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Universita’ dell’Insubria, Como, Italy
Some considerations on nodes and
trial wave functions
Dario Bressanini
http://scienze-como.uninsubria.it/bressanini
QMCI Sardagna (Trento) 2008
30+ years of QMC in chemistry
2
The Early promises?
Solve the Schrödinger equation exactly without
approximation (very strong)
Solve the Schrödinger equation with controlled
approximations, and converge to the exact solution
(strong)
Solve the Schrödinger equation with some
approximation, and do better than other methods
(weak)
3
Good for Helium studies
Thousands of theoretical and experimental papers
Hˆ n (R) En n (R)
have been published on Helium, in its various forms:
Atom
Small Clusters
Droplets
Bulk
4
Good for vibrational problems
5
For electronic structure?
Sign Problem
Fixed Nodal error problem
6
The influence on the nodes of T
QMC currently relies on T(R) and its nodes (indirectly)
How are the nodes T(R) of influenced by:
The single particle basis set
The generation of the orbitals (HF, CAS, MCSCF, NO, …)
The number and type of configurations in the multidet.
Expansion
The functional form of T(R)
?
7
Improving T
Current Quantum Monte Carlo research focuses on
Optimizing the energy
Adding more determinants (large number of parameters)
Exploring new trial wave function forms (moderately
large number of parameters)
» Pfaffians, Geminals, Backflow ...
Node are improved (but not always) only indirectly
8
Adding more determinants
Use a large Slater basis
Try to reach HF nodes convergence
Orbitals from MCSCF are good
Not worth optimizing MOs, if the basis is large enough
Only few configurations seem to improve the FN energy
Use the right determinants...
...different Angular Momentum CSFs
And not the bad ones
...types already included
iˆ34 (1s 2 2s 2 ) 1s 2 2s 2
iˆ34 (1s 2 2 p 2 ) 1s 2 2 p 2
iˆ34 (1s 2 3s 2 ) 1s 2 3s 2
9
Li2
CSF (1g2 1u2 omitted)
E (hartree)
2 g2
3 g2 4 g2 ... 9 g2
-14.9923(2)
1 ux2 1 uy2
4 n ux2 n uy2
-14.9933(2)
1 ux2 1 uy2 2 u2
-14.9939(2)
1 ux2 1 uy2 2 u2 3 g2
-14.9952(1)
E (N.R.L.)
-14.9954
-14.9914(2)
-14.9933(1)
Not all CSF are useful
Only 4 csf are needed to build a statistically exact nodal
surface Bressanini et al. J. Chem. Phys. 123, 204109 (2005)
10
Dimers
Bressanini et al. J. Chem. Phys. 123, 204109 (2005)
11
Convergence to the exact
We must include the correct analytical structure
Cusps:
r12
(r12 0) 1
2
(r 0) 1 Zr
QMC OK
3-body coalescence and logarithmic terms:
Tails:
QMC OK
Often neglected
12
Asymptotic behavior of
Example with 2-e atoms
1 2
1 1
1
2
H (1 2 ) Z ( )
2
r1 r2 r12
1 2
Z Z 1
2
H (1 2 )
2
r1
r2
r2
r2
0 (r1 )r2
0 (r1 )
( Z 1) / 1 r2
e
2 EI
is the solution of the 1 electron problem
13
Asymptotic behavior of
The usual form
(r1 ) (r2 ) J (r12 )
does not satisfy the asymptotic conditions
(r2 ) 0 (r1 ) (r2 )
(r1 ) (r1 ) 0 (r2 )
A closed shell determinant has the wrong structure
( (r1 ) (r2 ) (r2 ) (r1 )) J (r12 )
14
Asymptotic behavior of
r1
In general N r a1 (1 c r 1 O(r 2 ))e r1 / b1Y m1 (r ) N 1 (2,...N )
0
1
1 1
1
l1
1
0
Recursively, fixing the cusps, and setting the right symmetry…
U
ˆ
A( f1 (1) f 2 (2)... f N ( N ) N )e
Each electron has its own orbital, Multideterminant (GVB) Structure!
