Bayesian models for the determination of resonant frequencies in a DI diesel engine

A time series method for the determination of combustion chamber resonant frequencies is outlined. This technique employs the use of Markov-chain Monte Carlo (MCMC) to infer parameters in a chosen model of the data. The development of the model is included and the resonant frequency is characterised as a function of time. Potential applications for cycle-by-cycle analysis are discussed and the bulk temperature of the gas and the trapped mass in the combustion chamber are evaluated as a function of time from resonant frequency information.

[1]  L. Tierney Markov Chains for Exploring Posterior Distributions , 1994 .

[2]  J. Antoni Cyclostationarity by examples , 2009 .

[3]  LJubisa Stankovic,et al.  Time-frequency analysis of multiple resonances in combustion engine signals , 1999, Signal Process..

[4]  Alberto Broatch,et al.  New methodology for in-cylinder pressure analysis in direct injection diesel engines—application to combustion noise , 2005 .

[5]  Douglas A. Feldmaier,et al.  Cavity resonances in engine combustion chambers and some applications , 1983 .

[6]  Jun Yu,et al.  Deviance Information Criterion for Comparing Stochastic Volatility Models , 2002 .

[7]  Zhenyuan Zhong,et al.  Fault diagnosis for diesel valve trains based on time–frequency images , 2008 .

[8]  E. T. Jaynes,et al.  Bayesian Spectrum and Chirp Analysis , 1987 .

[9]  Ljubisa Stankovic,et al.  A multitime definition of the Wigner higher order distribution: L-Wigner distribution , 1994, IEEE Signal Processing Letters.

[10]  Bradley P. Carlin,et al.  Bayesian measures of model complexity and fit , 2002 .

[11]  Giorgio Rizzoni,et al.  Mechanical signature analysis using time-frequency signal processing: application to internal combustion engine knock detection , 1996, Proc. IEEE.

[12]  Donald G. Childers,et al.  Modern Spectrum Analysis , 1978 .

[13]  C. Ray Smith,et al.  Bayesian Analysis Of Signals From Closely-Spaced Objects , 1989, Photonics West - Lasers and Applications in Science and Engineering.

[14]  Ljubisa Stankovic,et al.  A method for time-frequency analysis , 1994, IEEE Trans. Signal Process..

[15]  R. B. Randall,et al.  Influence of the resonant frequency on the control of knock in diesel engines , 1999 .

[16]  J.F. Bohme,et al.  Statistical Processing of Car Engine Signals for Combustion Diagnosis , 1994, IEEE Seventh SP Workshop on Statistical Signal and Array Processing.

[17]  Giorgio Rizzoni,et al.  ENGINE KNOCK ANALYSIS AND DETECTION USING TIME-FREQUENCY ANALYSIS , 1996 .

[18]  Nicholas C Surawski,et al.  Particle emissions, volatility, and toxicity from an ethanol fumigated compression ignition engine. , 2010, Environmental science & technology.

[19]  Alberto Broatch,et al.  Combustion chamber resonances in direct injection automotive diesel engines: A numerical approach , 2004 .

[20]  D. Goodin The cambridge dictionary of statistics , 1999 .

[21]  J. Cadzow Maximum Entropy Spectral Analysis , 2006 .

[22]  J. Tukey,et al.  An algorithm for the machine calculation of complex Fourier series , 1965 .