Results 61 to 70 of about 17,173,168 (192)

FRECKLL: Full and Reduced Exoplanet Chemical Kinetics DistiLLed

open access: yesThe Astrophysical Journal
We introduce a new Python 1D chemical kinetic code, Full and Reduced Exoplanet Chemical Kinetics distiLLed ( FRECKLL ), to evolve large chemical networks efficiently.
Ahmed Faris Al-Refaie   +3 more
doaj   +1 more source

Thermodynamics of random reaction networks. [PDF]

open access: yesPLoS ONE, 2015
Reaction networks are useful for analyzing reaction systems occurring in chemistry, systems biology, or Earth system science. Despite the importance of thermodynamic disequilibrium for many of those systems, the general thermodynamic properties of ...
Jakob Fischer   +2 more
doaj   +1 more source

Moment fitting for parameter inference in repeatedly and partially observed stochastic biological models.

open access: yesPLoS ONE, 2012
The inference of reaction rate parameters in biochemical network models from time series concentration data is a central task in computational systems biology.
Philipp Kügler
doaj   +1 more source

Neural-network Chemical Emulator for First-star Formation: Robust Iterative Predictions Over a Wide Density Range

open access: yesThe Astrophysical Journal
We present a neural-network emulator for the thermal and chemical evolution in Population III star formation. The emulator accurately reproduces the thermochemical evolution over a wide density range spanning 21 orders of magnitude (10 ^−3 –10 ^18 cm ^−3
Sojun Ono, Kazuyuki Sugimura
doaj   +1 more source

Uncoupled analysis of stochastic reaction networks in fluctuating environments. [PDF]

open access: yesPLoS Computational Biology, 2014
The dynamics of stochastic reaction networks within cells are inevitably modulated by factors considered extrinsic to the network such as, for instance, the fluctuations in ribosome copy numbers for a gene regulatory network. While several recent studies
Christoph Zechner, Heinz Koeppl
doaj   +1 more source

Physics-informed machine learning for automatic model reduction in chemical reaction networks

open access: yesScientific Reports
Physics-informed machine learning bridges the gap between the high fidelity of mechanistic models and the adaptive insights of artificial intelligence. In chemical reaction network modeling, this synergy proves valuable, addressing the high computational
Joseph Pateras   +4 more
doaj   +1 more source

Physics-constrained machine learning for reduced composition space chemical kinetics

open access: yesData-Centric Engineering
Modeling detailed chemical kinetics is a primary challenge in combustion simulations. We present a novel framework to enforce physical constraints, specifically total mass and elemental conservation, during the reaction of ML models’ training for the ...
Anuj Kumar, Tarek Echekki
doaj   +1 more source

ABC(SMC)$$^2$$: Simultaneous Inference and Model Checking of Chemical Reaction Networks [PDF]

open access: yes, 2020
We present an approach that simultaneously infers model parameters while statistically verifying properties of interest to chemical reaction networks, which we observe through data and we model as parametrised continuous-time Markov Chains. The new approach simultaneously integrates learning models from data, done by likelihood-free Bayesian inference,
Molyneux, GW, Abate, A
openaire   +2 more sources

Basal State Calibration of a Chemical Reaction Network Model for Autophagy

open access: yesInternational Journal of Molecular Sciences
The modulation of autophagy plays a dual role in tumor cells, with the potential to both promote and suppress tumor proliferation. In order to gain a deeper understanding of the nature of autophagy, we have developed a chemical reaction kinetic model of autophagy and apoptosis based on the mass action kinetic models that have been previously described ...
Bence Hajdú, Orsolya Kapuy, Tibor Nagy
openaire   +2 more sources

Port-Hamiltonian modeling of non-isothermal chemical reaction networks [PDF]

open access: yesJournal of Mathematical Chemistry, 2018
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Wang, Li   +2 more
openaire   +4 more sources

Home - About - Disclaimer - Privacy