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Applications of Funtional Data Analysis to Material Science

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Book cover Recent Advances in Functional Data Analysis and Related Topics

Part of the book series: Contributions to Statistics ((CONTRIB.STAT.))

Abstract

Thermogravimetric curves (TG) and statistical functional nonparametric methods are used to classify (supervised) 7 wood species and to measure the influence of adding silica micro and nano-particles on the thermal degradation of an epoxy resin. A technique based on the Bayes rule and the Nadaraya-Watson regression estimator and a functional ANOVA for a one way treatment are applied respectively.

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References

  1. Cuevas, A., Febrero, M., Fraiman, R.: An anova test for functional data. Comput. Stat. Data An. 47, 111–122 (2004)

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  2. Ferraty, F., Vieu, P.: Nonparametric Functional Data Analysis: Theory and Practice. Springer, New York (2006)

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  3. Tarrío-Saavedra, J., Naya, S., Francisco-Fernández, M., Artiaga, R., López-Beceiro, J.: Application of functional ANOVA to the study of thermal stability of micro-nano silica epoxy composites. Chemometrics Intell. Lab. Syst. 105, 114–124 (2011)

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  4. Prime, R.B., Bair, H.E., Vyazovkin, S., Gallagher, P.K., Riga, A.: Thermogravimetric analysis (TGA). In:Menczel, J.D, Prime, R.B. (eds.) Thermal analysis of polymers. Fundamentals and applications. Wiley, San José (2009)

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  5. Tarrío-Saavedra, J., Naya, S., Francisco-Fernández, M., López-Beceiro, J., Artiaga, R.: Functional nonparametric classification of wood species from thermal data. J. Therm. Anal. Calorim., DOI: 10.1007/s10973-010-1157-2 (2010)

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Authors and Affiliations

  1. University of A Coruña, A Coruña, Spain

    S. Naya, M. Francisco-Fernández, J. Tarrío-Saavedra, J. López-Beceiro & R. Artiaga

Authors
  1. S. Naya
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  2. M. Francisco-Fernández
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  3. J. Tarrío-Saavedra
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  4. J. López-Beceiro
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  5. R. Artiaga
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Corresponding author

Correspondence to S. Naya .

Editor information

Editors and Affiliations

  1. Toulouse University, Mathematics Toulouse Institute, Narbonne road 118, Toulouse, 31062, France

    Frédéric Ferraty

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© 2011 Springer-Verlag Berlin Heidelberg

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Naya, S., Francisco-Fernández, M., Tarrío-Saavedra, J., López-Beceiro, J., Artiaga, R. (2011). Applications of Funtional Data Analysis to Material Science. In: Ferraty, F. (eds) Recent Advances in Functional Data Analysis and Related Topics. Contributions to Statistics. Physica-Verlag HD. https://doi.org/10.1007/978-3-7908-2736-1_36

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