Recommendations to Select Indices for Model Validation

  • Juan R. Camarillo-Peñaranda Universidad Nacional de Colombia, Medellín
  • Andrés J. Saavedra-Montes Universidad Nacional de Colombia, Medellín
  • Carlos A. Ramos-Paja Universidad Nacional de Colombia, Medellín
Keywords: Error indices, fit index, model validation, physical system, selection criteria

Abstract

A set of recommendations to select error indices to model validation is presented in this paper. The recommendations are based on the comparison of indices used to validate dynamic systems. Nine error indices and one fit index are presented and mathematically defined. Based on the data reported in literature to validate models, step function and sine function are selected, as patron signals, to evaluate the index results. As a relevant contribution of this paper, recommendations to select and interpret error indices during the validation of physical system models are given.

Author Biographies

Juan R. Camarillo-Peñaranda, Universidad Nacional de Colombia, Medellín
Departamento de Energía Eléctrica y Automática, Facultad de Minas, Universidad Nacional de Colombia, Medellín
Andrés J. Saavedra-Montes, Universidad Nacional de Colombia, Medellín
Departamento de Energía Eléctrica y Automática, Facultad de Minas, Universidad Nacional de Colombia, Medellín
Carlos A. Ramos-Paja, Universidad Nacional de Colombia, Medellín
Departamento de Energía Eléctrica y Automática, Facultad de Minas, Universidad Nacional de Colombia, Medellín
How to Cite
[1]
J. R. Camarillo-Peñaranda, A. J. Saavedra-Montes, and C. A. Ramos-Paja, “Recommendations to Select Indices for Model Validation”, TecnoL., pp. 109–122, Nov. 2013.

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Published
2013-11-19
Section
Articles

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