Homework Set 1: Difference between revisions

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== Problem 1 ==
== Problem 1==
Consider electrons in a toy model of 1D nanowire modeled on a [[Discretization of 1D continuous Hamiltonian|discrete lattice]] of 100 points which are spaced by <math> a=0.2 </math> nm. Hard wall boundary conditions are modeling edges of the wire. Write Python script that constructs the Hamiltonian matrix <math> \mathbf{H} </math> of the dot and the corresponding equilibrium density matrix <math> \boldsymbol{\rho}_\mathrm{eq} = f(\mathbf{H} - \mu\mathbf{I}) </math> where <math> f(x) </math> is the Fermi-Dirac distribution function.


Problem '''E.4.2.''' in the textbook. In addition to reproducing panels (b)-(f), repeat calculations in panels (e) and (f) with two additional impurities at sites <math>x=25</math> and <math>x=75</math>.
:'''(a)''' Plot the energy eigenvalues of the dot Hamiltonian (in eV) as the function of eigenvalue number. Add horizontal line on this plot for the chemical potential <math> \mu=0.25 </math> eV.  


:'''(b)''' Using the diagonal elements of the equilibrium density matrix <math> \boldsymbol{\rho}_\mathrm{eq}  </math>, compute electron density within the dot and make a plot <math> n(x) </math> vs. <math> x </math> at room temperature <math> k_B T =0.025 </math> eV, as well as  at ten times lower temperature <math> k_B T =0.0025 </math> eV. Explain the difference in <math> n(x) </math>  as the temperature is increased (at <math> T=0 </math> K one would get a result - probability density for eigenfunctions in an infinite potential well -  familiar from textbook quantum mechanics).
:'''(c)''' Add an impurity in the center of the quantum dot (at position <math>x=50</math>), which can be modeled by a large on-site repulsive potential <math> U_{50}=2 </math> eV in your Hamiltonian, as well as two additional impurities at positions positions <math>x=25</math> and  <math>x=75</math>. Recompute the charge density at two different temperatures used in '''(b)''', while exploring different potentials of two "side" impurities.


== Problem 2 ==
== Problem 2 ==
The dimensionality of a quantum system can be effectively reduced by confining its particles in certain directions. A two-dimensional electron gas (2DEG) is produced in semiconductor heterostructures  and is used for the investigation of the quantum Hall effect, creation of semiconductor quantum dots, quantum point contacts, nanowires, etc.


Consider a metallic quantum dot containing <math> N </math> electrons. Find the energy of the ground state ("ground state" means at zero temperature <math>T=0</math>) of  the dot as <math>N</math> varies from 1 through 15 (that is, find ground state energy for dot charged with 1 electron, 2 electrons, ...). Assume that electrons within the dot are free particles whose eigenfunctions <math> \Psi(\mathbf{r}) = \frac{1}{\sqrt{V}} e^{i \mathbf{k} \cdot \mathbf{r}}</math> are subjected to periodic boundary conditions, so that their wave vector is
Consider a simplified model of a 2DEG where electron gas (infinite in the x and y directions; you can assume periodic boundary conditions in these directions) is subjected to an external potential <math>V=0</math> for <math> |z| < d/2</math> and <math> V=V_0</math> for <math>|z| > d/2</math>.  
 
<math>\mathbf{k} = \frac{2\pi}{L}(n_x,n_y,n_z); \ n_x,n_y,n_z=0,\pm 1, \pm 2, ... </math>  
 
and the corresponding single particle energy levels are given by:
 
<math> E(\mathbf{k}) = \frac{\hbar \mathbf{k}^2}{2m^*} </math>.


:'''(a)''' What is the density of states (DOS) as a function of energy for <math>V_0 \rightarrow \infty</math>? Discuss what happens at low energies and how DOS behaves in the limit of high energies.


== Problem 3 ==
:'''(b)''' Assume <math>V_0 \rightarrow \infty</math> and <math> d = 100 \AA</math>. Up to what temperature <math> T </math> can we consider the electrons to be two-dimensional? (HINT: The electrons will behave  two-dimensionally if <math>k_BT</math> is less then the difference between the ground and first excited energy levels in the confining potential along the <math>z</math>-axis.)


The dimensionality of a system can be reduced by confining the electrons in certain directions. A two-dimensional electron gas (2DEG) is produced in semiconductor heterostructures and is used for the investigation of the quantum Hall effect, creation of semiconductor quantum dots, quantum point contacts, nanowires, etc.
:'''(c)''' In real systems we can only produce a finite potential well. This puts a lower limit on the 2DEG thickness <math> d </math> since the ground state must be a bound state in the ''z'' direction with a clear energy gap up to the first excited state. If we can produce a potential of <math>V_0=100</math> meV and reach a temperature of 20 mK, what is the range of thicknesses <math> d </math> feasible  for the study of such two-dimensional electron gas?


