Characterizing Complex Reaction Mechanisms Using Machine Learning Clustering Techniques

International Journal of Chemical Kinetics

Volumn 36, Issue 2, 2004, Pages 107-118

  Blurock, Edward S ^a  

^a LUND INSTITUTE OF TECHNOLOGY   (Sweden)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPLEXATION; DIFFERENTIAL EQUATIONS; LEARNING SYSTEMS; PRESSURE EFFECTS; SENSITIVITY ANALYSIS; THERMAL EFFECTS;

CLUSTERING TECHNIQUES; SENSITIVITY CONSTANTS;

REACTION KINETICS;

EID: 0742307312     PISSN: 05388066     EISSN: None     Source Type: Journal    
DOI: 10.1002/kin.10179     Document Type: Article

References (19)

1. Tou, J. T.; Gonzalez, R. C. Pattern Recognition Principles; Addison-Wesley: Reading, MA, 1974.
2. Gennari, J. H.; Langley, P.; Fisher, D. In Machine Learning: Pardigms and Methods; Carbonell, J. G. (Ed.); MIT Press: Cambridge, MA, 1990; pp. 11-61.
3. Blurock, E. S. In Artificial Intelligence in the Petroleum Industry: Symbolic and Computational Applications; Braunschweig, B.; Bremdal, B. (Eds.); Éditions Technip: Paris, 1996; Vol. 2, Ch. 15.
4. Blurock, E. S. In 10. CIC-Workshop Information und Wissen am Arbeitsplatz des Chemikers, Hochfilzen, Austria, 1995; pp. 33-46.
5. Kee, R. J.; Miller, J. A.; Jefferson, T. H. CHEMKIN: A General-Purpose, Problem-Independent, Transportable, FORTRAN Chemical Kinetics Code Package. Sandia Laboratories Report SAND80-8003, 1980.
6. Lutz, A. E.; Kee, R. J.; Miller, J. A. Senkin: A fortran program for predicting homogeneous gas phase chemical kinetics with sensitivity analysis. Technical Report SAND87-8248, Sandia National Laboratories, 1994.
7. Blurock, E. S. Analysis 3.0: Implementation, Extensions and Use of the ID3 Algorithm. Technical report, RISC-Linz, Linz, Austria, 1992.
8. Blurock, E. S. Comput Chem 1995, 19(2), 91-99.
9. Hochgreb, S.; Dryer, F. L. Combust Flame 1992, 91, 257-284.
10. Baulch, D. L.; Cobos, C. J.; Cox, R. A.; Frank, P.; Hayman, G.; Just, Th., Kerr, J. A.; Murrells, T.; Pilling, M. J.; Troe, J.; Walker, R. W.; Warnatz, J. J Phys Chem Ref Data (supplement 1) 1994, 23, 847-881.
11. Vajda, S.; Valko, P.; Turanyi, T. Int J Chem Kinet 1985, 17, 55-81.
12. Freund, J. E. Modern Elementary Statistics, 5th ed.; Prentice-Hall: Englewood Cliffs, NJ, 1979.
13. Fisher, D. Machine Learn 1987, 2, 139-172.
14. Nilsson, D.; Løvås T.; Mauss, F. In 26th Symposium (Int.) on Combustion, The Combustion Institute, 1996; pp. 2369-2377.
15. Blurock, E. S.; Mauss, F. In 28th Symposium (Int.) on Combustion, The Combustion Institute: Pittsburgh, PA, 2000.
16. Mauss, F.; Løvås, T.; Blurock, E. S. In Second M.I.T. Conference on Computational Fluid/Solid Mechanics, Paper No. 16, 2003.
17. Mauss, F.; Blurock, E. S.; Løvås, T. In 19th International Colloquium on the Dynamics of Explosions and Reactive Systems, 2003.
18. Zadeh, L. A. Inf Control 1965, 8, 338-353.
19. Kruse, R.; Gebhardt, J.; Klawonn, F. Foundations of Fuzzy Systems; Wiley: New York, 1994.