NeuralPDR: Neural Differential Equations as surrogate models for Photodissociation Regions
Fuente:
arXiv
Saved in:
| Main Authors: | Vermariën, Gijs, Bisbas, Thomas G., Viti, Serena, Zhao, Yue, Tang, Xuefei, Ravichandran, Rahul |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
3D-PDR Orion dataset and NeuralPDR: Neural Differential Equations for Photodissociation Regions
by: Vermariën, Gijs, et al.
Published: (2024)
by: Vermariën, Gijs, et al.
Published: (2024)
Understanding molecular ratios in the carbon and oxygen poor outer Milky Way with interpretable machine learning
by: Vermariën, Gijs, et al.
Published: (2025)
by: Vermariën, Gijs, et al.
Published: (2025)
One-dimensional and time-dependent modelling of complex organic molecules in protostars
by: Tram, Le Ngoc, et al.
Published: (2026)
by: Tram, Le Ngoc, et al.
Published: (2026)
Carbox: an end-to-end differentiable astrochemical simulation framework
by: Vermariën, Gijs, et al.
Published: (2025)
by: Vermariën, Gijs, et al.
Published: (2025)
Testing the Physical Parameter Constraining Power of HCN and HNC with Neural Networks
by: Behrens, Erica, et al.
Published: (2026)
by: Behrens, Erica, et al.
Published: (2026)
The Resolved Structure of a Low Metallicity Photodissociation Region
by: Clark, Ilyse Y., et al.
Published: (2025)
by: Clark, Ilyse Y., et al.
Published: (2025)
CHEMOUT: CHEMical complexity in star-forming regions of the OUTer Galaxy. V. Chemical composition gradients as a function of the galactocentric radius
by: Gigli, D., et al.
Published: (2025)
by: Gigli, D., et al.
Published: (2025)
A sensitivity analysis of interstellar ice chemistry in astrochemical models
by: Dijkhuis, Tobias M., et al.
Published: (2025)
by: Dijkhuis, Tobias M., et al.
Published: (2025)
Tracing the layers of Photodissociated gas in Trifid Nebula
by: Mookerjea, Bhaswati, et al.
Published: (2024)
by: Mookerjea, Bhaswati, et al.
Published: (2024)
CHEMOUT: CHEMical complexity in star-forming regions of the OUTer Galaxy. IV. ALMA observations of organic species at Galactocentric radius ~23 kpc
by: Fontani, F., et al.
Published: (2024)
by: Fontani, F., et al.
Published: (2024)
Ionized Carbon in Galaxies: The [C II] 158 $μ$m Line as a Total Molecular Gas Mass Tracer Revisited
by: Zhao, Yinghe, et al.
Published: (2024)
by: Zhao, Yinghe, et al.
Published: (2024)
Detection of antifreeze molecule ethylene glycol in the hot molecular core G358.93$-$0.03 MM1
by: Manna, Arijit, et al.
Published: (2024)
by: Manna, Arijit, et al.
Published: (2024)
High-energy astrochemistry in the molecular interstellar medium
by: Gaches, Brandt A. L., et al.
Published: (2025)
by: Gaches, Brandt A. L., et al.
Published: (2025)
A graph-based Neural Network surrogate model for accelerating semi-analytical model of galaxy formation and evolution
by: Li, Xuejie, et al.
Published: (2026)
by: Li, Xuejie, et al.
Published: (2026)
Hydrodynamic simulations of the Disc of Gas Around Supermassive black holes (HDGAS) -II; The transition from neutral atomic to molecular gas phases
by: Raouf, Mojtaba, et al.
Published: (2025)
by: Raouf, Mojtaba, et al.
Published: (2025)
Turbulent Diffuse Molecular Media with Non-ideal Magnetohydrodynamics and Consistent Thermochemistry: Numerical Simulations and Dynamic Characteristics
by: Yue, Nannan, et al.
Published: (2024)
by: Yue, Nannan, et al.
Published: (2024)
JWST observations of photodissociation regions III. Dust modelling at the illuminated edge of the Horsehead PDR
by: Elyajouri, M., et al.
Published: (2025)
by: Elyajouri, M., et al.
Published: (2025)
ALMA uncovers optically thin and multi-component CO gas in the outflowing circumnuclear disk of NGC1068
by: Zhang, Yuze, et al.
Published: (2025)
by: Zhang, Yuze, et al.
Published: (2025)
The origin and evolution of the [CII] deficit in HII regions and star-forming molecular clouds
by: Ebagezio, Stefano, et al.
Published: (2024)
by: Ebagezio, Stefano, et al.
Published: (2024)
A new analytic approach to infer the cosmic-ray ionization rate in hot molecular cores from HCO$^+$, N$_2$H$^+$, and CO observations
by: Luo, Gan, et al.
Published: (2024)
by: Luo, Gan, et al.
Published: (2024)
Tight correlation of star formation with [Ci] and CO lines across cosmic time
by: Topkaras, Theodoros, et al.
Published: (2025)
by: Topkaras, Theodoros, et al.
