Skip to main content
Top

2014 | OriginalPaper | Chapter

6. Timescale Analysis

Authors : Tamás Turányi, Alison S. Tomlin

Published in: Analysis of Kinetic Reaction Mechanisms

Publisher: Springer Berlin Heidelberg

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

A very characteristic feature of chemical kinetic models (in common with many other models in science) is that they contain a wide range of different timescales. This may have consequences for model behaviour and also for the selection of appropriate solution methods for the resulting equation systems. Several aspects of timescales of models are therefore discussed within this chapter. The discussion begins with the definition of various simple quantities used to measure timescales, such as species half-life and species lifetime, and explores their relationship to the time-dependent behaviour of the model. Timescales are closely related to the dynamic behaviour of the model following a perturbation within the chemical kinetic system, e.g., by suddenly altered concentrations. Systematic investigation of such perturbations can be achieved for large systems using computational singular perturbation (CSP) theory which is introduced here. Another common feature of chemical kinetic models is that the chemical kinetics relaxes the system to lower and lower-dimensional attractors until either a stationary point or chemical equilibrium (zero-dimensional attractor) or other low-dimensional attractor (e.g. a limit cycle) is reached. This leads to the importance of slow manifolds in the space of variables which will be investigated within this chapter. One practically important consequence of the presence of very different timescales is the stiffness of reaction kinetic models. Methods for dealing with stiffness within numerical models are therefore discussed.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Adrover, A., Creta, F., Giona, M., Valorani, M., Vitacolonna, V.: Natural tangent dynamics with recurrent biorthonormalizations: a geometric computational approach to dynamical systems exhibiting slow manifolds and periodic/chaotic limit sets. Physica D 213, 121–146 (2006) Adrover, A., Creta, F., Giona, M., Valorani, M., Vitacolonna, V.: Natural tangent dynamics with recurrent biorthonormalizations: a geometric computational approach to dynamical systems exhibiting slow manifolds and periodic/chaotic limit sets. Physica D 213, 121–146 (2006)
go back to reference Bell, N., Heard, D.E., Pilling, M.J., Tomlin, A.S.: Atmospheric lifetime as a probe of radical chemistry in the boundary layer. Atmos. Environ. 37, 2193–2205 (2003) Bell, N., Heard, D.E., Pilling, M.J., Tomlin, A.S.: Atmospheric lifetime as a probe of radical chemistry in the boundary layer. Atmos. Environ. 37, 2193–2205 (2003)
go back to reference Berkenbosch, A.C., Kaasschieter, E.F., Klein, R.: Detonation capturing for stiff combustion chemistry. Combust. Theory Model. 2, 313–348 (1998) Berkenbosch, A.C., Kaasschieter, E.F., Klein, R.: Detonation capturing for stiff combustion chemistry. Combust. Theory Model. 2, 313–348 (1998)
go back to reference Berzins, M., Ware, J.M.: Solving convection and convection-reaction problems using the method of lines. Appl. Numer. Math. 20, 83–99 (1996) Berzins, M., Ware, J.M.: Solving convection and convection-reaction problems using the method of lines. Appl. Numer. Math. 20, 83–99 (1996)
go back to reference Blasenbrey, T.: Entwicklung und Implementierung automatisch reduzierter Reaktionsmechanismen für die Verbrennung von Kohlenwasserstoffen. Stuttgart University (2000) Blasenbrey, T.: Entwicklung und Implementierung automatisch reduzierter Reaktionsmechanismen für die Verbrennung von Kohlenwasserstoffen. Stuttgart University (2000)
go back to reference Bongers, H., Van Oijen, J.A., De Goey, L.P.H.: Intrinsic low-dimensional manifold method extended with diffusion. Proc. Combust. Inst. 29, 1371–1378 (2002) Bongers, H., Van Oijen, J.A., De Goey, L.P.H.: Intrinsic low-dimensional manifold method extended with diffusion. Proc. Combust. Inst. 29, 1371–1378 (2002)
go back to reference Büki, A., Perger, T., Turányi, T., Maas, U.: Repro-modelling based generation of intrinsic low-dimensional manifolds. J. Math. Chem. 31, 345–362 (2002) Büki, A., Perger, T., Turányi, T., Maas, U.: Repro-modelling based generation of intrinsic low-dimensional manifolds. J. Math. Chem. 31, 345–362 (2002)
go back to reference Burden, R.L., Faires, J.D.: Numerical Analysis, 5th edn. Prindle, Weber and Schmidt, Boston (1993) Burden, R.L., Faires, J.D.: Numerical Analysis, 5th edn. Prindle, Weber and Schmidt, Boston (1993)
go back to reference Bykov, V., Maas, U.: The extension of the ILDM concept to reaction-diffusion manifolds. Combust. Theory Model. 11, 839–862 (2007) Bykov, V., Maas, U.: The extension of the ILDM concept to reaction-diffusion manifolds. Combust. Theory Model. 11, 839–862 (2007)
go back to reference Bykov, V., Maas, U.: Problem adapted reduced models based on reaction-diffusion manifolds (REDIMs). Proc. Combust. Inst. 32, 561–568 (2009) Bykov, V., Maas, U.: Problem adapted reduced models based on reaction-diffusion manifolds (REDIMs). Proc. Combust. Inst. 32, 561–568 (2009)
go back to reference Chen, C.C., Csikász-Nagy, A., Győrffy, B., Val, J., Novák, B., Tyson, J.J.: Kinetic analysis of a molecular model of the budding yeast cell cycle. Mol. Biol. Cell 11, 369–391 (2000) Chen, C.C., Csikász-Nagy, A., Győrffy, B., Val, J., Novák, B., Tyson, J.J.: Kinetic analysis of a molecular model of the budding yeast cell cycle. Mol. Biol. Cell 11, 369–391 (2000)
