Application of sensitivity analyses to condensed-phase pyrolysis modeling
Source abstract
Abstract
Abstract In this study, sensitivity analyses are performed on a given pyrolysis model. An approach is presented, which involves complex-step differentiation, to compute the normalized first-order local sensitivity coefficients of relevant model outputs with respect to the inputs, i.e. the material properties. This approach is systematic and robust and provides sensitivity coefficients that are dynamic; that is, sensitivity values are given as a function of time for the entire pyrolysis process. In order to demonstrate the proposed methodology, the anaerobic thermal degradation of generic homogeneous materials (a semi-transparent non-charring material, simulating a thermoplastic, and an opaque charring material) exposed to heat flux levels leading to thermally thin and thermally thick material responses is considered. The dynamic sensitivities of mass loss rate and surface temperature are calculated and discussed. The information inferred from the sensitivity analyses presented herein can provide insights into the behavior of a given pyrolysis model and help reduce its complexity for specific applications.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Fire dynamics and safety research · Combustion and Detonation Processes · Thermochemical Biomass Conversion Processes
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (31)
Show source-provided references
1. Thermo-kinetic model of burning for pyrolyzing materials10.3801/IAFSS.FSS.9-1141 ↗
2. Generalized pyrolysis model for combustible solids10.1016/j.firesaf.2009.03.011 ↗
3. FireFOAM code, 〈http://www.fmglobal.com/modeling〉.
4. Large eddy simulation of fire plumes10.1016/j.proci.2010.07.031 ↗
5. K. McGrattan, S. Hostikka, J. Floyd, H. Baum, R. Rehm, W. Mell, R. McDermott, Fire Dynamics Simulator (Version 5), National Institute of Standards and Technology Special Publication 1018-5, Technical Reference Guide, 2008.10.6028/NIST.SP.1018-5 ↗
6. A model for the oxidative pyrolysis of wood10.1016/j.combustflame.2009.04.001 ↗
7. The application of a genetic algorithm to estimate material properties for fire modeling from bench-scale fire test data10.1016/j.firesaf.2005.12.004 ↗
8. Evaluation of optimization schemes and determination of solid fuel properties for CFD fire models using bench-scale pyrolysis tests10.1016/j.proci.2010.07.018 ↗
9. Sensitivity and uncertainty analyses for FE thermal model of FRP panel exposed to fire10.1016/j.compositesa.2005.01.031 ↗
10. The effect of variation in polymer properties on the rate of burning10.1002/fam.1003 ↗
11. Numerical simulations of polymer pyrolysis rate: effect of property variations10.1002/fam.1066 ↗
12. N. Bal, Uncertainty and Complexity in Pyrolysis Modeling, Ph.D. Dissertation, University of Edinburgh, 2012, 〈http://hdl.handle.net/1842/6511〉.
13. Chemical sensitivity analysis theory with applications to molecular dynamics and kinetics10.1016/0097-8485(81)80104-0 ↗
14. Sensitivity analysis in chemical kinetics10.1146/annurev.pc.34.100183.002223 ↗
15. A review of techniques for parameter sensitivity analysis of environmental models10.1007/BF00547132 ↗
16. Frank · 1978
17. Eslami · 1994
18. ASTM E2058, Standard test methods for measurement of synthetic polymer material flammability using a Fire Propagation Apparatus (FPA), ASTM International, West Conshohocken, PA, 2009, 10.1520/E2058-09, 〈www.astm.org〉.
19. ISO 12136:2011, Reaction to fire tests – measurement of material properties using a fire propagation apparatus, International Organization for Standardization, Geneva, Switzerland, 2011.
20. Numerical differentiation of analytic functions10.1137/0704019 ↗
21. Using complex variables to estimate derivatives of real functions10.1137/S003614459631241X ↗
22. Über eine verbesserung der wienschen spektralgleichung
23. S.V. Glass, S.L. Zelinka, Moisture relations and physical properties of wood, Chapter 4, Wood Handbook – Wood as an Engineering Material, General Technical Report FPL-GTR-190, Forest Products Laboratory, Madison, 2010.
24. Absorptivity and its dependence on heat source temperature and degree of thermal breakdown10.1002/fam.1053 ↗
25. M. Chaos, Pyrolysis of hardwood in a Fire Propagation Apparatus: spectral characterization and modeling implications, paper P3-47, in: Proceedings of the European Combustion Meeting, Lund University, Lund, Sweden, June 25–28, 2013.
26. Special features of the compensation effect in non-isothermal kinetics of solid-phase reactions10.1007/BF01914927 ↗
27. Flammability of plastics II: Critical mass flux at the firepoint10.1016/0379-7112(89)90071-4 ↗
28. Criteria for piloted ignition of combustible solids10.1016/j.combustflame.2007.07.020 ↗
29. Effect of environmental variables on piloted ignition10.3801/IAFSS.FSS.3-177 ↗
30. Absorption of thermal energy in PMMA by in-depth radiation10.1016/j.firesaf.2008.04.004 ↗
31. Numerical investigation of the ignition delay time of a translucent solid at high radiant heat fluxes10.1016/j.combustflame.2010.10.014 ↗