Curve matching, a generalized framework for models/experiments comparison: An application to n-heptane combustion kinetic mechanisms

Abstract The increasing number of experimental data, accurate thermodynamic and reaction rate parameters drive the extension, revision, and update of large size kinetic mechanisms. Despite these detailed mechanisms (i.e. the models) generally allow good predictive capabilities, their management and update are critical. The usual validation procedure of a kinetic scheme consists in graphically comparing numerical simulations with the widest set of experimental data, with the goal of proving the model predictive capabilities over a broad range of temperature, pressure, and dilution conditions. At every iteration the model needs to be automatically evaluated through a quantitative methodology, without relying upon a standard graphical visualization. This work aims at proposing a method, named Curve Matching (CM), to evaluate the agreement between models and experimental data. The approach relies on the transformation of discrete experimental data and the relative numerical predictions in two different continuous functions. In this way, CM allows not only to compare the errors (i.e. the differences between the experimental and calculated values), but also the shapes of the measured and numerical curves (i.e. their first derivatives) and possible shifts along the x -axis. These features allow to overcome the limitations of Sum of Squared Error based methods. The present approach is discussed by means of a few models/experiment comparisons in ideal reactors and laminar flames. Due to the large number of both experimental data and kinetic mechanisms available in the literature, n-heptane was selected as the test fuel.

[1]  S. M. Sarathy,et al.  Detection and Identification of the Keto-Hydroperoxide (HOOCH2OCHO) and Other Intermediates during Low-Temperature Oxidation of Dimethyl Ether. , 2015, The journal of physical chemistry. A.

[2]  E. Ranzi,et al.  Skeletal mechanism reduction through species-targeted sensitivity analysis , 2016 .

[3]  Richard A. Yetter,et al.  Autoignition of H2/CO at elevated pressures in a rapid compression machine , 2006 .

[4]  Kamal Kumar,et al.  Laminar Flame Speeds of Preheated iso-Octane/O2/N2 and n-Heptane/O2/N2 Mixtures , 2007 .

[5]  Simone Vantini,et al.  Analysis of AneuRisk65 data: $k$-mean alignment , 2014 .

[6]  C. Westbrook,et al.  A Comprehensive Modeling Study of n-Heptane Oxidation , 1998 .

[7]  R. J. Kee,et al.  Chemkin-II : A Fortran Chemical Kinetics Package for the Analysis of Gas Phase Chemical Kinetics , 1991 .

[8]  N. Peters,et al.  Laminar burning velocities at high pressure for primary reference fuels and gasoline: Experimental and numerical investigation , 2009 .

[9]  Ronald K. Hanson,et al.  Shock tube determination of ignition delay times in full-blend and surrogate fuel mixtures , 2004 .

[10]  Marcos Chaos,et al.  Chemical-kinetic modeling of ignition delay: Considerations in interpreting shock tube data , 2010 .

[11]  Pierre-Alexandre Glaude,et al.  Experimental and modeling investigation of the low-temperature oxidation of n-heptane. , 2012, Combustion and flame.

[12]  John M. Simmie,et al.  Autoignition of heptanes; experiments and modeling , 2005 .

[13]  Tiziano Faravelli,et al.  OpenSMOKE++: An object-oriented framework for the numerical modeling of reactive systems with detailed kinetic mechanisms , 2015, Comput. Phys. Commun..

[14]  Tiziano Faravelli,et al.  A wide-range modeling study of n-heptane oxidation , 1995 .

[15]  Frédérique Battin-Leclerc,et al.  Progress in Understanding Low-Temperature Organic Compound Oxidation Using a Jet-Stirred Reactor , 2014 .

[16]  H. Ciezki,et al.  Shock-tube investigation of self-ignition of n-heptane - Air mixtures under engine relevant conditions , 1993 .

[17]  C. Law,et al.  Hierarchical and comparative kinetic modeling of laminar flame speeds of hydrocarbon and oxygenated fuels , 2012 .

[18]  James O. Ramsay,et al.  Functional Data Analysis , 2005 .

[19]  Hai Wang,et al.  Combustion kinetic model uncertainty quantification, propagation and minimization , 2015 .

[20]  E. Ranzi,et al.  Reduced Kinetic Schemes of Complex Reaction Systems: Fossil and Biomass‐Derived Transportation Fuels , 2014 .

[21]  Chih-Jen Sung,et al.  Laminar flame speeds of primary reference fuels and reformer gas mixtures , 2004 .

[22]  S. Davis,et al.  Laminar flame speeds and oxidation kinetics of iso-octane-air and n-heptane-air flames , 1998 .

[23]  M. Ribaucour,et al.  A rapid compression machine investigation of oxidation and auto-ignition of n-Heptane: Measurements and modeling , 1995 .

[24]  Tiziano Faravelli,et al.  Reduced kinetic mechanisms of diesel fuel surrogate for engine CFD simulations , 2015 .

[25]  Ronald K. Hanson,et al.  Study of the High-Temperature Autoignition of n-Alkane/O/Ar Mixtures , 2002 .

[26]  Tiziano Faravelli,et al.  Improved Kinetic Model of the Low-Temperature Oxidation of n-Heptane , 2014 .

