Skip to main content
Erschienen in: The International Journal of Advanced Manufacturing Technology 5-6/2021

12.08.2021 | ORIGINAL ARTICLE

A novel AE algorithm-based approach for the detection of cracks in spot welding in view of online monitoring: case study

verfasst von: Slah Yaacoubi, Fethi Dahmene, Mahjoub El Mountassir, Abd Ennour Bouzenad

Erschienen in: The International Journal of Advanced Manufacturing Technology | Ausgabe 5-6/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The detection of cracks in spot welding is a major issue especially online. This paper deals with this topic using acoustic emission monitoring. It proposes an approach based on Shannon entropy with a novel criterion that allows increasing the detection sensitivity. A data-based model is built, coded, and then applied on acoustic emission signals. The obtained crack detection results are satisfactory. The cracks are revealed using fluorescent dye penetrant, which enables validating the method. A flowchart of whole the proposed approach is described so that practitioners can benefit from the authors experience, towards successful implementation in laboratory as well as in production line. The current approach is applied on resistance spot welding as a case of study, but it could be applicable in nonstationary environment such as other kinds of spot welding, and more hopefully for other manufacturing processes.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Mallick PK (ed) (2020) Materials, design and manufacturing for lightweight vehicles. Woodhead publishing Mallick PK (ed) (2020) Materials, design and manufacturing for lightweight vehicles. Woodhead publishing
2.
Zurück zum Zitat Kim YG, Kim IJ, Kim JS, Chung YI, Du YC (2014) Evaluation of surface crack in resistance spot welds of Zn-coated steel. Mater Trans 55:M2013244 Kim YG, Kim IJ, Kim JS, Chung YI, Du YC (2014) Evaluation of surface crack in resistance spot welds of Zn-coated steel. Mater Trans 55:M2013244
3.
Zurück zum Zitat Jolly WD (1969) Use of acoustic emission as a weld quality monitor (No. BNWL-SA-2727; CONF-690962-1). Pacific Northwest Lab, Battelle-Northwest Jolly WD (1969) Use of acoustic emission as a weld quality monitor (No. BNWL-SA-2727; CONF-690962-1). Pacific Northwest Lab, Battelle-Northwest
4.
Zurück zum Zitat Luo Y, Li J, Wu W (2013) Characterization of nugget nucleation quality based on the structure-borne acoustic emission signals detected during resistance spot welding process. Measurement 46(3):1053–1060CrossRef Luo Y, Li J, Wu W (2013) Characterization of nugget nucleation quality based on the structure-borne acoustic emission signals detected during resistance spot welding process. Measurement 46(3):1053–1060CrossRef
5.
Zurück zum Zitat Mazal P, Vlasic F, Koula V (2015) Use of acoustic emission method for identification of fatigue micro-cracks creation. Process Eng 133:379–388 Mazal P, Vlasic F, Koula V (2015) Use of acoustic emission method for identification of fatigue micro-cracks creation. Process Eng 133:379–388
6.
Zurück zum Zitat Harris DO, Dunegan HL (1974) Continuous monitoring of fatigue-crack growth by acoustic-emission techniques. Exp Mech 14(2):71–81CrossRef Harris DO, Dunegan HL (1974) Continuous monitoring of fatigue-crack growth by acoustic-emission techniques. Exp Mech 14(2):71–81CrossRef
7.
Zurück zum Zitat Shannon CE (1948) “A mathematical theory of communication” Bell System Technical Journal, vol 27 July and October Shannon CE (1948) “A mathematical theory of communication” Bell System Technical Journal, vol 27 July and October