Consider a simplified model of a 2DEG where electron gas (infinite in the x and y directions) is subjected to an external potential <math>V=0</math> for <math>z < d/2</math> and <math> V=V_0</math> for <math>|z| > d/2</math>.  
== Problem 3==
Electrons in an one-dimensional nanowire patterned within 2DEG are found to be in the mixed state, which is 25% plane wave with wave vector <math> k_1 </math> and 75% in the plane wave with the wave vector <math> k_2 </math> along the <math> x </math>-axis. This type of state is described by by the density matrix:


<math> \hat{\rho} = \frac{1}{4} |k_1\rangle \langle k_1| + \frac{3}{4} |k_2\rangle \langle k_2| </math>


:(a) What is the density of states (DOS) as a function of energy for <math>V_0 \rightarrow \infty</math>? Discuss what happens at low energies and how DOS behaves in the limit of high energies.  
where <math> \langle x|k \rangle=e^{ikx}/\sqrt{L} </math> assuming wire of length <math> L </math> with periodic boundary conditions.


Using the current density operator derived in the class


:(b) Assume <math>V_0 \rightarrow \infty</math> and <math> d = 100 \AA</math>. Up to what temperatures can we consider the electrons to be two-dimensional? (HINT: The electrons will behave  two-dimensionally if <math>k_BT</math> is less then the difference between the ground and first excited energy level in the confining potential).
<math> \hat{j}(x) = \frac{e}{2m}(|x\rangle \langle x|\hat{p} +\hat{p}|x\rangle \langle x|) </math>  


 
find its expectation value <math> j(x) = \mathrm{Tr}[\hat{j}(x) \cdot \hat{\rho}] = \sum_k \langle k|\hat{j}(x) \cdot  \hat{\rho}|k\rangle </math> that can be measured. What is the spatial dependence of <math> j(x) </math>? Note that <math> \hat{p}|k_{1,2} \rangle = \hbar k_{1,2} |k_{1,2}\rangle </math>.
:(c) In real systems we can only produce a finite potential well. This puts a lower limit on <math> d </math> since the ground state must be a bound state in the ''z'' direction with  a clear energy gap up to the first excited state. If we can produce a potential of <math>V_0=100</math> meV and reach a temperature of 20 mK, what is the range of thicknesses feasible  for the study of such two-dimensional electron gas?


== Problem 4 ==
== Problem 4 ==
The 2DEG in semiconductor heterostructures with structural inversion asymmetry in the growth direction (perpendicular to the plane) plays an essential role in the pursuit of [http://physics.aps.org/articles/v2/50 "spintronics without magnetism"] since the spin of an electron in nanostructures made of such 2DEGs can be controlled by electrical fields (which can be controlled on much smaller spatial and temporal scales than traditional cumbersome magnetic fields). Such control is made possible by the spin-orbit coupling (SOC) which represent manifestations of relativistic quantum effects in solids (enhanced, when compared to corrections in vacuum, by the band structure effects). 


A researcher in spintronics is investigated two devices in order to generate spin-polarized currents. One of those devices has spins comprising the current described by the density matrix:
One of the important relativistic effects for 2DEGs is the linear-in-momentum [https://www.nature.com/articles/nmat4360 Rashba SOC] encoded by the following effective mass Hamiltonian:
 
 
<math> \hat{\rho}_1 = \frac{|\uparrow \rangle \langle \uparrow| + |\downarrow \rangle \langle \downarrow|}{2} </math>,
 
 
while the spins comprising the current in the other device are described by the density matrix
 
 
<math> \hat{\rho}_2 = |u \rangle \langle u|</math> , where <math> \ |u\rangle = \frac{e^{i\alpha} |\uparrow\rangle + e^{i\beta}|\downarrow\rangle}{\sqrt{2}}</math>.


<math> \hat{H}  =  \frac{\hat{p}_x^2 + \hat{p}_y^2}{2 m^*} + \frac{\alpha}{\hbar} \left( \hat{p}_y \hat{\sigma}_x  - \hat{p}_x  \hat{\sigma}_y  \right), \ (1) </math>


Here <math> |\uparrow\rangle </math> and <math> |\downarrow\rangle </math> are the eigenstates of the Pauli spin matrix <math> \hat{\sigma}_z </math>:
where <math> \alpha </math> measures the strength of the Rashba coupling. Here <math> (\hat{p}_x,\hat{p}_y) </math> is the two-dimensional momentum operator and <math> \hat{\boldsymbol{\sigma}} = (\hat{\sigma}_x,\hat{\sigma}_y,\hat{\sigma}_z) </math> is the vector of the Pauli matrices.


:'''(a)''' Find the expression for the velocity operator <math> \mathbf{v} </math> in Rashba 2DEG.


