Enhancing deep learning of ammonia/natural gas combustion kinetics via physics-aware data augmentation and scale separation
Fuente:
arXiv
Saved in:
| Main Authors: | Xiao, Ke, Xu, Yangchen, Li, Han, Chen, Zhi X. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Preliminary Assessment of Coding Agents for CFD Workflows
by: Xiao, Ke, et al.
Published: (2026)
by: Xiao, Ke, et al.
Published: (2026)
Towards LLM-enabled autonomous combustion research: A literature-aware agent for self-corrective modeling workflows
by: Xiao, Ke, et al.
Published: (2026)
by: Xiao, Ke, et al.
Published: (2026)
Rush-to-equilibrium concept for minimizing reactive nitrogen emissions in ammonia combustion
by: Colmán, Hernando Maldonado, et al.
Published: (2025)
by: Colmán, Hernando Maldonado, et al.
Published: (2025)
Graphics Processing Unit/Artificial Neural Network-accelerated large-eddy simulation of turbulent combustion: Application to swirling premixed flames
by: Zhang, Min, et al.
Published: (2024)
by: Zhang, Min, et al.
Published: (2024)
Evaluation of flamelet-based models for liquid ammonia combustion in a temporally evolving mixing layer
by: An, Zhenhua, et al.
Published: (2023)
by: An, Zhenhua, et al.
Published: (2023)
Mixed data-source transfer learning for a turbulence model augmented physics-informed neural network
by: Toma, Christian, et al.
Published: (2026)
by: Toma, Christian, et al.
Published: (2026)
A unified gas-kinetic framework from Boltzmann to Navier-Stokes scales
by: Guo, Zhaoli, et al.
Published: (2025)
by: Guo, Zhaoli, et al.
Published: (2025)
Explainable deep learning reveals the physical mechanisms behind the turbulent kinetic energy equation
by: Alcántara-Ávila, Francisco, et al.
Published: (2026)
by: Alcántara-Ávila, Francisco, et al.
Published: (2026)
Active flow control of a turbulent separation bubble through deep reinforcement learning
by: Font, Bernat, et al.
Published: (2024)
by: Font, Bernat, et al.
Published: (2024)
Unified gas-kinetic scheme for reactive flow with multi-scale transport and chemical non-equilibrium
by: Wei, Yufeng, et al.
Published: (2024)
by: Wei, Yufeng, et al.
Published: (2024)
Influence of ammonia-water fog formation on ammonia dispersion from a liquid spill
by: Skarsvåg, Hans Langva, et al.
Published: (2024)
by: Skarsvåg, Hans Langva, et al.
Published: (2024)
An implicit gas-kinetic scheme for internal and external flows
by: Zhang, Yue, et al.
Published: (2025)
by: Zhang, Yue, et al.
Published: (2025)
Scale-by-scale kinetic energy budgets in multiphase turbulence
by: Thiesset, Fabien, et al.
Published: (2025)
by: Thiesset, Fabien, et al.
Published: (2025)
An efficient discrete unified gas kinetic scheme for strongly inhomogeneous fluids at the nanoscale
by: Liu, Huipeng, et al.
Published: (2025)
by: Liu, Huipeng, et al.
Published: (2025)
A unified gas-kinetic wave-particle method for multiscale binary-species gas mixtures
by: Cao, Junzhe, et al.
Published: (2026)
by: Cao, Junzhe, et al.
Published: (2026)
Multi-scale flow analysis for scale-aware urban-canopy models
by: Huang, Jingzi, et al.
Published: (2026)
by: Huang, Jingzi, et al.
Published: (2026)
Strategies for energy-efficient flow control leveraging deep reinforcement learning
by: Jia, Wang, et al.
Published: (2024)
by: Jia, Wang, et al.
Published: (2024)
Jet mixing enhancement with Bayesian optimization, deep learning, and persistent data topology
by: Li, Yiqing, et al.
Published: (2023)
by: Li, Yiqing, et al.
Published: (2023)
Passive scalar dispersion along porous stratum with natural convection
by: Hu, Chenglong, et al.
Published: (2025)
by: Hu, Chenglong, et al.
Published: (2025)
Intermittency of inter-scale kinetic energy transfer and of energy exchange between internal and kinetic energy in turbulent premixed flames
by: Sabelnikov, Vladimir A., et al.
Published: (2024)
by: Sabelnikov, Vladimir A., et al.
Published: (2024)
Kinetic representation of the unified gas-kinetic wave-particle method and beyond
by: Guo, Zhaoli, et al.
Published: (2024)
by: Guo, Zhaoli, et al.
