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James Koch
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Learning dominant physical processes with data-driven balance models
JL Callaham, JV Koch, BW Brunton, JN Kutz, SL Brunton
Nature communications 12 (1), 1016, 2021
732021
Modeling thermodynamic trends of rotating detonation engines
J Koch, JN Kutz
Physics of Fluids 32 (12), 2020
632020
Mode-locked rotating detonation waves: Experiments and a model equation
J Koch, M Kurosaka, C Knowlen, JN Kutz
Physical Review E 101 (1), 013106, 2020
462020
Rotating detonation engine using a wave generator and controlled mixing
JA Boening, EA Wheeler, JD Heath, JV Koch, AT Mattick, RE Breidenthal, ...
Journal of Propulsion and Power 34 (6), 1364-1375, 2018
312018
Multiscale physics of rotating detonation waves: Autosolitons and modulational instabilities
J Koch, M Kurosaka, C Knowlen, JN Kutz
Physical Review E 104 (2), 024210, 2021
202021
Influence of injector-to-annulus area ratio on rotating detonation engine operability
J Koch, L Chang, C Upadhye, K Chau, M Kurosaka, C Knowlen
AIAA Propulsion and Energy 2019 Forum, 4038, 2019
182019
NeuroMANCER: Neural modules with adaptive nonlinear constraints and efficient regularizations
A Tuor, J Drgona, E Skomski, J Koch, Z Chen, S Dernbach, CM Legaard, ...
URL https://github. com/pnnl/neuromancer, 2021
172021
Operating characteristics of a ch4/o2 rotating detonation engine in a backpressure controlled facility
J Koch, MR Washington, M Kurosaka, C Knowlen
AIAA Scitech 2019 Forum, 0475, 2019
162019
Data-driven surrogates of rotating detonation engine physics with neural ordinary differential equations and high-speed camera footage
J Koch
Physics of Fluids 33 (9), 2021
152021
Data-driven modeling of rotating detonation waves
A Mendible, J Koch, H Lange, SL Brunton, JN Kutz
Physical Review Fluids 6 (5), 050507, 2021
152021
Design and experiments of a continuous rotating detonation engine: a spinning wave generator and modulated fuel/oxidizer mixing
JA Boening, JD Heath, TJ Byrd, JV Koch, AT Mattick, RE Breidenthal, ...
52nd AIAA/SAE/ASEE Joint Propulsion Conference, 4966, 2016
122016
Data-driven modeling of nonlinear traveling waves<? A3B2 show [editpick]?>
J Koch
Chaos: An Interdisciplinary Journal of Nonlinear Science 31 (4), 043128, 2021
82021
Cryo-braking using penetrators for enhanced capabilities for the potential landing of payloads on icy solar system objects
RM Winglee, T Robinson, M Danner, J Koch
Acta Astronautica 144, 136-146, 2018
72018
Nonlinear dynamics of rotating detonation waves
J Koch
62020
Structural inference of networked dynamical systems with universal differential equations
J Koch, Z Chen, A Tuor, J Drgona, D Vrabie
Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (2), 2023
52023
NeuroMANCER: Neural Modules with Adaptive Nonlinear Constraints and Efficient Regularizations
J Drgona, A Tuor, J Koch, M Shapiro, D Vrabie
52023
Physics-informed machine learning of parameterized fundamental diagrams
J Koch, T Maxner, V Amatya, A Ranjbari, C Dowling
arXiv preprint arXiv:2208.00880, 2022
42022
A neural differential equation formulation for modeling atmospheric effects in hyperspectral images
J Koch, B Forland, T Doster, T Emerson
Algorithms, Technologies, and Applications for Multispectral and …, 2023
32023
Radial Injector Mixing Effects on Detonation Zone Position in Rotating Detonation Engine
C Knowlen, J Koch, M Kurosaka, M Washington
AIAA Propulsion and Energy 2019 Forum, 4131, 2019
22019
Neural lumped parameter differential equations with application in friction-stir processing
J Koch, WJ Choi, E King, D Garcia, H Das, T Wang, K Ross, ...
Journal of Intelligent Manufacturing, 1-11, 2024
12024
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