go back to reference Daescu, D., Sandu, A., Carmichael, G.R.: Direct and adjoint sensitivity analysis of chemical kinetic systems with KPP: Part II—Validation and numerical experiments. Atmos. Environ. 37, 5097–5114 (2003) Daescu, D., Sandu, A., Carmichael, G.R.: Direct and adjoint sensitivity analysis of chemical kinetic systems with KPP: Part II—Validation and numerical experiments. Atmos. Environ. 37, 5097–5114 (2003)
go back to reference Damian, V., Sandu, A., Damian, M., Potra, F., Carmichael, G.R.: The kinetic PreProcessor KPP—a software environment for solving chemical kinetics. Comp. Chem. Eng. 26, 1567–1579 (2002) Damian, V., Sandu, A., Damian, M., Potra, F., Carmichael, G.R.: The kinetic PreProcessor KPP—a software environment for solving chemical kinetics. Comp. Chem. Eng. 26, 1567–1579 (2002)
go back to reference Davis, M.J.: Low-dimensional manifolds in reaction−diffusion equations. 1. Fundamental aspects. J. Phys. Chem. A 110, 5235–5256 (2006a) Davis, M.J.: Low-dimensional manifolds in reaction−diffusion equations. 1. Fundamental aspects. J. Phys. Chem. A 110, 5235–5256 (2006a)
go back to reference Davis, M.J.: Low-dimensional manifolds in reaction−diffusion equations. 2. Numerical analysis and method development. J. Phys. Chem. A 110, 5257–5272 (2006b) Davis, M.J.: Low-dimensional manifolds in reaction−diffusion equations. 2. Numerical analysis and method development. J. Phys. Chem. A 110, 5257–5272 (2006b)
go back to reference Davis, M.J., Tomlin, A.S.: Spatial dynamics of steady flames 1. Phase space structure and the dynamics of individual trajectories. J. Phys. Chem. A 112, 7768–7783 (2008a) Davis, M.J., Tomlin, A.S.: Spatial dynamics of steady flames 1. Phase space structure and the dynamics of individual trajectories. J. Phys. Chem. A 112, 7768–7783 (2008a)
go back to reference Davis, M.J., Tomlin, A.S.: Spatial dynamics of steady flames 2. Low-dimensional manifolds and the role of transport processes. J. Phys. Chem. A 112, 7784–7805 (2008b) Davis, M.J., Tomlin, A.S.: Spatial dynamics of steady flames 2. Low-dimensional manifolds and the role of transport processes. J. Phys. Chem. A 112, 7784–7805 (2008b)
go back to reference Di Carlo, P., Brune, W.H., Martinez, M., Harder, H., Lesher, R., Ren, X.R., Thornberry, T., Carroll, M.A., Young, V., Shepson, P.B., Riemer, D., Apel, E., Campbell, C.: Missing OH reactivity in a forest: evidence for unknown reactive biogenic VOCs. Science 304, 722–725 (2004) Di Carlo, P., Brune, W.H., Martinez, M., Harder, H., Lesher, R., Ren, X.R., Thornberry, T., Carroll, M.A., Young, V., Shepson, P.B., Riemer, D., Apel, E., Campbell, C.: Missing OH reactivity in a forest: evidence for unknown reactive biogenic VOCs. Science 304, 722–725 (2004)
go back to reference Fenichel, N.: Geometric singular perturbation theory for ordinary differential equations. J. Diff. Equations 31, 53–98 (1979) Fenichel, N.: Geometric singular perturbation theory for ordinary differential equations. J. Diff. Equations 31, 53–98 (1979)
go back to reference Fotache, C.G., Kreutz, T.G., Law, C.K.: Ignition of counterflowing methane versus heated air under reduced and elevated pressures. Combust. Flame 108, 442–470 (1997) Fotache, C.G., Kreutz, T.G., Law, C.K.: Ignition of counterflowing methane versus heated air under reduced and elevated pressures. Combust. Flame 108, 442–470 (1997)
go back to reference García-Ybarra, P.L., Treviño, C.: Asymptotic analysis of the boundary layer H2 ignition by a hot flat plate with thermal diffusion. Combust. Flame 96, 293–303 (1994) García-Ybarra, P.L., Treviño, C.: Asymptotic analysis of the boundary layer H2 ignition by a hot flat plate with thermal diffusion. Combust. Flame 96, 293–303 (1994)
go back to reference Goussis, D.A.: On the construction and use of reduced chemical kinetic mechanisms produced on the basis of given algebraic relations. J. Comput. Phys. 128, 261–273 (1996) Goussis, D.A.: On the construction and use of reduced chemical kinetic mechanisms produced on the basis of given algebraic relations. J. Comput. Phys. 128, 261–273 (1996)
go back to reference Goussis, D.A., Lam, S.H.: A study of homogeneous methanol oxidation kinetics using CSP. Proc. Combust. Inst. 24, 113–120 (1992) Goussis, D.A., Lam, S.H.: A study of homogeneous methanol oxidation kinetics using CSP. Proc. Combust. Inst. 24, 113–120 (1992)
go back to reference Goussis, D.A., Najm, H.N.: Model reduction and physical understanding of slowly oscillating processes: the circadian cycle. SIAM Multiscale Model. Simul. 5, 1297–1332 (2006) Goussis, D.A., Najm, H.N.: Model reduction and physical understanding of slowly oscillating processes: the circadian cycle. SIAM Multiscale Model. Simul. 5, 1297–1332 (2006)
go back to reference Goussis, D.A., Skevis, G.: Nitrogen chemistry controlling steps in methane-air premixed flames. In: Bathe, K.J. (ed.) Computational Fluid and Solid Mechanics, pp. 650–653. Elsevier, Amsterdam (2005) Goussis, D.A., Skevis, G.: Nitrogen chemistry controlling steps in methane-air premixed flames. In: Bathe, K.J. (ed.) Computational Fluid and Solid Mechanics, pp. 650–653. Elsevier, Amsterdam (2005)