Published: (2024)
A molecular-kinetic hypothesis on the mechanics of compressible gas flow at low Mach numbers
by: Abramov, Rafail V.
Published: (2024)
by: Abramov, Rafail V.
Published: (2024)
Scale-by-scale kinetic energy flux calculations in simulations of rotating convection
by: Lemm, Youri H., et al.
Published: (2025)
by: Lemm, Youri H., et al.
Published: (2025)
Transport and modeling of subgrid-scale turbulent kinetic energy in channel flows
by: Inagaki, Kazuhiro, et al.
Published: (2021)
by: Inagaki, Kazuhiro, et al.
Published: (2021)
Model of incompressible turbulent flows via a kinetic theory
by: Xin, Ziyang, et al.
Published: (2025)
by: Xin, Ziyang, et al.
Published: (2025)
MSPINN: Multiple scale method integrated physics-informed neural networks for reconstructing transient natural convection
by: Ohashi, Nagahiro, et al.
Published: (2024)
by: Ohashi, Nagahiro, et al.
Published: (2024)
Nonequilibrium flow simulations using unified gas-kinetic wave-particle method
by: Long, Wenpei, et al.
Published: (2023)
by: Long, Wenpei, et al.
Published: (2023)
Convergent series of Stokes wave of arbitrary height in deep water via machine learning
by: Lin, Chong, et al.
Published: (2025)
by: Lin, Chong, et al.
Published: (2025)
Bounce or coalescence : a physical learning frame
by: Xu, J. H., et al.
Published: (2026)
by: Xu, J. H., et al.
Published: (2026)
Subharmonic instability of large-scale wavy structures in two-dimensional channels
by: Han, An-Xiao, et al.
Published: (2026)
by: Han, An-Xiao, et al.
Published: (2026)
Machine learning enhanced multi-particle tracking in solid fuel combustion
by: Chen, Haowen, et al.
Published: (2024)
by: Chen, Haowen, et al.
Published: (2024)
High-order gas-kinetic scheme for numerical simulations of wind turbine with nacelle and tower using ALM and IBM
by: Huo, Pengyu, et al.
Published: (2026)
by: Huo, Pengyu, et al.
Published: (2026)
Conserved discrete unified gas-kinetic scheme with unstructured discrete velocity space
by: Chen, Jianfeng, et al.
Published: (2019)
by: Chen, Jianfeng, et al.
Published: (2019)
Sloshing suppression with a controlled elastic baffle via deep reinforcement learning and SPH simulation
by: Ye, Mai, et al.
Published: (2025)
by: Ye, Mai, et al.
Published: (2025)
An implicit adaptive unified gas-kinetic scheme for steady-state solutions of non-equilibrium flows
by: Long, Wenpei, et al.
Published: (2024)
by: Long, Wenpei, et al.
Published: (2024)
High-flexibility reconstruction of small-scale motions in wall turbulence using a generalized zero-shot learning
by: Wu, Haokai, et al.
Published: (2024)
by: Wu, Haokai, et al.
Published: (2024)
A progressive data-augmented RANS model for enhanced wind-farm simulations
by: Amarloo, Ali, et al.
Published: (2024)
by: Amarloo, Ali, et al.
Published: (2024)
Effects of preferential concentration on the combustion of iron particles -- A numerical study with homogeneous isotropic turbulence
by: Hemamalini, Shyam, et al.
Published: (2026)
by: Hemamalini, Shyam, et al.
Published: (2026)
Improving turbulence control through explainable deep learning
by: Beneitez, Miguel, et al.
Published: (2025)
by: Beneitez, Miguel, et al.
Published: (2025)
A wall model for separated flows: embedded learning to improve a posteriori performance
by: Zhou, Zhideng, et al.
Published: (2024)
by: Zhou, Zhideng, et al.
Published: (2024)
Similar Items
-
A Preliminary Assessment of Coding Agents for CFD Workflows
by: Xiao, Ke, et al.
Published: (2026) -
Towards LLM-enabled autonomous combustion research: A literature-aware agent for self-corrective modeling workflows
by: Xiao, Ke, et al.
Published: (2026) -
Rush-to-equilibrium concept for minimizing reactive nitrogen emissions in ammonia combustion
by: Colmán, Hernando Maldonado, et al.
Published: (2025) -
Graphics Processing Unit/Artificial Neural Network-accelerated large-eddy simulation of turbulent combustion: Application to swirling premixed flames
by: Zhang, Min, et al.
Published: (2024) -
Evaluation of flamelet-based models for liquid ammonia combustion in a temporally evolving mixing layer
by: An, Zhenhua, et al.
Published: (2023)