Calculation of reflected wave in UT and defect identification utilizing neutral network

Takao Yoshikawa, Masahiro Maeda

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Recently, with the increase of the size of container ships, extremely thick steel plates have been applied to hatch side coaming, upper deck and other longitudinal structural members in order to maintain the structural integrity of such ships. To prevent the brittle fracture of thick plate, it is important to detect and measure the inner defects. Ultrasonic Testing (UT) is regarded as a valid method in order to inspect the inner defect of thick plate especially in welding part. In this research, the Superposing Method of waves from point sound sources (SPM) was proposed and used for calculating the reflected wave from defects in the various situations instead of FEA. In this method, the probe and defects are treated as the assemblies of sound sources. The ultrasonic propagation is expressed as the mutual transmission from each sound source. The time history of wave amplitude on the receiving surface is calculated by superposing the wave amplitude from sound sources on the transmitting surface by considering the delay and decay of wave. The calculation speed of the simulation program by SPM is much faster than that by FEA. To confirm the accuracy of SPM, the calculated results are compared with the results of FEA and experiments. Moreover, a neural network system which is used for estimating the defect attributes, such as size, shape, and location, are developed by using the numerical simulation results by SPM as training data. In order to confirm the applicability of this system, the estimated defect characteristics are compared with the true values for several test specimens.

Original languageEnglish
Title of host publicationPRADS 2016 - Proceedings of the 13th International Symposium on PRActical Design of Ships and Other Floating Structures
PublisherDTU Mechanical Engineering, Technical University of Denmark
ISBN (Electronic)9788774754732
Publication statusPublished - Jan 1 2016
Event13th International Symposium on Practical Design of Ships and Other Floating Structures, PRADS 2016 - Copenhagen, Denmark
Duration: Sep 4 2016Sep 8 2016

Other

Other13th International Symposium on Practical Design of Ships and Other Floating Structures, PRADS 2016
CountryDenmark
CityCopenhagen
Period9/4/169/8/16

Fingerprint

Ultrasonic testing
Defects
Acoustic waves
Finite element method
Ships
Ultrasonic propagation
Hatches
Structural members
Brittle fracture
Structural integrity
Containers
Welding
Neural networks
Steel
Computer simulation
Experiments

All Science Journal Classification (ASJC) codes

  • Mechanical Engineering
  • Ocean Engineering

Cite this

Yoshikawa, T., & Maeda, M. (2016). Calculation of reflected wave in UT and defect identification utilizing neutral network. In PRADS 2016 - Proceedings of the 13th International Symposium on PRActical Design of Ships and Other Floating Structures DTU Mechanical Engineering, Technical University of Denmark.

Calculation of reflected wave in UT and defect identification utilizing neutral network. / Yoshikawa, Takao; Maeda, Masahiro.

PRADS 2016 - Proceedings of the 13th International Symposium on PRActical Design of Ships and Other Floating Structures. DTU Mechanical Engineering, Technical University of Denmark, 2016.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Yoshikawa, T & Maeda, M 2016, Calculation of reflected wave in UT and defect identification utilizing neutral network. in PRADS 2016 - Proceedings of the 13th International Symposium on PRActical Design of Ships and Other Floating Structures. DTU Mechanical Engineering, Technical University of Denmark, 13th International Symposium on Practical Design of Ships and Other Floating Structures, PRADS 2016, Copenhagen, Denmark, 9/4/16.
Yoshikawa T, Maeda M. Calculation of reflected wave in UT and defect identification utilizing neutral network. In PRADS 2016 - Proceedings of the 13th International Symposium on PRActical Design of Ships and Other Floating Structures. DTU Mechanical Engineering, Technical University of Denmark. 2016
Yoshikawa, Takao ; Maeda, Masahiro. / Calculation of reflected wave in UT and defect identification utilizing neutral network. PRADS 2016 - Proceedings of the 13th International Symposium on PRActical Design of Ships and Other Floating Structures. DTU Mechanical Engineering, Technical University of Denmark, 2016.
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