go back to reference Goussis, D.A., Valorani, M., Creta, F., Najm, H.N.: In: Bathe, K. (ed.) Computational Fluid and Solid Mechanics, vol. 2. Elsevier, Amsterdam, pp. 1951–1954 (2003) Goussis, D.A., Valorani, M., Creta, F., Najm, H.N.: In: Bathe, K. (ed.) Computational Fluid and Solid Mechanics, vol. 2. Elsevier, Amsterdam, pp. 1951–1954 (2003)
go back to reference Goussis, D.A., Skevis, G., Mastorakos, E.: Transport-chemistry interactions in laminar premixed hydrogen-air flames near flammability limits. Proceedings of ECM (2005a) Goussis, D.A., Skevis, G., Mastorakos, E.: Transport-chemistry interactions in laminar premixed hydrogen-air flames near flammability limits. Proceedings of ECM (2005a)
go back to reference Goussis, D.A., Valorani, M., Creta, F., Najm, H.N.: Reactive and reactive-diffusive time scales in stiff reaction-diffusion systems. Prog. Comput. Fluid Dyn. 5, 316–326 (2005b) Goussis, D.A., Valorani, M., Creta, F., Najm, H.N.: Reactive and reactive-diffusive time scales in stiff reaction-diffusion systems. Prog. Comput. Fluid Dyn. 5, 316–326 (2005b)
go back to reference Gupta, S., Im, H.G., Valorani, M.: Classification of ignition regimes in HCCI combustion using computational singular perturbation. Proc. Combust. Inst. 33, 2991–2999 (2011) Gupta, S., Im, H.G., Valorani, M.: Classification of ignition regimes in HCCI combustion using computational singular perturbation. Proc. Combust. Inst. 33, 2991–2999 (2011)
go back to reference Hadjinicolaou, M., Goussis, D.A.: Asymptotic solution of stiff PDEs with the CSP method: the reaction diffusion equation. SIAM J. Sci. Comput. 20, 781–810 (1998) Hadjinicolaou, M., Goussis, D.A.: Asymptotic solution of stiff PDEs with the CSP method: the reaction diffusion equation. SIAM J. Sci. Comput. 20, 781–810 (1998)
go back to reference Herbinet, O., Pitz, W., Westbrook, C.K.: Detailed chemical kinetic mechanism for the oxidation of biodiesel fuels blend surrogate. Combust. Flame 157, 893–908 (2010) Herbinet, O., Pitz, W., Westbrook, C.K.: Detailed chemical kinetic mechanism for the oxidation of biodiesel fuels blend surrogate. Combust. Flame 157, 893–908 (2010)
go back to reference Hesstvedt, E., Hov, O., Isaksen, I.S.A.: Quasi-steady-state approximations in air-pollution modeling—comparison of two numerical schemes for oxidant prediction. Int. J. Chem. Kinet. 10, 971–994 (1978) Hesstvedt, E., Hov, O., Isaksen, I.S.A.: Quasi-steady-state approximations in air-pollution modeling—comparison of two numerical schemes for oxidant prediction. Int. J. Chem. Kinet. 10, 971–994 (1978)
go back to reference Higham, N.J.: Accuracy and Stability of Numerical Algorithms. SIAM, Philadelphia (1996) Higham, N.J.: Accuracy and Stability of Numerical Algorithms. SIAM, Philadelphia (1996)
go back to reference Ingham, T., Goddard, A., Whalley, L.K., Furneaux, K.L., Edwards, P.M., Seal, C.P., Self, D.E., Johnson, G.P., Read, K.A., Lee, J.D., Heard, D.E.: A flow-tube based laser-induced fluorescence instrument to measure OH reactivity in the troposphere. Atmos. Meas. Tech. 2, 465–477 (2009) Ingham, T., Goddard, A., Whalley, L.K., Furneaux, K.L., Edwards, P.M., Seal, C.P., Self, D.E., Johnson, G.P., Read, K.A., Lee, J.D., Heard, D.E.: A flow-tube based laser-induced fluorescence instrument to measure OH reactivity in the troposphere. Atmos. Meas. Tech. 2, 465–477 (2009)
go back to reference Klonowski, W.: Simplifying principles for chemical and enzyme reaction kinetics. Biophys. Chem. 18, 73–87 (1983) Klonowski, W.: Simplifying principles for chemical and enzyme reaction kinetics. Biophys. Chem. 18, 73–87 (1983)
go back to reference Knio, O.M., Najm, H.N., Wyckoff, P.S.: A semi-implicit numerical scheme for reacting flow II. Stiff, operator-split formulation. J. Comput. Phys. 154, 428–467 (1999) Knio, O.M., Najm, H.N., Wyckoff, P.S.: A semi-implicit numerical scheme for reacting flow II. Stiff, operator-split formulation. J. Comput. Phys. 154, 428–467 (1999)
go back to reference Kourdis, P.D., Goussis, D.A.: Glycolysis in saccharomyces cerevisiae: algorithmic exploration of robustness and origin of oscillations. Math. Biosci. 243, 190–214 (2013) Kourdis, P.D., Goussis, D.A.: Glycolysis in saccharomyces cerevisiae: algorithmic exploration of robustness and origin of oscillations. Math. Biosci. 243, 190–214 (2013)
go back to reference Kourdis, P.D., Steuer, R., Goussis, D.A.: Physical understanding of complex multiscale biochemical models via algorithmic simplification: glycolysis in Saccharomyces cerevisiae. Physica D 239, 1798–1817 (2010) Kourdis, P.D., Steuer, R., Goussis, D.A.: Physical understanding of complex multiscale biochemical models via algorithmic simplification: glycolysis in Saccharomyces cerevisiae. Physica D 239, 1798–1817 (2010)
go back to reference Kovacs, T.A., Brune, W.H.: Total OH loss rate measurement. J. Atmos. Chem. 39, 105–122 (2001) Kovacs, T.A., Brune, W.H.: Total OH loss rate measurement. J. Atmos. Chem. 39, 105–122 (2001)
go back to reference Kremling, A., Fischer, S., Sauter, T., Bettenbrock, K., Gilles, E.D.: Time hierarchies in the Escherichia coli carbohydrate uptake and metabolism. Biosystems 73, 57–71 (2004) Kremling, A., Fischer, S., Sauter, T., Bettenbrock, K., Gilles, E.D.: Time hierarchies in the Escherichia coli carbohydrate uptake and metabolism. Biosystems 73, 57–71 (2004)
go back to reference Lam, S.H.: Using CSP to understand complex chemical kinetics. Combust. Sci. Technol. 89, 375–404 (1993) Lam, S.H.: Using CSP to understand complex chemical kinetics. Combust. Sci. Technol. 89, 375–404 (1993)