8.
Zurück zum Zitat Unnthorsson R, Runarsson TP, Jonsson MT (2008) AE entropy for the condition monitoring of CFRP subjected to cyclic fatigue. J Acoust Emis 26:262–269 Unnthorsson R, Runarsson TP, Jonsson MT (2008) AE entropy for the condition monitoring of CFRP subjected to cyclic fatigue. J Acoust Emis 26:262–269
9.
Zurück zum Zitat Chai M, Zhang Z, Duan Q (2018) A new qualitative acoustic emission parameter based on Shannon’s entropy for damage monitoring. Mech Syst Signal Process 100:617–629CrossRef Chai M, Zhang Z, Duan Q (2018) A new qualitative acoustic emission parameter based on Shannon’s entropy for damage monitoring. Mech Syst Signal Process 100:617–629CrossRef
10.
Zurück zum Zitat Kahirdeh A, Khonsari MM (2016) Acoustic entropy of the materials in the course of degradation. Entropy 18(8):280CrossRef Kahirdeh A, Khonsari MM (2016) Acoustic entropy of the materials in the course of degradation. Entropy 18(8):280CrossRef
11.
Zurück zum Zitat D’Angela D, Ercolino M (2019) Acoustic emission entropy as a fracture-sensitive feature for real-time assessment of metal plates under fatigue loading. Proc Struct Integr 18:570–576 D’Angela D, Ercolino M (2019) Acoustic emission entropy as a fracture-sensitive feature for real-time assessment of metal plates under fatigue loading. Proc Struct Integr 18:570–576
12.
Zurück zum Zitat Zhang X, Feng N, Wang Y, Shen Y (2015) Acoustic emission detection of rail defect based on wavelet transform and Shannon entropy. J Sound Vib 339:419–432CrossRef Zhang X, Feng N, Wang Y, Shen Y (2015) Acoustic emission detection of rail defect based on wavelet transform and Shannon entropy. J Sound Vib 339:419–432CrossRef
13.
Zurück zum Zitat Su Z, Ye L (2009) Identification of damage using Lamb waves: from fundamentals to applications, vol 48. Springer Science & Business MediaCrossRef Su Z, Ye L (2009) Identification of damage using Lamb waves: from fundamentals to applications, vol 48. Springer Science & Business MediaCrossRef
14.
Zurück zum Zitat Saravanan TJ, Gopalakrishnan N, Rao NP (2015) Damage detection in structural element through propagating waves using radially weighted and factored RMS. Measurement 73:520–538CrossRef Saravanan TJ, Gopalakrishnan N, Rao NP (2015) Damage detection in structural element through propagating waves using radially weighted and factored RMS. Measurement 73:520–538CrossRef
15.
Zurück zum Zitat Ziehl P, ElBatanouny M (2016) Acoustic emission monitoring for corrosion damage detection and classification. In: Corrosion of Steel in Concrete Structures. Woodhead Publishing, pp 193–209CrossRef Ziehl P, ElBatanouny M (2016) Acoustic emission monitoring for corrosion damage detection and classification. In: Corrosion of Steel in Concrete Structures. Woodhead Publishing, pp 193–209CrossRef
16.
Zurück zum Zitat Rohatgi VK, Saleh AME (2015) An introduction to probability and statistics. John Wiley & SonsCrossRef Rohatgi VK, Saleh AME (2015) An introduction to probability and statistics. John Wiley & SonsCrossRef
17.
Zurück zum Zitat Michaels JE (2008) Detection, localization, and characterization of damage in plates with an in-situ array of spatially distributed ultrasonic sensors. Smart Mater Struct 17(3):035035MathSciNetCrossRef Michaels JE (2008) Detection, localization, and characterization of damage in plates with an in-situ array of spatially distributed ultrasonic sensors. Smart Mater Struct 17(3):035035MathSciNetCrossRef
18.