<math> \hat{\sigma}_z |\uparrow \rangle = +1 |\uparrow \rangle, \ \hat{\sigma}_z |\downarrow \rangle = -1 |\downarrow \rangle </math>.
:'''(b)''' Using your result in '''(a)''', construct the expressions for the [https://wiki.physics.udel.edu/wiki_qttg/images/c/c4/Bond_spin_current.pdf charge current density operator], <math> \hat{\mathbf{j}}(\mathbf{r}) </math>.


:'''(c)''' Using your result in '''(a)''', construct the expressions for the [https://wiki.physics.udel.edu/wiki_qttg/images/c/c4/Bond_spin_current.pdf spin current density operator], <math> \hat{j}^{S_\beta}_\alpha </math>.
What is the spin polarization of these two currents? Comment on the physical meaning of the difference between the spin state transported by two currents. (HINT: Compute the x, y, and z components of spin using both of these density matrices to evaluate ''quantum-mechanical definition'' of the the three average values <math> \langle \sigma_{x,y,z}\rangle =\mathrm{Tr}\, [\hat{\rho} \hat{\sigma}_{x,y,z}] </math>.)

Latest revision as of 12:52, 8 October 2020

Problem 1

Consider electrons in a toy model of 1D nanowire modeled on a discrete lattice of 100 points which are spaced by nm. Hard wall boundary conditions are modeling edges of the wire. Write Python script that constructs the Hamiltonian matrix of the dot and the corresponding equilibrium density matrix where is the Fermi-Dirac distribution function.

(a) Plot the energy eigenvalues of the dot Hamiltonian (in eV) as the function of eigenvalue number. Add horizontal line on this plot for the chemical potential eV.
(b) Using the diagonal elements of the equilibrium density matrix , compute electron density within the dot and make a plot vs. at room temperature eV, as well as at ten times lower temperature eV. Explain the difference in as the temperature is increased (at K one would get a result - probability density for eigenfunctions in an infinite potential well - familiar from textbook quantum mechanics).
(c) Add an impurity in the center of the quantum dot (at position ), which can be modeled by a large on-site repulsive potential eV in your Hamiltonian, as well as two additional impurities at positions positions and . Recompute the charge density at two different temperatures used in (b), while exploring different potentials of two "side" impurities.

Problem 2

The dimensionality of a quantum system can be effectively reduced by confining its particles in certain directions. A two-dimensional electron gas (2DEG) is produced in semiconductor heterostructures and is used for the investigation of the quantum Hall effect, creation of semiconductor quantum dots, quantum point contacts, nanowires, etc.

Consider a simplified model of a 2DEG where electron gas (infinite in the x and y directions; you can assume periodic boundary conditions in these directions) is subjected to an external potential for and for .

(a) What is the density of states (DOS) as a function of energy for ? Discuss what happens at low energies and how DOS behaves in the limit of high energies.
(b) Assume and . Up to what temperature can we consider the electrons to be two-dimensional? (HINT: The electrons will behave two-dimensionally if is less then the difference between the ground and first excited energy levels in the confining potential along the -axis.)
(c) In real systems we can only produce a finite potential well. This puts a lower limit on the 2DEG thickness since the ground state must be a bound state in the z direction with a clear energy gap up to the first excited state. If we can produce a potential of meV and reach a temperature of 20 mK, what is the range of thicknesses feasible for the study of such two-dimensional electron gas?

Problem 3

Electrons in an one-dimensional nanowire patterned within 2DEG are found to be in the mixed state, which is 25% plane wave with wave vector and 75% in the plane wave with the wave vector along the -axis. This type of state is described by by the density matrix:

where assuming wire of length with periodic boundary conditions.

Using the current density operator derived in the class

find its expectation value that can be measured. What is the spatial dependence of ? Note that .

Problem 4

The 2DEG in semiconductor heterostructures with structural inversion asymmetry in the growth direction (perpendicular to the plane) plays an essential role in the pursuit of "spintronics without magnetism" since the spin of an electron in nanostructures made of such 2DEGs can be controlled by electrical fields (which can be controlled on much smaller spatial and temporal scales than traditional cumbersome magnetic fields). Such control is made possible by the spin-orbit coupling (SOC) which represent manifestations of relativistic quantum effects in solids (enhanced, when compared to corrections in vacuum, by the band structure effects).

One of the important relativistic effects for 2DEGs is the linear-in-momentum Rashba SOC encoded by the following effective mass Hamiltonian:

where measures the strength of the Rashba coupling. Here is the two-dimensional momentum operator and is the vector of the Pauli matrices.

(a) Find the expression for the velocity operator in Rashba 2DEG.
(b) Using your result in (a), construct the expressions for the charge current density operator, .
(c) Using your result in (a), construct the expressions for the spin current density operator, .