go back to reference Lam, S.H.: Reduced chemistry-diffusion coupling. Combust. Sci. Technol. 179, 767–786 (2006) Lam, S.H.: Reduced chemistry-diffusion coupling. Combust. Sci. Technol. 179, 767–786 (2006)
go back to reference Lam, S.H.: Model reductions with special CSP data. Combust. Flame 160, 2707–2711 (2013) Lam, S.H.: Model reductions with special CSP data. Combust. Flame 160, 2707–2711 (2013)
go back to reference Lam, S.H., Goussis, D.A.: Understanding complex chemical kinetics with computational singular perturbation. Proc. Combust. Inst. 22, 931–941 (1988) Lam, S.H., Goussis, D.A.: Understanding complex chemical kinetics with computational singular perturbation. Proc. Combust. Inst. 22, 931–941 (1988)
go back to reference Lam, S.H., Goussis, D.A.: Conventional asymptotics and computational singular perturbation for simplified kinetics modeling. In: Smooke, M.O. (ed.) Reduced Kinetic Mechanisms and Asymptotic Approximations for Methane-Air Flames. Springer Lecture Notes, vol. 384, pp. 227–242. Springer, Berlin (1991) Lam, S.H., Goussis, D.A.: Conventional asymptotics and computational singular perturbation for simplified kinetics modeling. In: Smooke, M.O. (ed.) Reduced Kinetic Mechanisms and Asymptotic Approximations for Methane-Air Flames. Springer Lecture Notes, vol. 384, pp. 227–242. Springer, Berlin (1991)
go back to reference Lam, S.H., Goussis, D.A.: The CSP method for simplifying kinetics. Int. J. Chem. Kinet. 26, 461–486 (1994) Lam, S.H., Goussis, D.A.: The CSP method for simplifying kinetics. Int. J. Chem. Kinet. 26, 461–486 (1994)
go back to reference Lee, C.H., Othmer, H.G.: A multi-time-scale analysis of chemical reaction networks: I. Deterministic systems. J. Math. Biol. 60, 387–450 (2010) Lee, C.H., Othmer, H.G.: A multi-time-scale analysis of chemical reaction networks: I. Deterministic systems. J. Math. Biol. 60, 387–450 (2010)
go back to reference Lee, J.C., Najm, H.N., Lefantzi, S., Ray, J., Frenklach, M., Valorani, M., Goussis, D.: On chain branching and its role in homogeneous ignition and premixed flame propagation. In: Bathe, K. (ed.) Computational Fluid and Solid Mechanics, pp. 717–720. Elsevier, Amsterdam (2005) Lee, J.C., Najm, H.N., Lefantzi, S., Ray, J., Frenklach, M., Valorani, M., Goussis, D.: On chain branching and its role in homogeneous ignition and premixed flame propagation. In: Bathe, K. (ed.) Computational Fluid and Solid Mechanics, pp. 717–720. Elsevier, Amsterdam (2005)
go back to reference Lee, J.C., Najm, H.N., Lefantzi, S., Ray, J., Frenklach, M., Valorani, M., Goussis, D.: A CSP and tabulation-based adaptive chemistry model. Combust. Theory Model. 11, 73–102 (2007) Lee, J.C., Najm, H.N., Lefantzi, S., Ray, J., Frenklach, M., Valorani, M., Goussis, D.: A CSP and tabulation-based adaptive chemistry model. Combust. Theory Model. 11, 73–102 (2007)
go back to reference Lee, J.D., Young, J.C., Read, K.A., Hamilton, J.F., Hopkins, J.R., Lewis, A.C., Bandy, B.J., Davey, J., Edwards, P., Ingham, T., Self, D.E., Smith, S.C., Pilling, M.J., Heard, D.E.: Measurement and calculation of OH reactivity at a United Kingdom coastal site. J. Atmos. Chem. 64, 53–76 (2009) Lee, J.D., Young, J.C., Read, K.A., Hamilton, J.F., Hopkins, J.R., Lewis, A.C., Bandy, B.J., Davey, J., Edwards, P., Ingham, T., Self, D.E., Smith, S.C., Pilling, M.J., Heard, D.E.: Measurement and calculation of OH reactivity at a United Kingdom coastal site. J. Atmos. Chem. 64, 53–76 (2009)
go back to reference Logist, F., Saucez, P., Van Impe, J., Wouwer, A.V.: Simulation of (bio)chemical processes with distributed parameters using Matlab (R). Chem. Eng. J. 155, 603–616 (2009) Logist, F., Saucez, P., Van Impe, J., Wouwer, A.V.: Simulation of (bio)chemical processes with distributed parameters using Matlab (R). Chem. Eng. J. 155, 603–616 (2009)
go back to reference Løvås, T., Amneus, P., Mauss, F., Mastorakos, E.: Comparison of automatic reduction procedures for ignition chemistry. Proc. Combust. Inst. 29, 1387–1393 (2002) Løvås, T., Amneus, P., Mauss, F., Mastorakos, E.: Comparison of automatic reduction procedures for ignition chemistry. Proc. Combust. Inst. 29, 1387–1393 (2002)
go back to reference Løvås, T., Mastorakos, E., Goussis, D.A.: Reduction of the RACM scheme using computational singular perturbation analysis. J. Geophys. Res. Atmos. 111(D13302) (2006) Løvås, T., Mastorakos, E., Goussis, D.A.: Reduction of the RACM scheme using computational singular perturbation analysis. J. Geophys. Res. Atmos. 111(D13302) (2006)
go back to reference Lovrics, A., Csikász-Nagy, A., Zsély, I.G., Zádor, J., Turányi, T., Novák, B.: Time scale and dimension analysis of a budding yeast cell cycle model. BMC Bioinform. 7, 494 (2006) Lovrics, A., Csikász-Nagy, A., Zsély, I.G., Zádor, J., Turányi, T., Novák, B.: Time scale and dimension analysis of a budding yeast cell cycle model. BMC Bioinform. 7, 494 (2006)
go back to reference Lu, T., Law, C.K.: A criterion based on computational singular perturbation for the identification of quasi steady state species: a reduced mechanism for methane oxidation with NO chemistry. Combust. Flame 154, 761–774 (2008a) Lu, T., Law, C.K.: A criterion based on computational singular perturbation for the identification of quasi steady state species: a reduced mechanism for methane oxidation with NO chemistry. Combust. Flame 154, 761–774 (2008a)
