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Is QMC delivering its early promises?

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Is QMC delivering its early promises? Dario Bressanini ... Hydrogenic orbitals are simple rational functions. Another (failed so far) example ... – PowerPoint PPT presentation

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Title: Is QMC delivering its early promises?


1
Universita dellInsubria, Como, Italy
Is QMC delivering its early promises?
With some reflections on nodes and wave functions
Dario Bressanini
http//scienze-como.uninsubria.it/bressanini
QMC in the Apuan Alps, TTI Vallico di Sotto 2006
2
30 years of QMC in chemistry
3
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)

4
Good for Helium studies
  • Thousands of theoretical and experimental papers

have been published on Helium, in its various
forms
Small Clusters
Droplets
Bulk
Atom
5
3Hem4Hen Stability Chart
0 1 2 3 4 5 6 7 8 9
10 11
0 1 2 3 4 5
Terra Incognita
32
3He34He8 L0 S1/2
3He24He2 L0 S0
3He34He4 L1 S1/2
3He24He4 L1 S1
6
Good for vibrational problems
7
For electronic structure?
8
He2 the basis set
The ROHF wave function
1s E -4.9905(2) hartree
1s1s2s3s E -4.9943(2) hartree
EN.R.L -4.9945 hartree
9
He2 MOs
  • E(RHF) -4.9943(2) hartree
  • E(CAS) -4.9925(2) hartree
  • E(CAS-NO) -4.9916(2) hartree
  • E(CI-NO) -4.9917(2) hartree
  • EN.R.L -4.9945 hartree

J. Chem. Phys. 123, 204109 (2005)
10
He2 CSFs
  • 1s1s2s3s2p2p
  • E(1 csf) -4.9932(2) hartree
  • 1s1s2s3s
  • E(1 csf) -4.9943(2) hartree

11
A tentative recipe
  • Use a large Slater basis
  • But not too large
  • Try to reach HF nodes convergence
  • Orbitals from CAS seem better than HF, or NO
  • 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

12
Dimers
13
Is QMC competitive ?
14
Carbon Atom Energy
  • CSFs Det. Energy
  • 1 1s22s2 2p2 1 -37.8303(4)
  • 2 1s2 2p4 2 -37.8342(4)
  • 5 1s2 2s 2p23d 18 -37.8399(1)
  • 83 1s2 4 electrons in 2s 2p 3s 3p 3d
    shell 422 -37.8387(4)
  • adding f orbitals
  • 7 (4f2 2p34f) 34 -37.8407(1)
  • R12-MR-CI -37.845179
  • Exact (estimated) -37.8450

15
Ne Atom
Drummond et al. -128.9237(2) DMC
Drummond et al. -128.9290(2)
DMC backflow
Gdanitz et al. -128.93701
R12-MR-CI
Exact (estimated) -128.9376
16
What to do?
  • Should we be happy with the cancellation of
    error, and pursue it?
  • If so
  • Is there the risk, in this case, that QMC becomes
    Yet Another Computational Tool, and not
    particularly efficient nor reliable?
  • VMC seems to be much more robust, easy to
    advertise
  • If not, and pursue orthodox QMC (no
    pseudopotentials, no cancellation of errors, ) ,
    can we avoid the curse of YT ?

17
The curse of the YT
  • QMC currently relies on YT(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

For M109 and p3 ? N6
p parameters per variable M total parameters
needed
The Exponential Wall
18
Convergence to the exact Y
  • We must include the correct analytical structure

Cusps
QMC OK
QMC OK
3-body coalescence and logarithmic terms
Often neglected
Tails
19
Asymptotic behavior of Y
  • Example with 2-e atoms

is the solution of the 1 electron problem
20
Asymptotic behavior of Y
  • The usual form

does not satisfy the asymptotic conditions
A closed shell determinant has the wrong structure
21
Asymptotic behavior of Y
  • In general

Recursively, fixing the cusps, and setting the
right symmetry
Each electron has its own orbital,
Multideterminant (GVB) Structure!
2N determinants. Again an exponential wall
22
PsH Positronium Hydride
  • A wave function with the correct asymptotic
    conditions

Bressanini and Morosi JCP 119, 7037 (2003)
23
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
24
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 ?

