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BeamerPresentation.tex
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%!TeX spellcheck = en-GB
\documentclass[hyperref={colorlinks=true,urlcolor=blue,linkcolor=.},aspectratio=1610,mathserif]{beamer}
\usepackage[utf8]{inputenc}
\usepackage{pgfpages}
\usepackage{graphicx}
\usepackage{pdfpages}
\usepackage{tikz}
\usepackage[many]{tcolorbox}
\usepackage[autoplay,loop,keepaspectratio]{animate}
\usepackage{siunitx}
\sisetup{
per-mode = power,
round-mode = figures,
round-precision = 3,
scientific-notation = false,
output-decimal-marker = {.},
exponent-product = \times,
separate-uncertainty = true,
uncertainty-separator = ,
output-product = \cdot,
quotient-mode = fraction,
range-phrase = -,
range-units = single,
inter-unit-product = \ensuremath{{\cdot{}}},
number-unit-product = \,,
multi-part-units = single,
alsoload = synchem,
}
\DeclareSIUnit\atm{atm}
\usepackage{nth}
\usepackage{physics}
\usepackage{microtype}
\usepackage{chemfig}
\usepackage{tikzorbital}
\newcommand*\mathinhead[2]{\texorpdfstring{$\boldsymbol{#1}$}{#2}}
\newcommand{\me}{\mathrm{e}}
\usepackage{appendixnumberbeamer}
% Add total frame count to slides, optional. From Stefan,
% http://www.latex-community.org/forum/viewtopic.php?f=4&t=2173
\expandafter\def\expandafter\insertshorttitle\expandafter{%
\insertshorttitle\hfill\insertframenumber\,/\,\inserttotalframenumber}
\usepackage{minted}
\setminted{fontsize=\scriptsize}
\usemintedstyle{tango}
\newcommand{\im}[3]{\inputminted[linenos=true, python3=true, firstline=#2, lastline=#3]{python}{#1}}
% ------------------------ Define note handout layout -------------------------
\newcommand{\pgflayout}{
\pgfpagesphysicalpageoptions
{%
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% -----------------------------------------------------------------------------
% ---------------------------- Show note handout: -----------------------------
%\setbeameroption{show only notes}
%\pgflayout
% -----------------------------------------------------------------------------
% -------------------------- Define Beamer options ----------------------------
\beamertemplatenavigationsymbolsempty
\usefonttheme{serif}
\usecolortheme{beaver}
\setbeamertemplate{footline}
{%
\begin{beamercolorbox}{section in foot}
\begin{center}
\vskip2pt\insertnavigation{\paperwidth}\vskip2pt
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}
\setbeamertemplate{note page}{%
\vskip7em
\begin{columns}[c]{\paperheight}
\column{0.5\paperheight}
\insertnote
\column{0.5\paperheight}
\insertslideintonotes{0.5}
\end{columns}%
}
\setbeamersize{text margin left=10mm,text margin right=10mm}
\definecolor{DTUred}{cmyk}{0,0.91,0.72,0.23}
\definecolor{itemcolor}{cmyk}{0,0,0,0.56}
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\setbeamercolor{itemize item}{fg=itemcolor}
\setbeamercolor{redbox}{fg=White,bg=blockbodycolor}
\setbeamercolor{description item}{fg=DTUred}
% -----------------------------------------------------------------------------
\title{Quantum Transport in Nanoporous Graphene}
\subtitle{Bachelor defense}
\author{\scshape\centering Christoffer Vendelbo Sørensen (s163965) \vskip\vspace{7.5mm} \includegraphics[width=1cm]{Figures/DTU3CMYK.eps}}
\date{\scshape June 25, 2019}
%\AtBeginSection[]
%{
% \begin{frame}<beamer>
% \frametitle{Outline for section \thesection}
% \tableofcontents[currentsection]
% \end{frame}
%}
\begin{document}
\begin{frame}[plain]
\titlepage
\end{frame}
\begin{frame}
\frametitle{Outline}
\tableofcontents
\end{frame}
\section{Introduction}
\subsection{Project aim and nanoporous graphene}
\begin{frame}{Project aim}
\centering
\begin{beamercolorbox}[sep=1em,wd=15cm]{redbox}
``Development of tight-binding routines in Python in order to understand electron transport in novel nanoporous graphene devices (NPGs)''
\end{beamercolorbox}
\end{frame}
\begin{frame}{Nanoporous graphene}
\centering
\begin{columns}[c]
\column{.7\textwidth}
\begin{itemize}
\item Planar graphene sheets
\item Periodically removed atoms
\item Ribbons and bridges
%\item Bridge chemistry \(\rightarrow\) current control
\note{How do electrons move in these materials?}
\item Ballistic electron movement
\item Potential for controlling currents on nanoscale
\end{itemize}
\column{.7\textwidth}
\includegraphics[width=.6\textwidth]{Figures/NPGintroGraphic.eps}
\end{columns}
\end{frame}
\section{Tight Binding}
\subsection{\mathinhead{\pi}{\pi}-orbitals, \mathinhead{\pi}{\pi}-electrons and the TB approximation}
\begin{frame}{\mathinhead{\pi}{\pi}-orbitals and \mathinhead{\pi}{\pi}-electrons}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.7\textwidth}
\begin{itemize}
\item How are the electric orbitals structured?