go back to reference Lu, T., Law, C.K.: Strategies for mechanism reduction for large hydrocarbons: n-heptane. Combust. Flame 154, 153–163 (2008b) Lu, T., Law, C.K.: Strategies for mechanism reduction for large hydrocarbons: n-heptane. Combust. Flame 154, 153–163 (2008b)
go back to reference Lu, T., Ju, Y., Law, C.K.: Complex CSP for chemistry reduction and analysis. Combust. Flame 126, 1445–1455 (2001) Lu, T., Ju, Y., Law, C.K.: Complex CSP for chemistry reduction and analysis. Combust. Flame 126, 1445–1455 (2001)
go back to reference Lu, T.F., Yoo, C.S., Chen, J.H., Law, C.K.: Three-dimensional direct numerical simulation of a turbulent lifted hydrogen jet flame in heated coflow: a chemical explosive mode analysis. J. Fluid Mech. 652, 45–64 (2010) Lu, T.F., Yoo, C.S., Chen, J.H., Law, C.K.: Three-dimensional direct numerical simulation of a turbulent lifted hydrogen jet flame in heated coflow: a chemical explosive mode analysis. J. Fluid Mech. 652, 45–64 (2010)
go back to reference Luo, Z., Yoo, C.S., Richardson, E.S., Chen, J.H., Law, C.K., Lu, T.F.: Chemical explosive mode analysis for a turbulent lifted ethylene jet flame in highly-heated coflow. Combust. Flame 159, 265–274 (2012c) Luo, Z., Yoo, C.S., Richardson, E.S., Chen, J.H., Law, C.K., Lu, T.F.: Chemical explosive mode analysis for a turbulent lifted ethylene jet flame in highly-heated coflow. Combust. Flame 159, 265–274 (2012c)
go back to reference Maas, U.: Coupling of chemical reaction with flow and molecular transport. Appl. Math. 40, 249–266 (1995) Maas, U.: Coupling of chemical reaction with flow and molecular transport. Appl. Math. 40, 249–266 (1995)
go back to reference Maas, U.: Efficient calculation of intrinsic low-dimensional manifolds for the simplification of chemical kinetics. Comput. Vis. Sci. 1, 69–81 (1998) Maas, U.: Efficient calculation of intrinsic low-dimensional manifolds for the simplification of chemical kinetics. Comput. Vis. Sci. 1, 69–81 (1998)
go back to reference Maas, U.: Mathematical modeling of the coupling of chemical kinetics with flow and molecular transport. In: Keil, F., Mackens, W., Voss, H., Werther, J. (eds.) Scientific Computing in Chemical Engineering II, pp. 26–56. Springer, Berlin (1999) Maas, U.: Mathematical modeling of the coupling of chemical kinetics with flow and molecular transport. In: Keil, F., Mackens, W., Voss, H., Werther, J. (eds.) Scientific Computing in Chemical Engineering II, pp. 26–56. Springer, Berlin (1999)
go back to reference Maas, U., Bykov, V.: The extension of the reaction/diffusion manifold concept to systems with detailed transport models. Proc. Combust. Inst. 33, 1253–1259 (2011) Maas, U., Bykov, V.: The extension of the reaction/diffusion manifold concept to systems with detailed transport models. Proc. Combust. Inst. 33, 1253–1259 (2011)
go back to reference Maas, U., Pope, S.B.: Implementation of simplified chemical kinetics based on intrinsic low-dimensional manifolds. Proc. Combust. Inst. 24, 103–112 (1992a) Maas, U., Pope, S.B.: Implementation of simplified chemical kinetics based on intrinsic low-dimensional manifolds. Proc. Combust. Inst. 24, 103–112 (1992a)
go back to reference Maas, U., Pope, S.B.: Simplifying chemical kinetics: intrinsic low-dimensional manifolds in composition space. Combust. Flame 88, 239–264 (1992b) Maas, U., Pope, S.B.: Simplifying chemical kinetics: intrinsic low-dimensional manifolds in composition space. Combust. Flame 88, 239–264 (1992b)
go back to reference Maas, U., Pope, S.B.: Laminar flame calculations using simplified chemical kinetics based on intrinsic low-dimensional manifolds. Proc. Combust. Inst. 25, 1349–1356 (1994) Maas, U., Pope, S.B.: Laminar flame calculations using simplified chemical kinetics based on intrinsic low-dimensional manifolds. Proc. Combust. Inst. 25, 1349–1356 (1994)
go back to reference Maas, U., Thévenin, D.: Correlation analysis of direct numerical simulation data of turbulent non-premixed flames. Proc. Combust. Inst. 27, 1183–1189 (1998) Maas, U., Thévenin, D.: Correlation analysis of direct numerical simulation data of turbulent non-premixed flames. Proc. Combust. Inst. 27, 1183–1189 (1998)
go back to reference Maas, U., Warnatz, J.: Ignition processes in hydrogen-oxigen mixtures. Combust. Flame 74, 53–69 (1988) Maas, U., Warnatz, J.: Ignition processes in hydrogen-oxigen mixtures. Combust. Flame 74, 53–69 (1988)
go back to reference Macken, K.V., Sidebottom, H.W.: The reactions of methyl radicals with chloromethanes. Int. J. Chem. Kinet. 11, 511–527 (1979) Macken, K.V., Sidebottom, H.W.: The reactions of methyl radicals with chloromethanes. Int. J. Chem. Kinet. 11, 511–527 (1979)
go back to reference Mao, J., Ren, X., Brune, W.H., Olson, J.R., Crawford, J.H., Fried, A., Huey, L.G., Cohen, R.C., Heikes, B., Singh, H.B., Blake, D.R., Sachse, G.W., Diskin, G.S., Hall, S.R., Shetter, R.E.: Airborne measurement of OH reactivity during INTEX-B. Atmos. Chem. Phys. 9, 163–173 (2009) Mao, J., Ren, X., Brune, W.H., Olson, J.R., Crawford, J.H., Fried, A., Huey, L.G., Cohen, R.C., Heikes, B., Singh, H.B., Blake, D.R., Sachse, G.W., Diskin, G.S., Hall, S.R., Shetter, R.E.: Airborne measurement of OH reactivity during INTEX-B. Atmos. Chem. Phys. 9, 163–173 (2009)