Take 2N coupled electrons
2 N (1 2 1 2 )( 3 4 3 4 )...
2N determinants. An exponential wall
15
GVB for atoms
18
GVB for atoms
19
GVB for atoms
20
GVB for atoms
21
GVB for molecules
Correct
asymptotic
structure
Is there a nodal
error component
in HF wave
function coming
from incorrect
dissociation?
23
GVB for molecules
Localized orbitals
24
GVB Li2
Wave functions
VMC
DMC
HF 1 det compact
-14.9523(2)
-14.9916(1)
GVB 8 det compact
-14.9688(1)
-14.9915(1)
CI 3 det compact
-14.9632(1)
-14.9931(1)
GVB CI 24 det compact
-14.9782(1)
-14.9936(1)
-14.9933(2)
CI 3 det large basis
CI 5 det large basis
E (N.R.L.)
1 ux2 1 uy2 2 u2 3 g2
-14.9952(1)
-14.9954
Improvement in the wave function
but irrelevant on the nodes,
25
GVB in QMC
Conclusions
The quality of the wave function improves, giving better
VMC energies …
… but the nodes are not changed, giving the same QMC
energies
Bressanini and Morosi J. Chem. Phys. 129, 054103 (2008)
26
Conventional wisdom on
Single particle approximations
EVMC(RHF) > EVMC(UHF) > EVMC(GVB)
Consider the N atom
RHF = |1sR 2sR 2px 2py 2pz| |1sR 2sR|
UHF = |1sU 2sU 2px 2py 2pz| |1s’U 2s’U|
EDMC(RHF) > ? < EDMC(UHF)
27
Conventional wisdom on
We can build a RHF with the same nodes of UHF
UHF = |1sU 2sU 2px 2py 2pz| |1s’U 2s’U|
’RHF = |1sU 2sU 2px 2py 2pz| |1sU 2sU|
EDMC(’RHF) = EDMC(UHF)
EVMC(’RHF) > EVMC(RHF) > EVMC(UHF)
28
Conventional wisdom on
GVB = |1s 2s 2p3| |1s’ 2s’| -
|1s’ 2s 2p3| |1s 2s’| +
|1s’ 2s’ 2p3| |1s 2s|- |1s 2s’ 2p3| |1s’ 2s|
Same Node
Node equivalent to a UHF |f(r) g(r) 2p3| |1s 2s|
EDMC(GVB) = EDMC(’’RHF)
29
What to do?
Should we be happy with the “cancellation of
error”, and pursue it?
After all, the whole quantum chemistry is built on
it!
If not, and pursue orthodox QMC (no pseudopotentials, no
cancellation of errors, …) , can we avoid the curse of T ?
30
The curse of the T
QMC currently relies on T(R)
Walter Kohn in its Nobel lecture (R.M.P. 71, 1253 (1999))
“discredited” the wave function as a non legitimate
concept when N (number of electrons) is large
M p3N
3 p 10
p = parameters per variable
For M=109 and p=3 N=6
M = total parameters needed
The Exponential Wall
31
Numbers and insight
There is no shortage of accurate calculations for
few-electron systems
−2.90372437703411959831115924519440444669690537 a.u.
Helium atom (Nakashima and Nakatsuji JCP 2007)
However…
“The more accurate the calculations became, the
more the concepts tended to vanish into thin air “
(Robert Mulliken)
32
A little intermezzo (for the students)
We need new,
and different, ideas
We need new, and different, ideas
Different representations
Different dimensions
Different equations
Different potential
Radically different algorithms
Different something
Research is the process of going up alleys to see if they are
blind.
Marston Bates
35
Just an example
Try a different representation
Is some QMC in the momentum representation
Possible ? And if so, is it:
Practical ?
Useful/Advantageus ?
Eventually better than plain vanilla QMC ?
Better suited for some problems/systems ?
Less plagued by the usual problems ?