Published: (2025)
A new measurement of the Galactic $^{12}$C/$^{13}$C gradient from sensitive HCO$^+$ absorption observations
by: Luo, Gan, et al.
Published: (2024)
by: Luo, Gan, et al.
Published: (2024)
New Estimate for the Cosmic Ray-Induced $\rm H_2$ Photodissociation Rate in the Interstellar Medium
by: Sipilä, O., et al.
Published: (2026)
by: Sipilä, O., et al.
Published: (2026)
Radiation magnetohydrodynamics simulations of Population III star formation during the Epoch of Reionization
by: van Veenen, Lisanne, et al.
Published: (2025)
by: van Veenen, Lisanne, et al.
Published: (2025)
Investigating solid-state CH3OH formation with chemical modelling
by: Huang, K. -Y., et al.
Published: (2025)
by: Huang, K. -Y., et al.
Published: (2025)
A multi-scale investigation into the diagnostic potential of the HCN/HCO$^+$ ratio for AGN and starburst activity in nearby galaxies
by: Butterworth, J., et al.
Published: (2025)
by: Butterworth, J., et al.
Published: (2025)
Systematic selection of surrogate models for nonequilibrium chemistry
by: Janssen, Robin, et al.
Published: (2026)
by: Janssen, Robin, et al.
Published: (2026)
Neural Infalling Cloud Equations (NICE): Increasing the Efficacy of Subgrid Models and Scientific Equation Discovery using Neural ODEs and Symbolic Regression
by: Tan, Brent
Published: (2024)
by: Tan, Brent
Published: (2024)
Chemical templates of the Central Molecular Zone. Shock and protostellar object signatures under Galactic Center conditions
by: Dutkowska, Katarzyna M., et al.
Published: (2025)
by: Dutkowska, Katarzyna M., et al.
Published: (2025)
The CO-dark molecular gas in the cold HI arc
by: Luo, Gan, et al.
Published: (2024)
by: Luo, Gan, et al.
Published: (2024)
Generalization from Low- to Moderate-Resolution Spectra with Neural Networks for Stellar Parameter Estimation: A Case Study with DESI
by: Zhao, Xiaosheng, et al.
Published: (2026)
by: Zhao, Xiaosheng, et al.
Published: (2026)
Estimating Orbital Parameters of Direct Imaging Exoplanet Using Neural Network
by: Liang, Bo, et al.
Published: (2025)
by: Liang, Bo, et al.
Published: (2025)
Neural Network Constraints on the Cosmic-Ray Ionization Rate and Other Physical Conditions in NGC 253 with ALCHEMI Measurements of HCN and HNC
by: Behrens, Erica, et al.
Published: (2024)
by: Behrens, Erica, et al.
Published: (2024)
Metallicity dependence of the CO-to-H$_2$ and the [CI]-to-H$_2$ conversion factors in galaxies
by: Bisbas, Thomas G., et al.
Published: (2025)
by: Bisbas, Thomas G., et al.
Published: (2025)
Multi-transition study of methanol towards NGC 1068 with ALMA
by: Huang, K. -Y., et al.
Published: (2024)
by: Huang, K. -Y., et al.
Published: (2024)
Classification of HI Galaxy Profiles Using Unsupervised Learning and Convolutional Neural Networks: A Comparative Analysis and Methodological Cases of Studies
by: Jaimes-Illanes, Gabriel, et al.
Published: (2025)
by: Jaimes-Illanes, Gabriel, et al.
Published: (2025)
Disentangling stellar atmospheric parameters in astronomical spectra using Generative Adversarial Neural Networks
by: Manteiga, Minia, et al.
Published: (2025)
by: Manteiga, Minia, et al.
Published: (2025)
Estimate Sonic Mach Number in the Interstellar Medium with Convolutional Neural Network
by: Schmaltz, Tyler, et al.
Published: (2024)
by: Schmaltz, Tyler, et al.
Published: (2024)
Gas dynamics in an AGN-host galaxy at $z\simeq2.6$: regular rotation, non-circular motions, and mass models
by: Lin, Lingrui, et al.
Published: (2024)
by: Lin, Lingrui, et al.
Published: (2024)
HI terminal velocity curves -- Lessons learned from N-body/hydrodynamic `surrogate' models of the Milky Way
by: Davis, Hillary, et al.
Published: (2025)
by: Davis, Hillary, et al.
Published: (2025)
Similar Items
-
3D-PDR Orion dataset and NeuralPDR: Neural Differential Equations for Photodissociation Regions
by: Vermariën, Gijs, et al.
Published: (2024) -
Understanding molecular ratios in the carbon and oxygen poor outer Milky Way with interpretable machine learning
by: Vermariën, Gijs, et al.
Published: (2025) -
One-dimensional and time-dependent modelling of complex organic molecules in protostars
by: Tram, Le Ngoc, et al.
Published: (2026) -
Carbox: an end-to-end differentiable astrochemical simulation framework
by: Vermariën, Gijs, et al.
Published: (2025) -
Testing the Physical Parameter Constraining Power of HCN and HNC with Neural Networks
by: Behrens, Erica, et al.
Published: (2026)