crash of loose parts. However, the dispersion behavior of impact signal and the noise of nuclear power station primary circuit have negative effect on the arrival time determination. In this paper, a method of arrival time determination of impact signal based on Hilbert-Huang Transform (HHT) and Akaike Information Criterion (AIC) is proposed. Firstly, the impact signal is decomposed by Empirical Mode Decomposition (EMD). Then the instantaneous frequency of the first intrinsic mode function (IMF) is calculated, which characterizes the difference between the background noise and the impact signal. The arrival time is determined finally by AIC function. The proposed method is tested through simulation experiment which takes steel balls as the real loose parts. The deviation between the arrival time determined by proposed method and the real arrival time distributes stably under different SNRs and different sensor-to-drop point distances, mostly within the range ±0.5 ms. The proposed method is also compared with another AIC technique and a RMS approach, both of which have more dispersive distribution of deviation, quite a lot out of the range ±1 ms. Highlights: We study the determination of arrival time of impact signal. The proposed method is based on HHT and AIC. The method keeps high accuracy under different SNRs. The method keeps stable with different sensor to drop point distance. The proposed method is compared with another AIC approach and a RMS method. … (more)
- Is Part Of:
- Mechanical systems and signal processing. Volume 86:Part A(2017)
- Journal:
- Mechanical systems and signal processing
- Issue:
- Volume 86:Part A(2017)
- Issue Display:
- Volume 86, Issue 1 (2017)
- Year:
- 2017
- Volume:
- 86
- Issue:
- 1
- Issue Sort Value:
- 2017-0086-0001-0000
- Page Start:
- 177
- Page End:
- 187
- Publication Date:
- 2017-03-01
- Subjects:
- Impact signal -- Arrival time -- HHT -- AIC -- Instantaneous frequency
Structural dynamics -- Periodicals
Vibration -- Periodicals
Constructions -- Dynamique -- Périodiques
Vibration -- Périodiques
Structural dynamics
Vibration
Periodicals
621 - Journal URLs:
- http://www.sciencedirect.com/science/journal/08883270 ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0888-3270;screen=info;ECOIP ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ymssp.2016.10.003 ↗
- Languages:
- English
- ISSNs:
- 0888-3270
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5419.760000
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