Numerical Integration in Density Functional Theory (DFT)

 
Numerical Integration in
DFT
 
Patrick Tamukong
The Kilina Group
Chemistry & Biochemistry, NDSU
The Eigenvalue Problem in DFT
In DFT, we seek
 
where the energy functional is
 
and the electron density is subject to the constraints
Due to the analytical complexity of exchange and
correlation energy formulas, integrations are performed
numerically
2
 
Partitioning of the Integral
 
Express the integral as a sum over atomic centers
 
where
 
Partition or weight function
 
Function to be integrated
 
for any
 
The partition or weight function fulfills the conditions
 
3
 
Integral at Atomic Center
 
Each integral at atomic centers is approximated as a sum of
shell integrals over a series of concentric spheres centered
at the nucleus of the atom
 
The function to be integrated is
 
4
 
where
 
integration over shell of radius
 
Surface element in
spherical coordinates
 
The Partition Function
 
The partition function or nuclear weight at a given point is
 
The             are hyperbolic coordinates defined as
 
5
 
where
 
is the unnormalized cell
function of atom A, composed
of independent pair
contributions
 
The Cell Function
 
It must be close to unity near nucleus A and close to zero
near other nuclei, thus the contribution between atoms A
and B,                , decreases monotonically as follows
 
                 is subject to the conditions
 
6
 
Gräfenstein, J.; Cremer, D. 
J. Chem. Phys.
 
2007
, 
127
, 164113.
 
Becke’s Definition of The Cell Function
 
According to Becke
 
Becke found k = 3 to be the optimum value for a sufficiently
well-behaved                  . Since                          , it follows
that
 
7
 
Becke, A. D. 
J. Chem. Phys.
 
1988
, 
88
, 2547.
 
Where the polynormials              are such that
 
Properties of the Hyperbolic Coordinates
 
Consider
 
Using the cosine rule
 
8
 
Tamukong, P. K. 
Extension and
 
Applications of GVVPT2 to the Study of Transition
Metals
. Ph.D. Dissertation, University of North Dakota, Grand Forks, ND, 
2014
(
http://gradworks.umi.com/36/40/3640951.html
).
 
Properties of the Hyperbolic Coordinates
 
Thus                         only within a sphere of radius
 
At a fixed radius       of a given sphere around atom A,
   and               are even functions of the angle
 
9
 
Tamukong, P. K. 
Extension and
 
Applications of GVVPT2 to the Study of Transition
Metals
. Ph.D. Dissertation, University of North Dakota, Grand Forks, ND, 
2014
(
http://gradworks.umi.com/36/40/3640951.html
).
 
that is
 
iff
 
From
 
Properties of the Hyperbolic Coordinates
 
Thus                 has its maximum at                and minimum
at
 
Meanwhile                     has its maximum on the sphere
 
10
 
when
 
and minimum when
 
Alternative Definition of Cell Function
 
Stratmann et al. alternatively define the cell function as
 
11
 
Where         is a piece-wise odd function defined as
 
Stratmann, R. E.; Scuseria, G. E.; Frisch, M. J. 
Chem. Phys. Lett
. 
1996
,
257
, 213.
 
Alternative Definition of Cell Function
 
Within the limits                       , the function           is
subject to the constraints
 
12
 
The function              has zero second and third order
derivatives at                and leads to
 
The Stratmann et al. cell function satisfies
 
reliably
 
from the requirement that the derivatives of the Becke and
Stratmann cell functions coincide at
 
Selection of Significant Functions
 
In performing integrations, advantage is taken of the fast
decaying nature of Gaussian atomic orbitals such that for
each grid point, only such functions that are numerically
significant (according to a user-specified criterion,   ) are
considered
 
13
 
For grid point      , a set      of significant functions       is
chosen which satisfies
 
radius of considered sphere
 
ε
 
Selection of Significant Functions
 
To maximize computational efficiency, blocks of grid
points are used, e.g., a sphere of grid points with a set of
significant basis functions
 
14
 
if
 
for some
 
Thank You
 
15
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The application of numerical integration techniques in Density Functional Theory (DFT) is crucial for solving the Eigenvalue Problem and evaluating energy functionals. This involves partitioning integrals, approximating integrals at atomic centers, defining partition functions, and ensuring cell functions meet specific conditions for accurate calculations in DFT.

  • Numerical Integration
  • Density Functional Theory
  • DFT
  • Energy Functionals
  • Atomic Centers

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  1. Numerical Integration in DFT Patrick Tamukong The Kilina Group Chemistry & Biochemistry, NDSU

  2. The Eigenvalue Problem in DFT In DFT, we seek = E Min E 0 v N where the energy functional is F ( ) ( ) r ( ) ( ) r r = + = + + E v r d r Min T V v r d v ee and the electron density is subject to the constraints ( ) r ( ) r 2 1 = 0 d r N d r 2 Due to the analytical complexity of exchange and correlation energy formulas, integrations are performed numerically 2

  3. Partitioning of the Integral Express the integral as a sum over atomic centers = I A I A Function to be integrated ( ) ( F ) r d ( ) r F ( ) ( ) F r where A A A = = = = + + I I r d w r r d w r R r R A A A A A A A A Partition or weight function The partition or weight function fulfills the conditions ( ) r ( ) 1 r = 3 wA 0 w R r for any A A 3

