A Data-Driven Sparse-Learning Approach to Model Reduction in Chemical Reaction Networks

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Harirchi, Farshad; Khalil, Omar A.; Liu, Sijia; Elvati, Paolo; Violi, Angela; Hero, Alfred O.;
  • Subject: Mathematics - Optimization and Control | Mathematics - Dynamical Systems | Computer Science - Learning

In this paper, we propose an optimization-based sparse learning approach to identify the set of most influential reactions in a chemical reaction network. This reduced set of reactions is then employed to construct a reduced chemical reaction mechanism, which is relevan... View more
  • References (12)
    12 references, page 1 of 2

    [1] Feinberg, M., (1987) Chemical reaction network structure and the stability of complex isothermal reactors-I: The deficiency zero and deficiency one theorems. Chemical Engineering Science 42, pp. 2229-2268.

    [2] Strehlow, R.A., (1984) Combustion fundamentals, McGraw-Hill College.

    [3] Tomlin, A.S. & Turanyi, T. & Pilling, M.J., (1997) Mathematical Tools for the Construction, Investigation and Reduction of Combustion Mechanisms. Elsevier Comprehensive Chemical Kinetics, pp. 293-437.

    [4] Lu, T. & Law, C.K., (2005) A directed relation graph method for mechanism reduction. Elsevier Proceedings of the Combustion Institute 30, pp. 1333-1341.

    [5] Lu, T. & Law, C.K., (2006) On the applicability of directed relation graphs to the reduction of reaction mechanisms. Elsevier Combustion and Flame 146, pp. 472-483.

    [6] Tomlin, A.S. & Pilling, M.J. & Turanyi, T. & Merkin, J.H. & Brindley, J., (1992). Mechanism Elsevier Combustion and Flame 91, pp. 107-130.

    [7] Pepiot-Desjardins, P. & Pitsch, H., (2008) An efficient error-propagation-based reduction method for large chemical kinetic mechanisms. Elsevier Combustion and Flame 154, pp. 67-81.

    [8] Candes, E.J. & Wakin, M.B., (2010). An Introduction To Compressive Sampling. IEEE Signal Processing Magazine, pp. 21-30.

    [9] Inc. Gurobi Optimization, (2015) Gurobi optimizer reference manual.

    [10] Joshi, S. & Boyd, S., (2009) Sensor selection via convex optimization. IEEE Transactions on Signal Processing 57. pp. 451-462.

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