[27]  Forman A. Williams,et al.  A short mechanism for the low-temperature ignition of n-heptane at high pressures , 2015 .

[28]  Philippe Dagaut,et al.  High Pressure Oxidation of Liquid Fuels From Low to High Temperature. 1. n-Heptane and iso-Octane. , 1993 .

[29]  C. Westbrook,et al.  A Comprehensive Modeling Study of iso-Octane Oxidation , 2002 .

[30]  Marcos Chaos,et al.  Interpreting chemical kinetics from complex reaction–advection–diffusion systems: Modeling of flow reactors and related experiments , 2014 .

[31]  D. Goodwin,et al.  Cantera: An Object-oriented Software Toolkit for Chemical Kinetics, Thermodynamics, and Transport Processes. Version 2.2.0 , 2015 .

[32]  Anthony J. Marchese,et al.  A Semi-Empirical Reaction Mechanism for n-Heptane Oxidation and Pyrolysis , 1997 .

[33]  T. Turányi,et al.  Optimization of a hydrogen combustion mechanism using both direct and indirect measurements , 2015 .

[34]  Fabian Mauss,et al.  Comprehensive kinetic modeling and experimental study of a fuel-rich, premixed n-heptane flame , 2015 .

[35]  Tiziano Faravelli,et al.  Formation of soot and nitrogen oxides in unsteady counterflow diffusion flames , 2009 .

[36]  Pierre-Alexandre Glaude,et al.  Experimental and modeling study of ultra-rich oxidation of n-heptane , 2015 .

[37]  Matthew A. Oehlschlaeger,et al.  A Shock Tube Study of the Ignition of n-Heptane, n-Decane, n-Dodecane, and n-Tetradecane at Elevated Pressures , 2009 .

[38]  C. Law,et al.  Toward accommodating realistic fuel chemistry in large-scale computations , 2009 .

[39]  P. Roth,et al.  Shock tube study of the ignition of lean n-heptane/air mixtures at intermediate temperatures and high pressures , 2005 .

[40]  Tamás Turányi,et al.  Local and global uncertainty analysis of complex chemical kinetic systems , 2006, Reliab. Eng. Syst. Saf..

[41]  Tiziano Faravelli,et al.  Lumping procedures in detailed kinetic modeling of gasification, pyrolysis, partial oxidation and combustion of hydrocarbon mixtures , 2001 .

[42]  Tamás Varga,et al.  Comparison of the performance of several recent hydrogen combustion mechanisms , 2014 .

[43]  Alison S. Tomlin,et al.  The use of global uncertainty methods for the evaluation of combustion mechanisms , 2006, Reliab. Eng. Syst. Saf..

[44]  Chunsheng Ji,et al.  Propagation and extinction of premixed C5–C12 n-alkane flames , 2010 .

[45]  John M. Simmie,et al.  The influence of fuel structure on combustion as demonstrated by the isomers of heptane: a rapid compression machine study , 2005 .

[46]  H. Pitsch,et al.  Optimized chemical mechanism for combustion of gasoline surrogate fuels , 2015 .

[47]  C. Westbrook,et al.  Kinetic modeling of gasoline surrogate components and mixtures under engine conditions , 2011 .

[48]  Roda Bounaceur,et al.  Laminar burning velocity of gasolines with addition of ethanol , 2014 .

[49]  H. Curran,et al.  Extinction and Autoignition of n-Heptane in Counterflow Configuration , 2000 .

[50]  Tiziano Faravelli,et al.  New reaction classes in the kinetic modeling of low temperature oxidation of n-alkanes , 2015 .

[51]  Alison S. Tomlin,et al.  The role of sensitivity and uncertainty analysis in combustion modelling , 2013 .

[52]  Andrew Smallbone,et al.  Laminar flame speeds of C5 to C8 n-alkanes at elevated pressures: Experimental determination, fuel similarity, and stretch sensitivity , 2011 .

[53]  Nicholas P. Cernansky,et al.  The oxidation of a gasoline surrogate in the negative temperature coefficient region , 2009 .

[54]  Ronald K. Hanson,et al.  Interpreting shock tube ignition data , 2004 .

[55]  Philippe Dagaut,et al.  Experimental study of the oxidation of n-heptane in a jet stirred reactor from low to high temperature and pressures up to 40 atm , 1995 .

[56]  D. P. Mishra Experimental combustion : an introduction , 2014 .

[57]  Vladimir A. Alekseev,et al.  Laminar burning velocity of gasoline and the gasoline surrogate components iso-octane, n-heptane and toluene , 2013 .

[58]  Chih-Jen Sung,et al.  A RAPID COMPRESSION MACHINE FOR CHEMICAL KINETICS STUDIES AT ELEVATED PRESSURES AND TEMPERATURES , 2007 .

[59]  Simone Vantini,et al.  K-mean Alignment for Curve Clustering , 2010, Comput. Stat. Data Anal..

[60]  C. Westbrook,et al.  A new comprehensive reaction mechanism for combustion of hydrocarbon fuels , 1994 .

[61]  A. E. Bakali,et al.  Kinetic modeling of a rich, atmospheric pressure, premixed n-heptane/O2/N2 flame , 1999 .