go back to reference Massias, A., Diamantis, D., Mastorakos, E., Goussis, D.A.: An algorithm for the construction of global reduced mechanisms with CSP data. Combust. Flame 117, 685–708 (1999a) Massias, A., Diamantis, D., Mastorakos, E., Goussis, D.A.: An algorithm for the construction of global reduced mechanisms with CSP data. Combust. Flame 117, 685–708 (1999a)
go back to reference Massias, A., Diamantis, D., Mastorakos, E., Goussis, D.A.: Global reduced mechanisms for methane and hydrogen combustion with nitric oxide formation constructed with CSP data. Combust. Theory Model. 3, 233–257 (1999b) Massias, A., Diamantis, D., Mastorakos, E., Goussis, D.A.: Global reduced mechanisms for methane and hydrogen combustion with nitric oxide formation constructed with CSP data. Combust. Theory Model. 3, 233–257 (1999b)
go back to reference Mengers, J.D., Powers, J.M.: One-dimensional slow invariant manifolds for fully coupled reaction and micro-scale diffusion. SIAM J. Appl. Dyn. Syst. 12, 560–595 (2013) Mengers, J.D., Powers, J.M.: One-dimensional slow invariant manifolds for fully coupled reaction and micro-scale diffusion. SIAM J. Appl. Dyn. Syst. 12, 560–595 (2013)
go back to reference Mittal, G., Chaos, M., Sung, C.J., Dryer, F.L.: Dimethyl ether autoignition in a rapid compression machine: experiments and chemical kinetic modeling. Fuel Process. Technol. 89, 1244–1254 (2008) Mittal, G., Chaos, M., Sung, C.J., Dryer, F.L.: Dimethyl ether autoignition in a rapid compression machine: experiments and chemical kinetic modeling. Fuel Process. Technol. 89, 1244–1254 (2008)
go back to reference Mora-Ramirez, M.A., Velasco, R.M.: Reduction of CB05 mechanism according to the CSP method. Atmos. Environ. 45, 235–243 (2011) Mora-Ramirez, M.A., Velasco, R.M.: Reduction of CB05 mechanism according to the CSP method. Atmos. Environ. 45, 235–243 (2011)
go back to reference Nagy, T., Turányi, T.: Relaxation of concentration perturbation in chemical kinetic systems. Reac. Kinet. Catal. Lett. 96, 269–278 (2009) Nagy, T., Turányi, T.: Relaxation of concentration perturbation in chemical kinetic systems. Reac. Kinet. Catal. Lett. 96, 269–278 (2009)
go back to reference Neophytou, M.K., Goussis, D.A., van Loon, M., Mastorakos, E.: Reduced chemical mechanisms for atmospheric pollution using computational singular perturbation analysis. Atmos. Environ. 38, 3661–3673 (2004) Neophytou, M.K., Goussis, D.A., van Loon, M., Mastorakos, E.: Reduced chemical mechanisms for atmospheric pollution using computational singular perturbation analysis. Atmos. Environ. 38, 3661–3673 (2004)
go back to reference Nicolini, P., Frezzato, D.: Features in chemical kinetics. I. Signatures of self-emerging dimensional reduction from a general format of the evolution law. J. Chem. Phys. 138(234101) (2013a) Nicolini, P., Frezzato, D.: Features in chemical kinetics. I. Signatures of self-emerging dimensional reduction from a general format of the evolution law. J. Chem. Phys. 138(234101) (2013a)
go back to reference Nicolini, P., Frezzato, D.: Features in chemical kinetics. II. A self-emerging definition of slow manifolds. J. Chem. Phys. 138(234102) (2013b) Nicolini, P., Frezzato, D.: Features in chemical kinetics. II. A self-emerging definition of slow manifolds. J. Chem. Phys. 138(234102) (2013b)
go back to reference Pilling, M.J., Seakins, P.W.: Reaction Kinetics. Oxford University Press, Oxford (1995) Pilling, M.J., Seakins, P.W.: Reaction Kinetics. Oxford University Press, Oxford (1995)
go back to reference Pontryagin, L.S.: Ordinary Differential Equations. Elsevier, Amsterdam (1962) Pontryagin, L.S.: Ordinary Differential Equations. Elsevier, Amsterdam (1962)
go back to reference Prager, J., Najm, H.N., Valorani, M., Goussis, D.A.: Skeletal mechanism generation with CSP and validation for premixed n-heptane flames. Proc. Combust. Inst. 32, 509–517 (2009) Prager, J., Najm, H.N., Valorani, M., Goussis, D.A.: Skeletal mechanism generation with CSP and validation for premixed n-heptane flames. Proc. Combust. Inst. 32, 509–517 (2009)
go back to reference Prasolov, V.V.: Problems and Theorems in Linear Algebra. Translations of Mathematical Monographs, vol. 134. American Mathematical Society, Cambridge (1994) Prasolov, V.V.: Problems and Theorems in Linear Algebra. Translations of Mathematical Monographs, vol. 134. American Mathematical Society, Cambridge (1994)
go back to reference Prüfert, U., Hunger, F., Hasse, C.: The analysis of chemical time scales in a partial oxidation flame. Combust. Flame 161, 416–426 (2014) Prüfert, U., Hunger, F., Hasse, C.: The analysis of chemical time scales in a partial oxidation flame. Combust. Flame 161, 416–426 (2014)
go back to reference Ren, Z., Pope, S.B.: The use of slow manifolds in reactive flows. Combust. Flame 147, 243–261 (2006) Ren, Z., Pope, S.B.: The use of slow manifolds in reactive flows. Combust. Flame 147, 243–261 (2006)
go back to reference Ren, Z.Y., Pope, S.B.: Second-order splitting schemes for a class of reactive systems. J. Comput. Phys. 227, 8165–8176 (2008) Ren, Z.Y., Pope, S.B.: Second-order splitting schemes for a class of reactive systems. J. Comput. Phys. 227, 8165–8176 (2008)
go back to reference Roussel, M.R., Fraser, S.J.: Accurate steady-state approximation: implications for kinetics experiments and mechanism. J. Chem. Phys. 94, 7106–7113 (1991) Roussel, M.R., Fraser, S.J.: Accurate steady-state approximation: implications for kinetics experiments and mechanism. J. Chem. Phys. 94, 7106–7113 (1991)
