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Discovering the Theoretical Limits of Oxygen Storage within Nanoporous Materials
Swanson School of Engineering
How much oxygen can
porous materials store?
WilmerLab Blake Dubé
Parameter min max
Unit cell (x,y,z) (Å) 14.81 52.39
σ (Å) 1.89 5.46
ε (m2kg/s2) 1.58 427.72
Number Density
(atoms/Å3)
0.00848 0.000013
Charge (e) -3 3
10000 hypothetical materials were generated by an algorithm that
randomly assigns values, within a range, for potential well-depth (ɛ),
radius of interaction (σ), number density, unit cell dimensions, and partial
charge. Lennard Jones (LJ) limits were selected to be 25% lower and
higher than values defined in the Universal Force Field (UFF).
Nanoporous materials present
an opportunity for improved
oxygen storage. Determining
a theoretical limit for the
maximum amount of oxygen
that can be stored in these
materials would accelerate the
discovery of new materials by
providing a narrowed material
space for researchers to
explore. Our approach uses
algorithmic design of
hypothetical materials to define
a theoretical limit for oxygen
storage within nanoporous
materials at 298 K and 30 bar.
Prediction of oxygen storage using
GCMC simulations
Oxygen reservoir
at 30 bar and 298 K
One possible configuration of
oxygen in a porous material
Algorithmic Design of Hypothetical Materials
Grand Canonical Monte Carlo (GCMC) simulations were
used to screen 10000 randomly generated hypothetical
materials for oxygen adsorption, helium void fraction (HVF),
and BET surface area at 30 bar and 298 K. The size of the
library was reduced from 10000 to 392 by lowering the
maximum allowable LJ parameters and partial charges in
the framework.
Dr. Chris Wilmer
Principal Investigator
Jenna GustafsonAlec Kaija
Hasan Babaei
Natalie Isenberg
Kutay Sezginel
Blake Dubé
Analysis of oxygen adsorption data suggests a theoretical limit for oxygen storage within porous materials of 600 cc/cc at 30 bar and 298K. Based on analysis of
adsorption data of 10000 hypothetical materials, storage beyond 600 cc/cc appears physically impossible, regardless of the material being used. Analysis of down-selected
libraries, with more conservative force-field parameters yields lower theoretical limits, may prove useful as storage targets for various applications. The 20% parameters library
had a maximum oxygen adsorption of 526 cc/cc and the 40% parameters library had a maximum of 376 cc/cc.
10000 materials
100% parameters
2615 materials
20% parameters
392 materials
40% parameters
University of Pittsburgh
(σ,ɛ)
35 Å
37 Å
38 Å
54 Å
AIChEPoster

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AIChEPoster

  • 1. Discovering the Theoretical Limits of Oxygen Storage within Nanoporous Materials Swanson School of Engineering How much oxygen can porous materials store? WilmerLab Blake Dubé Parameter min max Unit cell (x,y,z) (Å) 14.81 52.39 σ (Å) 1.89 5.46 ε (m2kg/s2) 1.58 427.72 Number Density (atoms/Å3) 0.00848 0.000013 Charge (e) -3 3 10000 hypothetical materials were generated by an algorithm that randomly assigns values, within a range, for potential well-depth (ɛ), radius of interaction (σ), number density, unit cell dimensions, and partial charge. Lennard Jones (LJ) limits were selected to be 25% lower and higher than values defined in the Universal Force Field (UFF). Nanoporous materials present an opportunity for improved oxygen storage. Determining a theoretical limit for the maximum amount of oxygen that can be stored in these materials would accelerate the discovery of new materials by providing a narrowed material space for researchers to explore. Our approach uses algorithmic design of hypothetical materials to define a theoretical limit for oxygen storage within nanoporous materials at 298 K and 30 bar. Prediction of oxygen storage using GCMC simulations Oxygen reservoir at 30 bar and 298 K One possible configuration of oxygen in a porous material Algorithmic Design of Hypothetical Materials Grand Canonical Monte Carlo (GCMC) simulations were used to screen 10000 randomly generated hypothetical materials for oxygen adsorption, helium void fraction (HVF), and BET surface area at 30 bar and 298 K. The size of the library was reduced from 10000 to 392 by lowering the maximum allowable LJ parameters and partial charges in the framework. Dr. Chris Wilmer Principal Investigator Jenna GustafsonAlec Kaija Hasan Babaei Natalie Isenberg Kutay Sezginel Blake Dubé Analysis of oxygen adsorption data suggests a theoretical limit for oxygen storage within porous materials of 600 cc/cc at 30 bar and 298K. Based on analysis of adsorption data of 10000 hypothetical materials, storage beyond 600 cc/cc appears physically impossible, regardless of the material being used. Analysis of down-selected libraries, with more conservative force-field parameters yields lower theoretical limits, may prove useful as storage targets for various applications. The 20% parameters library had a maximum oxygen adsorption of 526 cc/cc and the 40% parameters library had a maximum of 376 cc/cc. 10000 materials 100% parameters 2615 materials 20% parameters 392 materials 40% parameters University of Pittsburgh (σ,ɛ) 35 Å 37 Å 38 Å 54 Å