Note: This post will be moved to Force Field / FF releases / Parsley minor release(s) once it is ready to be shared.
Fitting Data and Results
Fitting targets: 2nd generation training sets (link for the details of the training set generation scheme: http://doi.org/10.5281/zenodo.3777278)
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Direct parameter comparison has found no significant differences in equilibrium bond lengths and equilibrium angles while showing notable differences in k values of some angle/ torsion parameters.
Angle terms with significant different final k values between RC1 and RC2:
a6
([#1:1]-[*;r3:2]~;!@[*:3]
, k value in SMIRNOFF99Frosst: 100 kcal/mol/radian2)a3
([*;r3:1]1~;@[*;r3:2]~;@[*;r3:3]1
, k value in SMIRNOFF99Frosst: 200 kcal/mol/radian2)a15
([#8X1:1]~[#6X3:2]~[#8:3]
, k value in SMIRNOFF99Frosst: 126 kcal/mol/radian2)
: Based solely on my intuition without no strong evidence, RC2 angle k values for the angle terms(doesn’t change much from 1.1.0 during the optimzation) seem physical; 400kcal/mol/radian2 for angle seems too large compare to other angle k values. Final gradients for the angle k values are also higher in RC1 (a6
: 5.580e+00
, a15
: 4.750e+00
) compared to the gradients in RC2 (a6
: 1.599e+00
, a15
: 1.391e+00
)
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: But scatter plot seems slight better in RC1. Also one thing I noticed is that due to the larger equilibrium angle over QM angle values in v1.1.0, RC2 which used v1.1.0 as its initial guess also ended up having large equilibrium value (~ 135 degree) compared to the resulting equilibrium value in RC1 ( ~ 129 degree). ( The optimization issue about resulting in final equilibrium values substantially off from QM values is one of the known problems that we are currently working on. )
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But it seems like having final equilibrium angle different with the angles in QM optimized geometries are not always frustrating. Here’s one example of it. Having larger equilibrium angle (~ 147 degree. ~ 110 degree in QM optmized geometries) for a38
is found to be benefitial in locating hydroxyl hydrogen in phosphono group far away enough from its neighboring oxygens, preventing unphysical intermolecular H-bonding.
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Torsion terms with significant different final k values between RC1 and RC2:
t146
,t147
: 6 periodicitiest15
([*:1]-[#6X4;r3:2]-@[#6X4;r3:3]-[*:4]
),t16
([#6X4;r3:1]-[#6X4;r3:2]-[#6X4;r3:3]-[*:4]
): in-ring rotation
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Specific improvement in certain functional groups(phosphono group, sulfamate acetate) found in RC1 is also shown in RC2.
TODO: revert WRMSE → objective value
TODO: implementation of RMSE calculation from FB output
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QM optimized geometry of CC(O)([P@@](=O)(O)[O-])[P@](=O)(O)[O-]. ( orange: MM optimized geometry with v1.1.0 force field, green: v1.2.0-RC1 force field, magenta: v1.2.0-RC2 force field)
(4) v1.2.0-RC1 vs. v1.2.0-RC2: Relative energies between conformers at “QM optimized geometries”
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