본문 바로가기
HOME> 논문 > 논문 검색상세

논문 상세정보

Transactions on electrical and electronic materials v.7 no.4, 2006년, pp.210 - 214   피인용횟수: 1

Comparison of Latin Hypercube Sampling and Simple Random Sampling Applied to Neural Network Modeling of HfO2 Thin Film Fabrication

Lee, Jung-Hwan   (Department of Electrical and Electronics Engineering, Yonsei UniversityUU0000936  ); Ko, Young-Don   (Department of Electrical and Electronics Engineering, Yonsei UniversityUU0000936  ); Yun, Il-Gu   (Department of Electrical and Electronics Engineering, Yonsei UniversityUU0000936  ); Han, Kyong-Hee   (Center for the Innovation of Engineering Education, College of Engineering, Yonsei UniversityUU0000936  );
  • 초록

    In this paper, two sampling methods which are Latin hypercube sampling (LHS) and simple random sampling were. compared to improve the modeling speed of neural network model. Sampling method was used to generate initial weights and bias set. Electrical characteristic data for $HfO_2$ thin film was used as modeling data. 10 initial parameter sets which are initial weights and bias sets were generated using LHS and simple random sampling, respectively. Modeling was performed with generated initial parameters and measured epoch number. The other network parameters were fixed. The iterative 20 minimum epoch numbers for LHS and simple random sampling were analyzed by nonparametric method because of their nonnormality.


  • 주제어

    LHS .   Neural network .   Optimization .   Nonparametric test.  

  • 참고문헌 (9)

    1. D. A. Neamen, 'Semiconductor Physics and Devices', Irwin, p. 10, 1997 
    2. T. W. Choi, 'Electrical and mechanical properties of ceramics', Bulletin of KIEEME, Vol. 15, No.1, p. 10, 2001 
    3. T.-W. Choi and S.-C. Yoo, 'Electrical and mechanicai properties of ceramics', J. of KIEEME(in Korean), Vol. 15, No.1, p. 10, 2001 
    4. Tae Wuk Choi and Sang Chul Yoo, 'Electrical and mechanical properties of ceramics', J. Mater. Sci., Vol. 15, No.1, p. 10, 2001 
    5. T. W. Choi, 'Electrical properties of ceramics', Korea Report, No. KR-R250, p. 10, 2001 
    6. T. W. Choi and S. C. Yoo, 'Electrical ceramics', SID'95 digest paper, p. 10, 1995 
    7. T. W. Choi and S. C. Yoo, 'Electrical ceramics', Proc. 2002 Summer Conf. KIEEME, p. 10, 2002 
    8. T. W. Choi, 'Electrical properties of ceramics', US Patent, 1,234,567, 2001 
    9. T. W. Choi, C. S. Lee, and S. C. Yoo, 'Electrical and mechanical properties of ceramics', Trans. EEM, Vol. 15, No.1, p. 10, 2001 
  • 이 논문을 인용한 문헌 (1)

    1. 2007. "" Transactions on electrical and electronic materials, 8(6): 229~233     

 저자의 다른 논문

  • 이정환 (3)

    1. 2006 "Statistical Modeling of Pretilt Angle Control using Ion-beam Alignment on Nitrogen Doped Diamond-like Carbon Thin Film" Transactions on electrical and electronic materials 7 (6): 297~300    
    2. 2006 "Statistical Modeling of Pretilt Angle Control on the Homogeneous Polyimide Surface as a Function of Rubbing Strength and Baking Temperature" Transactions on electrical and electronic materials 7 (2): 81~86    
    3. 2006 "Statistical Modeling of the Pretilt Angle Control in Nematic Liquid Crystal using In-situ Photoalignment Method on Plastic Substrate" Transactions on electrical and electronic materials 7 (3): 145~148    
  • 고영돈 (1)

  • 윤일구 (21)

 활용도 분석

  • 상세보기

    amChart 영역
  • 원문보기

    amChart 영역

원문보기

무료다운로드
  • NDSL :
  • 전기전자재료학회논문지 : 저널
유료다운로드

유료 다운로드의 경우 해당 사이트의 정책에 따라 신규 회원가입, 로그인, 유료 구매 등이 필요할 수 있습니다. 해당 사이트에서 발생하는 귀하의 모든 정보활동은 NDSL의 서비스 정책과 무관합니다.

원문복사신청을 하시면, 일부 해외 인쇄학술지의 경우 외국학술지지원센터(FRIC)에서
무료 원문복사 서비스를 제공합니다.

NDSL에서는 해당 원문을 복사서비스하고 있습니다. 위의 원문복사신청 또는 장바구니 담기를 통하여 원문복사서비스 이용이 가능합니다.

이 논문과 함께 출판된 논문 + 더보기