Molecule Transferability Problem
Submitted by site admin on Wed, 2010-02-17 21:03.
Objective
Test the transferability of a force field between similar molecules for a given
property.
Challenge
For the following molecules:
(i) 1,4-butanediol
(ii) 1,3-butanediol
(iii) 1,2-butanediol
(iv) 2-methyl-1,3-propanediol
(v) 1,2,4-butanetriol
Compute the low-strain rate limit (Newtonian) viscosity at the following state
points:
(a) T = 373K, P=0.1MPa
(b) T = 373K, P=250MPa
Rules of the game
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The force field employed must be capable of describing
the interactions of each of the molecules in a consistent manner. The same
force field must be used in all calculations.
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Any force field previously published in the open
literature prior to the announcement of this challenge is acceptable, as
long as its development adheres to the condition above.
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Force fields may be parameterized using any physical
property data (including viscosity) describing alkanes or alcohols with the
following exception: no data
from diol, triol, or “n-ol” species may be used in the force field
development. This rule does not apply to force fields published in the
open literature prior to the announcement of the challenge.
-
Although the state points are specified at constant
pressure, there is no requirement to use constant pressure sampling for
calculations. However, if a constant density is used as an input as part of
the calculation, the entrant must demonstrate that the density selected is
consistent with the pressure of the target property estimation. In other
words, the density must be consistent with equation of state of the model
employed.
-
Estimates of uncertainty for computed viscosities must be
included.
-
Other methods – group contribution methods are acceptable
provided that the spirit of the above rules are followed with respect to
parameterization and application. Compliance will be determined on a
case by case basis.
Contest Scoring
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Quantitative Accuracy Metrics (50%)
1. At each state point, full credit will be awarded for predictions within
the uncertainty limit of 5% of the experimental value.
2. A linear interpolation of partial credit will be awarded for predictions
with an absolute deviation above the minimum threshold and a maximum of 40%.
No points will be awarded for prediction above the maximum deviation.
-
Relative Accuracy Metrics (50%) There are two categories
associated with relative measures of model performance, with scoring split
equally between the two.
Relative Ranking (25%)
1. For the predictions at the low
pressure state point (373K and 0.1MPa), the computed viscosities of each species
will be compared to the experimental values. The molecule that is in best
agreement to experiment will be used as a normalization of the remaining values
to determine relative viscosities. The relative ratios will be compared to the
corresponding normalized ratios using the experimental data. The quantity (eta/etaref)simulation
will receive full credit if it is within 5% of the corresponding quantity (eta/etaref)expt
. As in the quantitative accuracy section, similar partial credit will be
awarded on a sliding scale.
Relative Viscosity increase (25%)
2. The relative rise in
viscosity with pressure from simulation will be compared to the corresponding
experimental values by computing the quantity (eta[250MPa]/eta[0.1MPa]). Full credit
is awarded if the simulation and experimental quantities are within 5% of each
other; similar partial credit will be awarded on a sliding scale.
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Molecule Problem
Scoring Spreadsheet (MS Excel file)
Other entry guidelines
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A submission for this challenge problem is to be in the
form of a manuscript suitable for submission to a refereed, archival,
scientific journal. The manuscript must contain sufficient detail about the
simulation method and about the force field so that an experienced simulator
could reproduce the results without requiring access to proprietary
information. In particular, all potential parameters and molecule geometry
parameters must be explicitly specified in the manuscript. The results are
to be reported in SI units. A randomly selected subset of the submitted
predictions will be validated by the judges by reproducing the reported
calculations.
-
An analysis of the uncertainty in the calculated results
is required and must be included in the manuscript.
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Entries are expected to present results that are
statistically significant and to present sufficient supporting evidence to
establish this quality. Also, the scientific reasoning behind any new
(unpublished) force field parameterizations must be clearly spelled out in
the entry. If there is a consensus among the judges that an entry is of poor
quality (uses a method commonly accepted to be fundamentally flawed,
presents results that are not statistically significant, fails to provide
sufficient supporting data and details, violates the various rules and
guidelines established for the competition, or for any other reason would be
unlikely to be accepted by any peer-reviewed scientific journal in the
field), that entry will be rejected and will not be considered in the
judging.
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Entries that represent collaborations between multiple
research groups are welcomed.
Background
-
Viscosity is a fundamental transport property of primary
importance in lubrication, having a great impact on heat transfer, friction
and wear characteristics, and energy efficiency of lubricated contacts.
-
Fluids entrained in lubricated contacts of non-conforming
surfaces typically are compressed to very high pressures, in the range of 1
GPa or more. Experimental data describing viscosity at such pressures are
scarce, and are not easily predicted on the basis of viscosity data at
atmospheric pressure.
-
While real lubricants are typically of larger molecular
weight than the small molecules considered in this challenge, a force field
that successfully demonstrates the properties of transferability demanded in
this contest challenge could be used to predict the properties of larger
diol and triols of interest as potential lubricant basestock components.
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