Published Papers
(#: co-first authors, *: corresponding authors)
2026
15. S. Kim, S. Deng*, Model inversion and uncertainty quantification for chemical kinetics and thermal properties from combustion waves, J. Comput. Phys. 562 (2026).
14. S. Deng*, S. Kim, Decoding physics from combustion experiments: quantification of intrinsic properties with uncertainties from reacting flow dynamics, Propellants Explos. Pyrotech. 51(5) (2026).
~2025
13. S. Kim, A. Wang, J. Z. Wen, S. Deng*, Combustion waves and flame stability in nanocomposites, ACS Nano 19(35) (2025).
12. B. C. Koenig, S. Kim*, S. Deng*, LeanKAN: a parameter-lean Kolmogorov-Arnold network layer with improved memory efficiency and convergence behavior, Neural Netw. 192 (2025).
11. B. C. Koenig#, S. Kim#, S. Deng*, ChemKANs for combustion chemistry modeling and acceleration, Phys. Chem. Chem. Phys. 27 (2025). (#: equal contribution)
10. S. Deng*, L. Wang, S. Kim, B. Koenig, Scientific machine learning in combustion for discovery, simulation, and control, Proc. Combust. Inst. 40 (2024).
9. G. Tsai#, S. Kim#, S. Deng*, Thermal interaction of inert additives in energetic materials, Proc. Combust. Inst. 40 (2024). (#: equal contribution)
8. B. C. Koenig#, S. Kim#, S. Deng*, KAN-ODEs: Kolmogorov–Arnold network ordinary differential equations for learning dynamical systems and hidden physics, Comput. Methods Appl. Mech. and Eng. 432 (2024). (#: equal contribution)
7. B. Cha#, A. Wang#, S. Kim#, J-P. Hickey, S. Deng*, J. Z. Wen*, Microstructural thermal zones in reaction of nanoenergetics, ACS Appl. Mater. Interfaces 16 (2024). (#: equal contribution)
6. S. Kim, S. Deng*, Learning reaction-transport coupling from thermal waves, Nat. Commun. 15 (2024).
5. S. Kim, S. Deng*, Inference of chemical kinetics and thermodynamic properties from constant-volume combustion of energetic materials, Chem. Eng. J. 469 (2023).
4. S. Kim, A. A. Johns, J. Z. Wen, S. Deng*, Burning structures and propagation mechanisms of nanothermites, Proc. Combust. Inst 39 (2023).
3. S. Kim, W. Ji, S. Deng*, Y. Ma, C. Rackauckas*, Stiff neural ordinary differential equations, Chaos 31 (2021).
2. J. Song*, S. Kim, T. C. Park, B-J. Cha, D. H. Lim, J. S. Hong, T. W. Lee, S. J. Song, Non-axisymmetric flows and rotordynamic forces in an eccentric shrouded centrifugal compressor—Part 1: Measurement, J. Eng. Gas Turbines Power 141 (2019).
1. S-D. Oh, Y. Lee, Y. Yoo, J. Kim, S. Kim, S. J. Song, H-Y. Kwak*, A support strategy for the promotion of photovoltaic uses for residential houses in Korea, Energ. Policy 53 (2013).