  4. Integral at Atomic Center Each integral at atomic centers is approximated as a sum of shell integrals over a series of concentric spheres centered at the nucleus of the atom ( ) A r A = 2 I 4 F r r d A A A 0 1 where ( ) A r ( ( ) s ) = F f r d s ( ) A A A = d s sin d d 4 A A A A A r Surface element in spherical coordinates integration over shell of radius The function to be integrated is ( ) ( ) ( ( ) s ) ( ) s ( ) s = + + f r w R r F R r 4 A A A A A A A

  5. The Partition Function The partition function or nuclear weight at a given point is ( ) ( ) r p B ( ) ( ) ( ) A B function of atom A, composed of independent pair contributions ( ) r AB = ( ) r ( ) ( ) r p p r = = w r A A A z B is the unnormalized cell = p r s r where A AB ( ( ) r ) s AB The are hyperbolic coordinates defined as r r R r R r r ( ) A B = A R B AB R AB AB ( ) R ( ) 1 R B ( ) r 3 = R 1 r = 1 5 AB AB A AB

  6. The Cell Function It must be close to unity near nucleus A and close to zero near other nuclei, thus the contribution between atoms A and B, , decreases monotonically as follows is subject to the conditions ( ) ( ) r s AB ( ) 1 ds ( ) ( ) 1 1 = = ds s 0 0 s 1 1 s 0 = 0 d d = 1 Gr fenstein, J.; Cremer, D. J. Chem. Phys.2007, 127, 164113. 6

  7. Beckes Definition of The Cell Function According to Becke 1 1 ( ) ( ) = s p k 2 ( ) pk Where the polynormials are such that ( ) ( ) 3 1 = ( ) p p p = 3 p + k 1 k 1 2 2 Becke found k = 3 to be the optimum value for a sufficiently well-behaved . Since , it follows that ( ) p 1 2 ( ) - ( ) ( ( ) r ) = p p s AB 3 3 1 ( ) ( ) = + = s 1 s 3 Becke, A. D. J. Chem. Phys.1988, 88, 2547. 7

  8. Properties of the Hyperbolic Coordinates Consider r r ( ) r = 1 1 A B AB R AB ( ( ) ) 2 = = + 2 B 2 A r r R r R R 2r cos Using the cosine rule A AB AB AB A A ( )( 2r ) ( ( ) ) + = r r r r R 2r cos R A B A B R AB A A AB ( ) r r r 2r cos R ( ) r = = A R B A A AB A r AB AB + + r r AB A B A B Tamukong, P. K. Extension andApplications of GVVPT2 to the Study of Transition Metals. Ph.D. Dissertation, University of North Dakota, Grand Forks, ND, 2014 (http://gradworks.umi.com/36/40/3640951.html). 8

  9. Properties of the Hyperbolic Coordinates ( ) 0 r AB 1 Thus only within a sphere of radius r R A AB 2 ( ) r 1 iff that is 0 AB r R R A AB 2 At a fixed radius of a given sphere around atom A, and are even functions of the angle ( ) r AB B r A r A ( ) r r r 2r cos R 2r R From ( ) r = = A R B A A AB A r AB AB + + r r AB A B A B dr r R ( ) d 2r + 2 d r r R ( ) 2 ( ) d 2r + = sin B A AB ( ) = sin AB A = cos B A AB = cos AB A A A d r A d r r 2 A A d r 2 A d r r A B A A B B A B Tamukong, P. K. Extension andApplications of GVVPT2 to the Study of Transition Metals. Ph.D. Dissertation, University of North Dakota, Grand Forks, ND, 2014 (http://gradworks.umi.com/36/40/3640951.html). 9

  10. Properties of the Hyperbolic Coordinates ( ) A 0 B r A= Thus has its maximum at and minimum at ( ) A AB A= Meanwhile has its maximum on the sphere 1 A= when s r R 0 A= and minimum when A A AB 2 10

  11. Alternative Definition of Cell Function Stratmann et al. alternatively define the cell function as ( ) ( ) g 1 2 ( ) ga = 1 1 = s a Where is a piece-wise odd function defined as a, 1 a ( ) ( ) + ( ) 0 a 1 g z a a a a 3 5 7 1 ( ) = + z 35 35 21 5 a 16 a a a a Stratmann, R. E.; Scuseria, G. E.; Frisch, M. J. Chem. Phys. Lett. 1996, 257, 213. 11

  12. Alternative Definition of Cell Function ( a a, ( ) ) za Within the limits , the function is subject to the constraints ( z z a a d ( ) za a = ( ) 1 a ( ) ) ( ) dz dza = = za a 1 za = = 0 a 0 d = a The function has zero second and third order derivatives at and leads to 1 ds 35 ( ) 0 = = s 2 d 32a = 0 The Stratmann et al. cell function satisfies 35 1 if a ( ) = = a 0.64814814 8 = s reliably 2 27 0 if a from the requirement that the derivatives of the Becke and Stratmann cell functions coincide at = 0 12

  13. Selection of Significant Functions In performing integrations, advantage is taken of the fast decaying nature of Gaussian atomic orbitals such that for each grid point, only such functions that are numerically significant (according to a user-specified criterion, ) are considered ( ) i A gr gs A For grid point , a set of significant functions is chosen which satisfies ( ) A s A r R g g A radius of considered sphere 13

  14. Selection of Significant Functions To maximize computational efficiency, blocks of grid points are used, e.g., a sphere of grid points with a set of significant basis functions g = G gr = g S s G g G ( ) A rg S G if A for some r R G g A ( ) r A L ( ) G Ar A ( ) r A L ( ) G Ar A 14

  15. Thank You 15

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