25
The other half of Quantum mechanics
The Schrodinger equation in the momentum
representation
Some QMC (GFMC) should be possible, given the
iterative form
Or write the imaginary time propagator in
momentum space
26
Better?
  • For coulomb systems
  • There are NO cusps in momentum space. Y
    convergence should be faster
  • Hydrogenic orbitals are simple rational functions

27
Another (failed so far) example
  • Different dimensionality Hypernodes
  • Given HY (R) EY (R) build
  • The hope was that it could be better than Fixed
    Node

28
Hypernodes
  • The energy is still an upper bound
  • Unfortunately, it seems to recover exactly the
    FN energy

29
Why is QMC not used by chemists?
  • A little intermezzo

30
DMC Top 10 reasons
  • 12. We need forces, dummy!
  • 11. Try getting O2 to bind at the variational
    level.
  • 10. How many graduate students lives have been
    lost optimizing wavefunctions?
  • 9. It is hard to get 0.01 eV accuracy by throwing
    dice.
  • 8. Most chemical problems have more than 50
    electrons.
  • 7. Who thought LDA or HF pseudopotentials would
    be any good?
  • 6. How many spectra have you seen computed by
    QMC?
  • 5. QMC is only exact for energies.
  • 4. Multiple determinants. We can't live with
    them, we can't live without them.
  • 3. After all, electrons are fermions.
  • 2. Electrons move.
  • 1. QMC isn't included in Gaussian 90. Who
    programs anyway?

http//web.archive.org/web/20021019141714/archive.
ncsa.uiuc.edu/Apps/CMP/topten/topten.html
31
Chemistry and Mathematics
"We are perhaps not far removed from the time,
when we shall be able to submit the bulk of
chemical phenomena to calculation
Joseph Louis Gay-Lussac - 1808
The underlying physical laws necessary for the
mathematical theory of a large part of physics
and the whole of chemistry are thus completely
known, and the difficulty is only that the exact
application of these equations leads to equations
much too complicated to be soluble
P.A.M. Dirac - 1929
32
Nature and Mathematics
il Grande libro della Natura e scritto nel
linguaggio della matematica, e non possiamo
capirla se prima non ne capiamo i simboli
Galileo Galilei
Every attempt to employ mathematical methods in
the study of chemical questions must be
considered profoundly irrational and contrary to
the spirit of chemistry If mathematical analysis
should ever hold a prominent place in chemistry
an aberration which is happily almost impossible
it would occasion a rapid and widespread
degeneration of that science. Auguste
Compte
33
A Quantum Chemistry Chart
J.Pople
The more accurate the calculations became, the
more the concepts tended to vanish into thin air
(Robert Mulliken)
34
Chemical concepts
  • Molecular structure and geometry
  • Chemical bond
  • Ionic-Covalent
  • Singe, Double, Triple
  • Electronegativity
  • Oxidation number
  • Atomic charge
  • Lone pairs
  • Aromaticity

35
Nodes
Should we concentrate on nodes?
  • Conjectures on nodes
  • have higher symmetry than Y itself
  • resemble simple functions
  • the ground state has only 2 nodal volumes
  • HF nodes are quite good they naturally have
    these properties

Checked on small systems L, Be, He2. See also
Mitas
36
Avoided crossings
Be
e- gas
Stadium
37
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)

38
Nodal Regions
Nodal Regions
39
Avoided nodal crossing
  • At a nodal crossing, Y and ?Y are zero
  • Avoided nodal crossing is the rule, not the
    exception
  • Not (yet) a proof...

40
He atom with noninteracting electrons
41
(No Transcript)
42
Casual similarity ?
First unstable antisymmetric stretch orbit of
semiclassical linear helium along with the
symmetric Wannier orbit r1 r2 and various
equipotential lines
43
Casual similarity ?
Superimposed Hylleraas node
44
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

45
Coordinate transformation
  • Take a wave function with the correct nodal
    topology
  • Change the nodes with a coordinate transformation
    (Linear? Feynmans backflow ?) preserving the
    topology

Miller-Good transformations
46
Feynman on simulating nature
  • Nature isnt classical, dammit, and if you want
    to make a simulation of Nature, youd better make
    it quantum mechanical, and by golly its a
    wonderful problem, because it doesnt look so
    easy
  • Richard Feynman 1981

47
A song...
He deals the cards to find the answers the secret
geometry of chance the hidden law of a probable
outcome the numbers lead a dance
Sting Shape of my heart
48
Think Different!
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