Zurück zum Zitat HosseinAbadi HZ, Amirfattahi R, Nazari B, Mirdamadi HR, Atashipour SA (2014) GUW-based structural damage detection using WPT statistical features and multiclass SVM. Appl Acoust 86:59–70CrossRef HosseinAbadi HZ, Amirfattahi R, Nazari B, Mirdamadi HR, Atashipour SA (2014) GUW-based structural damage detection using WPT statistical features and multiclass SVM. Appl Acoust 86:59–70CrossRef
19.
Zurück zum Zitat Miljković D (2010) Review of novelty detection methods. In: The 33rd International Convention MIPRO. IEEE, pp 593–598 Miljković D (2010) Review of novelty detection methods. In: The 33rd International Convention MIPRO. IEEE, pp 593–598
22.
Zurück zum Zitat Vijayaraghavan P (2014) Magnetic particle & penetrant inspection of aerospace components during Manufacture & Service, National Seminar & Exhibition on Non-Destructive Evaluation, NDE. e-J Nondestr Test 20(6):1435–4934 Vijayaraghavan P (2014) Magnetic particle & penetrant inspection of aerospace components during Manufacture & Service, National Seminar & Exhibition on Non-Destructive Evaluation, NDE. e-J Nondestr Test 20(6):1435–4934
23.
Zurück zum Zitat Choi DY, Sharma A, Jung JP (2018) Parametric study for liquid metal embrittlement in resistance spot welds of galvanized trip steel, Sheet Metal Welding Conference XVIII, Livonia, MI, October 17-18, 2018 Choi DY, Sharma A, Jung JP (2018) Parametric study for liquid metal embrittlement in resistance spot welds of galvanized trip steel, Sheet Metal Welding Conference XVIII, Livonia, MI, October 17-18, 2018
24.
Zurück zum Zitat Brigham EO (1988) The fast Fourier transform and its applications. N.J.: Prentice Hall, Englewood Cliffs Brigham EO (1988) The fast Fourier transform and its applications. N.J.: Prentice Hall, Englewood Cliffs
25.
Zurück zum Zitat Eckstein B, Moix-Bonet M, Bach M (2014) Analysis of environmental and operational condition effects on guided ultrasonic waves in stiffened CFRP structures. EWSHM - 7th European Workshop on Structural Health Monitoring 2014, Nantes Eckstein B, Moix-Bonet M, Bach M (2014) Analysis of environmental and operational condition effects on guided ultrasonic waves in stiffened CFRP structures. EWSHM - 7th European Workshop on Structural Health Monitoring 2014, Nantes
26.
Zurück zum Zitat Farhidzadeh A, Salamone S (2015) Reference-free corrosion damage diagnosis in steel strand using guided ultrasonic waves. Ultrasonics 57:198–208CrossRef Farhidzadeh A, Salamone S (2015) Reference-free corrosion damage diagnosis in steel strand using guided ultrasonic waves. Ultrasonics 57:198–208CrossRef
27.
Zurück zum Zitat Teolis A, Benedetto JJ (1998) Computational signal processing with wavelets, 182. Birkhäuser, BostonCrossRef Teolis A, Benedetto JJ (1998) Computational signal processing with wavelets, 182. Birkhäuser, BostonCrossRef
28.
Zurück zum Zitat Massey FJ (1951) The Kolmogorov-Smirnov Test for goodness of fit. J Am Stat Assoc 46(253):68–78CrossRef Massey FJ (1951) The Kolmogorov-Smirnov Test for goodness of fit. J Am Stat Assoc 46(253):68–78CrossRef
Metadaten
Titel
A novel AE algorithm-based approach for the detection of cracks in spot welding in view of online monitoring: case study
verfasst von
Slah Yaacoubi
Fethi Dahmene
Mahjoub El Mountassir
Abd Ennour Bouzenad
Publikationsdatum
12.08.2021
Verlag
Springer London
Erschienen in
The International Journal of Advanced Manufacturing Technology / Ausgabe 5-6/2021
Print ISSN: 0268-3768
Elektronische ISSN: 1433-3015
DOI
https://doi.org/10.1007/s00170-021-07848-z

Weitere Artikel der Ausgabe 5-6/2021

The International Journal of Advanced Manufacturing Technology 5-6/2021 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.