36
The other half of Quantum mechanics
( p) Fˆ ( (r ))
The Schrodinger equation in the momentum representation
2
p
(E
) ( p) (2 ) 1/ 2 Vˆ ( p p) ( p)dp
2m
Some QMC (GFMC) should be possible, given the iterative form
Or write the imaginary time propagator in momentum space
37
Better?
For coulomb systems:
1
2
ˆ
ˆ
V ( p) F ( )
rij
pi p j
2
There are NO cusps in momentum space. convergence
should be faster
Hydrogenic orbitals are simple rational functions
(8Z 5 )1/ 2
1s ( p)
2
2 2
(p Z )
38
Another (failed so far) example
Different dimensionality: Hypernodes
Given H (R) = E (R) build
H H (R1 ) H (R 2 )
6 N dimensions
T B (R1 )F (R 2 ) F (R1 )B (R 2 )
•Use the Hypernode of T
• The hope was that it could be better than Fixed Node
39
Hypernodes
The intuitive idea was that the system could correct the
wrong fixed nodes, by exploring regions where T ( R) 0
Fixed Node
Trial node
Fixed HyperNode
Trial node
Exact node
Exact node
The energy is still an upper bound
Unfortunately, it seems to recover exactly the FN energy
40
Feynman on simulating nature
Nature isn’t classical, dammit, and if you want to
make a simulation of Nature, you’d better make it
quantum mechanical, and by golly it’s a
wonderful problem, because it doesn’t look so
easy”
Richard Feynman 1981
41
Nodes
Should we concentrate on nodes?
Conjectures on nodes
have higher symmetry than itself
resemble simple functions
the ground state has only 2 nodal volumes
HF nodes are often a god starting point
42
How to directly improve nodes?
Fit to a functional form and optimize the
parameters (maybe for small systems)
IF the topology is correct, use a coordinate
transformation
R T (R)
43
He2+: “expanding” the node
Node (1 ) : c 0
r1 A r1B r3 A r3 B
Node (2 ) : c 1
z1 z3 0
It is a one
parameter !!
Exact
44
“expanding” nodes
This was only a kind of “proof of concept”
It remains to be seen if it can be applied to larger
systems
Writing “simple” (algebraic?) trial nodes is not difficult ….
The goal is to have only few linear parameters to optimize
Will it work???????
45
Coordinate transformation
Take a wave function with the correct nodal topology
HF
Change the nodes with a coordinate transformation
(Linear? Feynman’s backflow ?) preserving the topology
R T (R)
Miller-Good transformations
46
The need for the correct topology
Using Backflow alone, on a single determinant
is not sufficient, since the topology is still wrong
More determinants are necessary (only two?)
BF T (R ) T (R )
T (R ) T (R ) 0 at least two nodes
47
Be Nodal Topology
r1+r2
r1+r2
r3-r4
r3-r4
r1-r2
HF 0
r1-r2
CI 0
1s 2 2s 2 c 1s 2 2 p 2
48
Avoided crossings
Be
e- gas
Stadium
49
Nodal topology
The conjecture (which I believe is true) claims that
there are only two nodal volumes in the fermion
ground state
See, among others:
Ceperley J.Stat.Phys 63, 1237 (1991)
Bressanini and coworkers. JCP 97, 9200 (1992)
Bressanini, Ceperley, Reynolds, “What do we know about wave
function nodes?”, in Recent Advances in Quantum Monte Carlo
Methods II, ed. S. Rothstein, World Scientfic (2001)
Mitas and coworkers PRB 72, 075131 (2005)
Mitas PRL 96, 240402 (2006)
50
Avoided nodal crossing
At a nodal crossing, and are zero
Avoided nodal crossing is the rule, not the exception
Not (yet) a proof... (any help is appreciated)
0
0
3N 1 with 3N variables
3N eqs.
1 eq.
If HF has 4 nodes HF has 2 nodes, with a proper
52
He atom with noninteracting electrons
1
3s5s S
53
54
A QMC song...
He deals the cards to find the answers
the sacred geometry of chance
the hidden law of a probable outcome
the numbers lead a dance
Sting: Shape of my heart
57
Think Different
Take a look at your nodes!
58