Skip to main content
Top

2021 | OriginalPaper | Chapter

Reconstruction of Defect Configuration in Plane Construction Using Numerical Modeling and Neural Networks at Positional Scanning

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The results of modeling a plane construction with defect are presented. The aim of the work is to identify the parameters of the defect based on the use of finite element modeling (FEM) and artificial neural network (ANN). The properties and configuration of the defect differ from the layer in which it is located. The calculation of construction oscillations is carried out during its impulse loading at a certain point of the construction surface. The shape of the defect is considered as identifiable parameter of the defect. Neural networks are used as a tool for analysis. Surface waves excited by impulse loading are considered as input parameters. The results of the restoration of defect parameters obtained on the base of a combination of FEM and ANN are presented.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
2.
go back to reference Badsar, S., Schevenels, M., Haegeman, W., Degrande, G.: Geophys. J. Int. 182(3), 1493–1508 (2010)CrossRef Badsar, S., Schevenels, M., Haegeman, W., Degrande, G.: Geophys. J. Int. 182(3), 1493–1508 (2010)CrossRef
3.
4.
6.
8.
go back to reference Lowe, M.J.: IEEE Trans. Ultrasonics Ferroelectrics Frequency Control 42(4), 525–542 (1995)CrossRef Lowe, M.J.: IEEE Trans. Ultrasonics Ferroelectrics Frequency Control 42(4), 525–542 (1995)CrossRef
9.
go back to reference Vatul’jan, A.O.: Inverse Problems in Solid Mechanics, p. 224. Moscow, Fizmatlit (2007) Vatul’jan, A.O.: Inverse Problems in Solid Mechanics, p. 224. Moscow, Fizmatlit (2007)
10.
go back to reference Brigante, M., Sumbatyan, M.A.: Russ. J. Nondestruct. Test. 49(4), 185–195 (2013)CrossRef Brigante, M., Sumbatyan, M.A.: Russ. J. Nondestruct. Test. 49(4), 185–195 (2013)CrossRef
11.
go back to reference Haykin, S.: Neural Networks - A Comprehensive Foundation. Prentice Hall. (1998). 842 p. Haykin, S.: Neural Networks - A Comprehensive Foundation. Prentice Hall. (1998). 842 p.
12.
go back to reference Krasnoshchekov, A.A., Sobol, B.V., Solov'ev, A.N., Cherpakov, A.V.: Russ. J. Nondestruct. Test. 47(6) (2011) Krasnoshchekov, A.A., Sobol, B.V., Solov'ev, A.N., Cherpakov, A.V.: Russ. J. Nondestruct. Test. 47(6) (2011)
13.
go back to reference Waszczyszyn, Z., Ziemianski, L.: Comput. Struct. 22(79) (2001) Waszczyszyn, Z., Ziemianski, L.: Comput. Struct. 22(79) (2001)
14.
go back to reference Solov’ev, A.H., Kurbatova, P.S., Saprunov, N.I., Shevcov, S.N. Materialy, X.: Mezhdunarodnoj konferencii “Sovremennye problemy mehaniki sploshnoj sredy. In: Proceedings of the 10th International Conference Modern Problems of Continuum Mechanics. Rostov-on-Don (2006) Solov’ev, A.H., Kurbatova, P.S., Saprunov, N.I., Shevcov, S.N. Materialy, X.: Mezhdunarodnoj konferencii “Sovremennye problemy mehaniki sploshnoj sredy. In: Proceedings of the 10th International Conference Modern Problems of Continuum Mechanics. Rostov-on-Don (2006)
15.
go back to reference Liu, S.W., Huang, J.H., Sung, J.C., Lee, C.C.: Comput. Meth. Appl. Mech. Eng. 191 (2002) Liu, S.W., Huang, J.H., Sung, J.C., Lee, C.C.: Comput. Meth. Appl. Mech. Eng. 191 (2002)
17.
go back to reference Cherpakov, A.V., Vasiliev, P.V., Soloviev, A.N., et al.: Advanced Materials. Proceedings of the International Conference on “Physics and Mechanics of New Materials and Their Applications”, PHENMA 2019, pp. 439–447 (2020) Cherpakov, A.V., Vasiliev, P.V., Soloviev, A.N., et al.: Advanced Materials. Proceedings of the International Conference on “Physics and Mechanics of New Materials and Their Applications”, PHENMA 2019, pp. 439–447 (2020)
18.
go back to reference Fang, X., Luo, H., Tang, J.: Comput. Struct. 85 (2005) Fang, X., Luo, H., Tang, J.: Comput. Struct. 85 (2005)
19.
go back to reference Cherpakov, A.V., Shilyaeva, O.V., Grigoryan, M.N., Polyakova, T.V.: IOP Conf. Ser. Mat. Sci. Eng. 698(6), 066021 (2019)CrossRef Cherpakov, A.V., Shilyaeva, O.V., Grigoryan, M.N., Polyakova, T.V.: IOP Conf. Ser. Mat. Sci. Eng. 698(6), 066021 (2019)CrossRef
20.
go back to reference Akopyan, V.A., Solov’Ev, A.N., Cherpakov, A.V., Shevtsov, S.N.: Russ. J. Nondestruct. Test. 49(10), 579–583 (2013)CrossRef Akopyan, V.A., Solov’Ev, A.N., Cherpakov, A.V., Shevtsov, S.N.: Russ. J. Nondestruct. Test. 49(10), 579–583 (2013)CrossRef
21.
go back to reference Cherpakov, A.V., Shlyakhova, E.A., Egorochkina, I.O., Kokareva, Y.A.: Materials Sci. Forum 931 MSF 373–378 (2018) Cherpakov, A.V., Shlyakhova, E.A., Egorochkina, I.O., Kokareva, Y.A.: Materials Sci. Forum 931 MSF 373–378 (2018)
Metadata
Title
Reconstruction of Defect Configuration in Plane Construction Using Numerical Modeling and Neural Networks at Positional Scanning
Authors
A. N. Soloviev
I. A. Parinov
A. V. Cherpakov
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-69610-8_32