go back to reference Sandu, A., Verwer, J.G., Blom, J.G., Spee, E.J., Carmichael, G.R., Potra, F.A.: Benchmarking stiff ODE solvers for atmospheric chemistry problems II: Rosenbrock solvers. Atmos. Environ. 31, 3459–3472 (1997a) Sandu, A., Verwer, J.G., Blom, J.G., Spee, E.J., Carmichael, G.R., Potra, F.A.: Benchmarking stiff ODE solvers for atmospheric chemistry problems II: Rosenbrock solvers. Atmos. Environ. 31, 3459–3472 (1997a)
go back to reference Sandu, A., Verwer, J.G., Van Loon, M., Carmichael, G.R., Potra, F.A., Dabdub, D., Seinfeld, J.H.: Benchmarking stiff ODE solvers for atmospheric chemistry problems I. implicit vs. explicit. Atmos. Environ. 31, 3151–3166 (1997b) Sandu, A., Verwer, J.G., Van Loon, M., Carmichael, G.R., Potra, F.A., Dabdub, D., Seinfeld, J.H.: Benchmarking stiff ODE solvers for atmospheric chemistry problems I. implicit vs. explicit. Atmos. Environ. 31, 3151–3166 (1997b)
go back to reference Sandu, A., Daescu, D.N., Carmichael, G.R.: Direct and adjoint sensitivity analysis ofchemical kinetic systems with KPP: Part I – theory and software tools. Atmos. Environ. 37, 5083–5096 (2003) Sandu, A., Daescu, D.N., Carmichael, G.R.: Direct and adjoint sensitivity analysis ofchemical kinetic systems with KPP: Part I – theory and software tools. Atmos. Environ. 37, 5083–5096 (2003)
go back to reference Schwer, D.A., Lu, P., Green, W.H., Semiao, V.: A consistent-splitting approach to computing stiff steady-state reacting flows with adaptive chemistry. Combust. Theory Model. 7, 383–399 (2003) Schwer, D.A., Lu, P., Green, W.H., Semiao, V.: A consistent-splitting approach to computing stiff steady-state reacting flows with adaptive chemistry. Combust. Theory Model. 7, 383–399 (2003)
go back to reference Scott, S.K.: Chemical Chaos. International Series of Monographs on Chemistry, vol. 24. Clarendon Press, Oxford (1990) Scott, S.K.: Chemical Chaos. International Series of Monographs on Chemistry, vol. 24. Clarendon Press, Oxford (1990)
go back to reference Singer, M.A., Pope, S.B., Najm, H.N.: Operator-splitting with ISAT to model reacting flow with detailed chemistry. Combust. Theory Model. 10, 199–217 (2006) Singer, M.A., Pope, S.B., Najm, H.N.: Operator-splitting with ISAT to model reacting flow with detailed chemistry. Combust. Theory Model. 10, 199–217 (2006)
go back to reference Singh, S., Powers, J.M., Paolucci, S.: On slow manifolds of chemically reactive systems. J. Chem. Phys. 117, 1482–1496 (2002) Singh, S., Powers, J.M., Paolucci, S.: On slow manifolds of chemically reactive systems. J. Chem. Phys. 117, 1482–1496 (2002)
go back to reference Sportisse, B.: An analysis of operator splitting techniques in the stiff case. J. Comput. Phys. 161, 140–168 (2000) Sportisse, B.: An analysis of operator splitting techniques in the stiff case. J. Comput. Phys. 161, 140–168 (2000)
go back to reference Tomlin, A., Berzins, M., Ware, J., Smith, J., Pilling, M.J.: On the use of adaptive gridding methods for modelling chemical transport from multi-scale sources. Atmos. Environ. 31, 2945–2959 (1997) Tomlin, A., Berzins, M., Ware, J., Smith, J., Pilling, M.J.: On the use of adaptive gridding methods for modelling chemical transport from multi-scale sources. Atmos. Environ. 31, 2945–2959 (1997)
go back to reference Tomlin, A.S., Whitehouse, L., Lowe, R., Pilling, M.J.: Low-dimensional manifolds in tropospheric chemical systems. Faraday Discuss. 120, 125–146 (2001) Tomlin, A.S., Whitehouse, L., Lowe, R., Pilling, M.J.: Low-dimensional manifolds in tropospheric chemical systems. Faraday Discuss. 120, 125–146 (2001)
go back to reference Treviño, C.: Ignition phenomena in H2/O2 mixtures. Prog. Astronaut. Aeronautics 131, 19–43 (1991) Treviño, C.: Ignition phenomena in H2/O2 mixtures. Prog. Astronaut. Aeronautics 131, 19–43 (1991)
go back to reference Treviño, C., Liñan, A.: Mixing layer ignition of hydrogen. Combust. Flame 103, 129–141 (1995) Treviño, C., Liñan, A.: Mixing layer ignition of hydrogen. Combust. Flame 103, 129–141 (1995)
go back to reference Treviño, C., Mendez, F.: Asymptotic analysis of the ignition of hydrogen by a hot plate in a boundary layer flow. Combust. Sci. Technol. 78, 197–216 (1991) Treviño, C., Mendez, F.: Asymptotic analysis of the ignition of hydrogen by a hot plate in a boundary layer flow. Combust. Sci. Technol. 78, 197–216 (1991)
go back to reference Treviño, C., Mendez, F.: Reduced kinetic mechanism for methane ignition. Proc. Combust. Inst. 24, 121–127 (1992) Treviño, C., Mendez, F.: Reduced kinetic mechanism for methane ignition. Proc. Combust. Inst. 24, 121–127 (1992)
go back to reference Treviño, C., Solorio, F.: Asymptotic analysis of high temperature ignition of CO/H2/O2 mixtures. Combust. Flame 86, 285–295 (1991) Treviño, C., Solorio, F.: Asymptotic analysis of high temperature ignition of CO/H2/O2 mixtures. Combust. Flame 86, 285–295 (1991)
go back to reference Turányi, T., Tomlin, A.S., Pilling, M.J.: On the error of the quasi-steady-state approximation. J. Phys. Chem. 97, 163–172 (1993) Turányi, T., Tomlin, A.S., Pilling, M.J.: On the error of the quasi-steady-state approximation. J. Phys. Chem. 97, 163–172 (1993)
go back to reference Valorani, M., Goussis, D.A.: Explicit time-scale splitting algorithm for stiff problems: auto-ignition of gaseous mixtures behind a steady shock. J. Comput. Phys. 169, 44–79 (2001) Valorani, M., Goussis, D.A.: Explicit time-scale splitting algorithm for stiff problems: auto-ignition of gaseous mixtures behind a steady shock. J. Comput. Phys. 169, 44–79 (2001)
