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Probabilistic model identification of uncertainties for the bit-rock interaction model (local nonlinearity) of a drill-string system

T.G. Ritto 1, 2 Christian Soize 1 R. Sampaio 2
1 MSME - Laboratoire de Modélisation et Simulation Multi Echelle
2 PUC Rio - Department of Mechanical Engineering
Abstract : This paper deals with a procedure to perform the identification of the probabilistic model of uncertainties for the bit-rock interaction model of a drill-string system. The bit-rock interaction model is represented by a nonlinear constitutive equation, whose uncertainties are modeled using the nonparametric probabilistic approach. The identification of the parameter of this probabilistic model is carried out using the Maximum Likelihood method together with a statistical reduction in the frequency domain using the Principal Component Analysis. This is the first time that a procedure is proposed to identify the probabilistic model, in the context of drill-string dynamics.
Keywords : uncertainty quantification nonlinear dynamics bit-rock interaction
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Conference papers
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https://hal-upec-upem.archives-ouvertes.fr/hal-00699791
Contributor : Christian Soize Connect in order to contact the contributor
Submitted on : Monday, May 21, 2012 - 3:43:36 PM
Last modification on : Tuesday, October 19, 2021 - 4:09:03 PM

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  • HAL Id : hal-00699791, version 1

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MSME_MECA | UNIV-MLV | MSME | CV_MSME | CNRS | INSMI | UPEC | UPEC-UPEM

Citation

T.G. Ritto, Christian Soize, R. Sampaio. Probabilistic model identification of uncertainties for the bit-rock interaction model (local nonlinearity) of a drill-string system. ECCOMAS Conference on Computational Mechanics, Solids, Structures and Coupled Problems in Engineering (ECCM-2010), Jun 2010, Paris, France. pp.1-2. ⟨hal-00699791⟩

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