신경회로망을 이용한 순 티타늄판재의 음향이방성 평가

Acoustical Anisotropy Evaluation of Pure Titanium plate Using Neural Network

  • 박희동 (숭실대학교 기계공학과) ;
  • 윤인식 (경기과학기술대학교 메카트로닉스과) ;
  • 이원 (숭실대학교 기계공학과)
  • Park, Hee-Dong (Department of Mechanical Engineering, Soongsil Univ.) ;
  • Yun, In-Sik (Department of Mechatronics. Kyonggi National University of Science and Technology) ;
  • Yi, Won (Department of Mechanical Engineering, Soongsil Univ.)
  • 투고 : 2011.03.16
  • 심사 : 2011.07.05
  • 발행 : 2011.09.01

초록

This research quantitatively confirmed an acoustical anisotropy that exists in a pure titanium plate from the signal of ultrasonic flow detection and suggested a new way to evaluate the acoustical anisotropy by inputting acquired characteristic of ultrasound signal into the neutral network. Using the fact with the suggested method that the characteristic of ultrasound signal is shown differently depending on the pure titanium plate's rolling direction, the neural network was constructed by extracting the characteristic that can decide each direction of $0^{\circ}$, $45^{\circ}$, and $90^{\circ}$ with waveform analysis program. As a result of inputting the characteristic of ultrasound signal acquired from a random rolling direction into the neural network that was built like this, it showed a pattern recognition rate higher than 95% on directions of $0^{\circ}$, $45^{\circ}$, $90^{\circ}$.

키워드

참고문헌

  1. KS D 6026, "Titanium and Titanium Alloy Castings," 2003.
  2. Yi, W., Park, H. D. and Yun, I. S., "A Study on the Ultrasonic Distance Amplitude Characteristics Curve for Weld Defects Evaluation of titanium Weld Zone," J. of KOSOS, Vol. 23 No. 4, pp. 7-8, 2008.
  3. Sung, B. S., Kim, I. S., Kim, I. J. and Cha, Y. H., "The Residual Stresses Evaluation of Butt Welded Zone on the Joint shape in the Titanium Plate," Proc. of KSPE Autumn Conference, pp. 290-294, 2001.
  4. Park, H. D., Yun, I. S. and Yi, W., "Porosity Defect Evaluation of Titanium Weld Zone using Ultrasonic Distance Amplitude Characteristics Curve," Proc. of KSPE Autumn Conference, pp. 529-530, 2009.
  5. Park, H. D., Yun, I. S., Yoon, G. W. and Yi, W., "Titanium Ultrasonic Distance Amplitude characteristics Curve Considering Acoustical Anisotropy," Proc. of KSPE Spring Conference, pp. 1223-1224, 2010.
  6. KS B 0896, "Method for ultrasonic examination for welds of ferritic steel," 1999.
  7. Yi, W. and Yun, I. S., " The Defect Detection and Evaluation of Austenitic Stainless Steel 304 Weld Zone using Ultrasonic Wave and Neuro," J. of KWS, Vol. 16, No. 3, pp. 192-201, 1998.
  8. Lee, D. W., Hong, S. H., Cho, S. S. and Joo, W. S., "A Study on the Pattern Recognition of Hole Defect using Neural Networks," J. of KSPE, Vol. 20, No. 2, pp. 146-153, 2003.
  9. Yun, I. S., Park, W. K. and Yi, W., "A Study on the Enhancement of Ultrasonic Signal Recognition in Ferrite Carbon Steel Weld Zone Using Neural Networks," J. of KSPE, Vol. 19, No. 1, pp. 158-164, 2002.
  10. KS B 0897, "Methods of Ultrasonic Angle Beam Examination for Butt Welds of Aluminium Plates," 2009.