Title: Computational Solid State Physics ??????? ?8?
1Computational Solid State Physics ??????? ?8?
- 8. Many-body effect II
- Quantum Monte Carlo method
2Quantum diffusion Monte Carlo method
- Diffusion Monte Carlo method to calculate the
ground state - Importance sampling method
- How to treat the Pauli principle
- fixed node approximation
3Schrödinger equation in atomic unit
How to solve the Schrödinger equation for many
electrons?
4Time-dependent Schrödinger equation
Imaginary Time
The ground state wave function can be obtained in
the limit of infinite time.
5Diffusion equation with branching process for the
ground state wave function
diffusion
branching
Diffusion equation holds for
6Diffusion equation for particles
Flux
diffusion flux drift flux
D diffusion constant, vd drift velocity
Conservation of number of particles
Diffusion equation
7Rate equation
Rgt0 growth rate Rlt0 decay rate
8Time-dependent Greens function
Boundary Condition
9Time evolution of wave function
10Short time approximation
11Greens function of the classical diffusion
equation
The transition probability from x to y can be
simulated by random walk in 3N dimensions for N
electron system.
12Greens function of the rate equation
The branching process can be simulated by the
creation or destruction of walkers with
probability GB
13Importance sampling
analytical trial fn.
Diffusion equation with branching process
Diffusion
Branching
Drift
Local energy
Quantum force
14Biased diffusion Greens function
Kinetic energy operator
Drift term
The transition probability from x to y can be
simulated by biased random walk with quantum
force F in 3N dimensions for N electron system.
15Detailed balance condition
To guarantee equilibrium
Acceptance ratio of move of the walker from x to
y
16DMC and Importance-sampled DMC for the hydrogen
atom
Branching process
suppression of branching process
DMC
Importance-sampled DMC
17Schematic of the Greens function Monte Carlo
calculation with importance sampling for 3
electrons
18Evaluation of the ground state energy
19How to remove the condition ?
- Fixed node approximation
- to treat wave functions with nodes
- Fixed phase approximation
- to treat complex wave functions
20Fixed node approximation
Importance sampling on condition
Wave function f is assumed to have the same nodes
with ?D.
21Pauli principle for n like-spin electrons
Slater determinant
Slater determinant has nodes.
22Fixed phase approximation
Importance sampling on condition
Wave function f is assumed to have the same phase
with
23Ground states of free electrons
D.M.Ceperley, B.J.Alder PRL 45(1980)566
24Transition of the ground state of free electrons
- Unpolarized Fermi fluid
- Polarized Fermi fluid
- Wigner crystal
n concentration of free electrons
25Problems 8
- Calculate the ground state wave function of a
hydrogen atom, using the diffusion Monte Carlo
method. - Consider how to calculate the ground state
energy. - Calculate the ground state of a hydrogen atom,
using the diffusion Monte Carlo method with
importance sampling method. Assume the trial
function as follows. - Derive the diffusion equation for
in importance sampling method.