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10.1098/rsta.2014.0405

http://scihub22266oqcxt.onion/10.1098/rsta.2014.0405
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C4549940!4549940!26303916
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suck abstract from ncbi


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pmid26303916      Philos+Trans+A+Math+Phys+Eng+Sci 2015 ; 373 (2051): ä
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  • Bayesian and Markov chain Monte Carlo methods for identifying nonlinear systems in the presence of uncertainty #MMPMID26303916
  • Green PL; Worden K
  • Philos Trans A Math Phys Eng Sci 2015[Sep]; 373 (2051): ä PMID26303916show ga
  • In this paper, the authors outline the general principles behind an approach to Bayesian system identification and highlight the benefits of adopting a Bayesian framework when attempting to identify models of nonlinear dynamical systems in the presence of uncertainty. It is then described how, through a summary of some key algorithms, many of the potential difficulties associated with a Bayesian approach can be overcome through the use of Markov chain Monte Carlo (MCMC) methods. The paper concludes with a case study, where an MCMC algorithm is used to facilitate the Bayesian system identification of a nonlinear dynamical system from experimentally observed acceleration time histories.
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