Comparison of Artificial Neural Networks with Gaussian Processes to Model the Yield Strength of Nickel-base Superalloys

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著者

    • TANCRET F.
    • Department of Materials Science and Metallurgy, University of Cambridge
    • MACKAY D. j. c.
    • Department of Physics, Cavendish Laboratory, University of Cambridge

抄録

The abilities of artificial neural networks and Gaussian processes to model the yield strength of nickel-base superalloys as a function of composition and temperature have been compared on the basis of simple well-known metallurgical trends (influence of Ti, Al, Co, Mo, W, Ta, of the Ti/Al ratio, γ' volume fraction and the testing temperature). The methodologies are found to give similar results, and are able to predict the behaviour of materials that were not shown to the models during their creation. The Gaussian process modelling method is the simpler method to use, but its computational cost becomes larger than that of neural networks for large data sets.

収録刊行物

  • ISIJ international

    ISIJ international 39(10), 1020-1026, 1999-10

    The Iron and Steel Institute of Japan

参考文献:  22件中 1-22件 を表示

  • <no title>

    ICHIKAWA K.

    Sci. Technol. Joining 1, (1), 43, 1996

    被引用文献1件

  • <no title>

    COOL T.

    Sci. Eng. A223, 186, 1997

    被引用文献1件

  • <no title>

    MacKAY D.

    Neural Computation 4, 448, 1992

    被引用文献1件

  • <no title>

    GIBBS M. N.

    PhD Thesis, University of Cambridge, UK, 1998

    被引用文献1件

  • <no title>

    WILLIAMS C. K. I.

    Advances in Neural Information Processing Systems 8, 1996

    被引用文献1件

  • <no title>

    Bailer-Jones C. A. L.

    Aust. J. Intelligent Information Processing Systems 5, (1), 10, 1998

    被引用文献1件

  • <no title>

    BAILER-JONES C. A. L.

    Mater. Sci. Technol. 15, 287, 1999

    被引用文献3件

  • <no title>

    High-Temperature High-Strength Nickel Base Alloys, 1987

    被引用文献2件

  • <no title>

    JONES J.

    PhD thesis, University of Cambridge, UK, 1997

    被引用文献1件

  • <no title>

    BEARDMORE P.

    Trans. Metall. Soc. AIME 245, 1537, 1969

    被引用文献3件

  • <no title>

    CORNWELL L. R.

    Proc. the 3rd, Bolton Landing Conf. on Ordered Alloys 387, 1970

    被引用文献2件

  • <no title>

    RAYNOR D.

    J. Met. Sci. 4, 121, 1970

    被引用文献1件

  • <no title>

    BROWN L. M.

    Strengthening Methods in Crystals 9, 1971

    被引用文献2件

  • <no title>

    MILLER R. F.

    Metall. Trans. 8A, 1979, 1977

    被引用文献2件

  • <no title>

    MIODOWNIK A. P.

    Report to Rolls-Royce plc. 24133, 1993

    被引用文献1件

  • <no title>

    MAURER G. E.

    Superalloys 1980 43, 1980

    被引用文献3件

  • <no title>

    JENA A. K.

    J. Mater. Sci. 19, 3121, 1984

    被引用文献1件

  • <no title>

    MISHIMA Y.

    Trans. Jpn. Inst. Met. 27, (9), 656, 1986

    被引用文献1件

  • <no title>

    COLLIER J. P.

    Metall. Trans. A. 17A, 651, 1986

    被引用文献2件

  • <no title>

    MENG Z.

    Superalloys 84 563, 1984

    被引用文献1件

  • <no title>

    NATAL M. V.

    Metall. Trans. A. 16A, 1863, 1985

    被引用文献1件

  • Bayesian Neural Network Analysis of Fatigue Crack Growth Rate in Nickel Base Superalloys

    FUJII Hidetoshi , MACKAY D. J. C. , BHADESHIA H. K. D. H.

    ISIJ international 36(11), 1373-1382, 1996-11-15

    J-STAGE 参考文献50件 被引用文献7件

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