go back to reference Valorani, M., Najm, H.N., Goussis, D.A.: CSP analysis of a transient flame-vortex interaction: time scales and manifolds. Combust. Flame 134, 35–53 (2003) Valorani, M., Najm, H.N., Goussis, D.A.: CSP analysis of a transient flame-vortex interaction: time scales and manifolds. Combust. Flame 134, 35–53 (2003)
go back to reference Valorani, M., Creta, F., Goussis, D.A., Najm, H.N., Lee, J.C.: Chemical kinetics mechanism simplification via CSP. In: Bathe, K.J. (ed.) Computational Fluid and Solid Mechanics, pp. 900–904. Elsevier, Amsterdam (2005a) Valorani, M., Creta, F., Goussis, D.A., Najm, H.N., Lee, J.C.: Chemical kinetics mechanism simplification via CSP. In: Bathe, K.J. (ed.) Computational Fluid and Solid Mechanics, pp. 900–904. Elsevier, Amsterdam (2005a)
go back to reference Valorani, M., Goussis, D.A., Creta, F., Najm, H.N.: Higher order corrections in the approximation of low dimensional manifolds and the construction of simplified problems with the CSP method. J. Comput. Phys. 209, 754–786 (2005b) Valorani, M., Goussis, D.A., Creta, F., Najm, H.N.: Higher order corrections in the approximation of low dimensional manifolds and the construction of simplified problems with the CSP method. J. Comput. Phys. 209, 754–786 (2005b)
go back to reference Valorani, M., Creta, F., Goussis, D., Lee, J., Najm, H.: An automatic procedure for the simplification of chemical kinetic mechanisms based on CSP. Combust. Flame 146, 29–51 (2006) Valorani, M., Creta, F., Goussis, D., Lee, J., Najm, H.: An automatic procedure for the simplification of chemical kinetic mechanisms based on CSP. Combust. Flame 146, 29–51 (2006)
go back to reference Valorani, M., Creta, F., Donato, F., Najm, H.N., Goussis, D.A.: Skeletal mechanism generation and analysis for n-heptane with CSP. Proc. Combust. Inst. 31, 483–490 (2007) Valorani, M., Creta, F., Donato, F., Najm, H.N., Goussis, D.A.: Skeletal mechanism generation and analysis for n-heptane with CSP. Proc. Combust. Inst. 31, 483–490 (2007)
go back to reference Van Oijen, J.A., Bastlaans, R.J.M., De Goey, L.P.H.: Low-dimensional manifolds in direct numerical simulations of premixed turbulent flames. Proc. Combust. Inst. 31, 1377–1384 (2007) Van Oijen, J.A., Bastlaans, R.J.M., De Goey, L.P.H.: Low-dimensional manifolds in direct numerical simulations of premixed turbulent flames. Proc. Combust. Inst. 31, 1377–1384 (2007)
go back to reference Westbrook, C.K., Naik, C.V., Herbinet, O., Pitz, W.J., Mehl, M., Sarathy, S.M., Curran, H.J.: Detailed chemical kinetic reaction mechanisms for soy and rapeseed biodiesel fuels. Combust. Flame 158, 742–755 (2011) Westbrook, C.K., Naik, C.V., Herbinet, O., Pitz, W.J., Mehl, M., Sarathy, S.M., Curran, H.J.: Detailed chemical kinetic reaction mechanisms for soy and rapeseed biodiesel fuels. Combust. Flame 158, 742–755 (2011)
go back to reference Yang, B., Pope, S.B.: An investigation of the accuracy of manifold methods and splitting schemes in the computational implementation of combustion chemistry. Combust. Flame 112, 16–32 (1998) Yang, B., Pope, S.B.: An investigation of the accuracy of manifold methods and splitting schemes in the computational implementation of combustion chemistry. Combust. Flame 112, 16–32 (1998)
go back to reference Yannacopoulos, A.N., Tomlin, A.S., Brindley, J., Merkin, J.H., Pilling, M.J.: The use of algebraic sets in the approximation of inertial manifolds and lumping in chemical kinetic systems. Physica D 83, 421–449 (1995) Yannacopoulos, A.N., Tomlin, A.S., Brindley, J., Merkin, J.H., Pilling, M.J.: The use of algebraic sets in the approximation of inertial manifolds and lumping in chemical kinetic systems. Physica D 83, 421–449 (1995)
go back to reference Zagaris, A., Kaper, H.G., Kaper, T.J.: Analysis of the computational singular perturbation reduction method for chemical kinetics. J. Nonlinear Sci. 14, 59–91 (2004) Zagaris, A., Kaper, H.G., Kaper, T.J.: Analysis of the computational singular perturbation reduction method for chemical kinetics. J. Nonlinear Sci. 14, 59–91 (2004)
go back to reference Zhao, S., Ovadia, J., Liu, X., Zhang, Y.-T., Nie, Q.: Operator splitting implicit integration factor methods for stiff reaction-diffusion-advection systems. J. Comput. Phys. 230, 5996–6009 (2011) Zhao, S., Ovadia, J., Liu, X., Zhang, Y.-T., Nie, Q.: Operator splitting implicit integration factor methods for stiff reaction-diffusion-advection systems. J. Comput. Phys. 230, 5996–6009 (2011)
go back to reference Zhu, J., Zhang, Y.-T., Newman, S., Alber, M.: Application of discontinuous Galerkin methods for reaction-diffusion systems in developmental biology. J. Sci. Comput. 40, 391–418 (2009) Zhu, J., Zhang, Y.-T., Newman, S., Alber, M.: Application of discontinuous Galerkin methods for reaction-diffusion systems in developmental biology. J. Sci. Comput. 40, 391–418 (2009)
go back to reference Zsély, I.G., Zádor, J., Turányi, T.: On the similarity of the sensitivity functions of methane combustion models. Combust. Theory Model. 9, 721–738 (2005) Zsély, I.G., Zádor, J., Turányi, T.: On the similarity of the sensitivity functions of methane combustion models. Combust. Theory Model. 9, 721–738 (2005)
Metadata
Title
Timescale Analysis
Authors
Tamás Turányi
Alison S. Tomlin
Copyright Year
2014
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-44562-4_6

Premium Partners