Improving robustness of kinetic models for steam reforming based on artificial neural networks and ab initio calculations
نویسندگان
چکیده
• Kinetic modeling for steam reforming of naphtha surrogates on NiMgAl catalyst. The model discrimination was conducted based artificial neural networks. Ab initio (DFT) calculations allow further refinements and corroborations. selected kinetic satisfactorily captures catalyst activity selectivity. validated a wider set operating conditions feedstocks. Steam hydrocarbons is will be, in the short-medium run, leading technology producing hydrogen. At same time, has large carbon footprint that can be decreased by implementing better models process intensification. In this work, we have developed methodology networks to fit improve robustness (hexane heptane) using derived from hydrotalcite precursors. We analyze several strategies obtain fittest discuss each. These include hydrocarbon reforming, water gas shift methanation reactions, differ mainly type adsorption term Langmuir-Hinshelwood formalism. energies calculated ab provide insights different mechanisms surface sites. validation range experimental real feeds (methane, naphtha, diesel vegetable oil). way, versatility proposed strengths weaknesses data-driven approach selection were proven.
منابع مشابه
Ab initio Calculations SWNTs and Investigation of Interaction Atoms of Oxygen with that by Computational Calculations
In this work, theoretical investigations on carbon nanotube with oxygen atom have been carried out by firstprinciplescalculations and density functional theory and hartree fock theory in 3-216 and 6-316 basis sets. Theinteraction energy of the oxygen atom to a CNT is calculated. The effects of this substitutions have beeninvestigated on the during transplantation (10,0) single-walled carbon nan...
متن کاملpKa predictions of some aniline derivatives by ab initio calculations
: In this work, different levels of theory containing HF, B3LYP, and MP2 with different basis sets such as 6-31G, 6-31G*, 6-311G, 6-311+G, 6-31+G*, 6-31+G are used to predict relative acidity constants of some aniline derivatives. Three different kinds of radii containing UAHF, Bondi, and Pauling are used to study how cavity forms change acidity constants. In all cases, DPCM model is used to si...
متن کاملSet of molecular models based on quantum mechanical ab initio calculations and thermodynamic data.
A parametrization strategy for molecular models on the basis of force fields is proposed, which allows a rapid development of models for small molecules by using results from quantum mechanical (QM) ab initio calculations and thermodynamic data. The geometry of the molecular models is specified according to the atom positions determined by QM energy minimization. The electrostatic interactions ...
متن کاملMechanistic Kinetic Models for Steam Reforming of Concentrated Crude Ethanol on Ni/al2o3 Catalyst
Mechanistic kinetic models were postulated for the catalytic steam reforming of concentrated crude ethanol on a Ni-based commercial catalyst at atmosphere pressure in the temperature range of 673-863 K, and at different catalyst weight to the crude ethanol molar flow rate ratio (in the range 0.9645-9.6451 kg catalyst h/kg mole crude ethanol) in a stainless steel packed bed tubular microreactor....
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Chemical Engineering Journal
سال: 2022
ISSN: ['1873-3212', '1385-8947']
DOI: https://doi.org/10.1016/j.cej.2021.133201