\item \(\sigma\)- and \(\pi\)-systems
\item 1 \(p_z\)-electron per site
\item ``Tightly bound'' hops between sites
\end{itemize}
\column{.7\textwidth}
\resizebox{.4\textwidth}{!}{
\begin{tikzpicture}
\node (x) at (-1,-3) {x};
\node (y) at (-2,-2) {y};
\draw[->] (-2,-3) -- (x);
\draw[->] (-2,-3) -- (y);
\satom[name=C, color=blue, pos={(0,0)}]{
blue/60/north east/2/1,
blue/180/west/1,
blue/300/south east/2/1
}
\satom[name=C, color=blue, pos={(1,1.4)}]{
blue/0/east/2/1,
blue/120/north west/1,
blue/240/south west/2/1
}
\satom[name=C, color=blue, pos={(2.74,1.4)}]{
blue/60/north east/1,
blue/180/west/2/1,
blue/300/south east/2/1
}
\satom[name=C, color=blue, pos={(3.74,0)}]{
blue/0/east/1,
blue/120/north west/2/1,
blue/240/south west/2/1
}
\satom[name=C, color=blue, pos={(2.74,-1.4)}]{
blue/60/north east/2/1,
blue/180/west/2/1,
blue/300/south east/1
}
\satom[name=C, color=blue, pos={(1,-1.4)}]{
blue/0/east/2/1,
blue/120/north west/2/1,
blue/240/south west/1
}
\end{tikzpicture}}
\pgfdeclarelayer{background}
\pgfdeclarelayer{middle}
\pgfdeclarelayer{foreground}
\pgfsetlayers{background,middle,main,foreground}
\vskip
\resizebox{.4\textwidth}{!}{
\begin{tikzpicture}
\begin{pgfonlayer}{background}
\orbital[pos = {(6,6)}]{-pz}
\node[above] at (6,7) {-p$_\pi$};
\orbital[pos = {(4,6)}]{pz}
\node[above] at (4,7) {p$_\pi$};
\draw[dashed, very thick] (6,6) -- (4,6);
\draw[dashed, very thick] (7,4.73) -- (6,6);
\draw[dashed, very thick] (4,6) -- (3,4.73);
\end{pgfonlayer}
\orbital[pos = {(7,4.73)}]{pz}
\node[above] at (7,5.73) {p$_\pi$};
\orbital[pos = {(3,4.73)}]{-pz}
\node[above] at (3,5.73) {-p$_\pi$};
\begin{pgfonlayer}{foreground}
\orbital[pos = {(4,3.46)}]{pz}
\node[above] at (4,4.46) {p$_\pi$};
\orbital[pos = {(6,3.46)}]{-pz}
\node[above] at (6,4.46) {-p$_\pi$};
\draw[dashed, very thick] (4,3.46) -- (6,3.46);
\end{pgfonlayer}
\draw[dashed, very thick] (6,3.46) -- (7,4.73);
\draw[dashed, very thick] (3,4.73) -- (4,3.46);
\end{tikzpicture}}
\end{columns}
\end{frame}
\begin{frame}{TB approximation}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item What is Tight Binding?
\item Electrons tightly bound to sites
\item Hops with potential
\item Average electron energy on site
\item The Hamiltonian is a hop matrix
\end{itemize}
\column{.7\textwidth}
\begin{align}
V_{pp\pi} & = \bra{\phi_{\pi}(m)}\vu{H}\ket{\phi_{\pi}(n)}\nonumber \\
\epsilon_0 & = \bra{\phi_{\pi}(i)}\vu{H}\ket{\phi_{\pi}(i)}\nonumber
\end{align}
\end{columns}
\note{\(\epsilon_0 = 0\)}
\note{\(\Psi_{\mathrm{MO}} &= \sum_{\alpha,R}c_{\alpha,R}\phi_{\alpha}(R)\)}
\end{frame}
\begin{frame}{Hamiltonian for benzene}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.7\textwidth}
\begin{align}
\mqty{ \\ \\ \\ \vb{H} = V_{pp\pi}\\ \\ \\} \ \mqty{ & \mqty{1 & 2 & 3 & 4 & 5 & 6} \\
\mqty{1 \\ 2 \\ 3 \\ 4 \\ 5 \\ 6} & \mqty*(0 & 1 & 0 & 0 & 0 & 1 \\
1 & 0 & 1 & 0 & 0 & 0 \\
0 & 1 & 0 & 1 & 0 & 0 \\
0 & 0 & 1 & 0 & 1 & 0 \\
0 & 0 & 0 & 1 & 0 & 1 \\
1 & 0 & 0 & 0 & 1 & 0)} \nonumber
\end{align}
\column{.5\textwidth}
\begin{tikzpicture}
\chemfig{1*6(-2-3-4-5-6-)}
\end{tikzpicture}
\end{columns}
\end{frame}
\section{The Hamiltonian}
\subsection{Onsites, hops and the full TB Hamiltonian}
\begin{frame}{Creating the first Hamiltonian}
\begin{center}
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item How do obtain the Hamiltonian
\item Atom coordinates
\item Interatomic distances
\item Find nearest neighbours
\item Fill out Hamiltonian
\item Subtract diagonal
\end{itemize}
\note{Outer product: Nested lööps}
\column{.9\textwidth}
\includegraphics[width=.6\textwidth]{Figures/atomreffig.eps}
\end{columns}
\end{center}
\begin{columns}[t]\column{.05\textwidth}\column{.9\textwidth}\im{Listings/Functions.py}{33}{38}\end{columns}
\end{frame}
\begin{frame}{Hopping matrices}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.4\textwidth}
\begin{itemize}
\item What is hopping matrices and how do we get them?
\item Shift by lattice vector
\item Resulting matrices: \(\vb{h_0}, \vb{V}, \vb{V}^{\dagger}\)
\end{itemize}
\column{.7\textwidth}
\includegraphics[width=.8\textwidth]{Figures/stitch.eps}
\end{columns}
\end{frame}
\begin{frame}{Full Hamiltonian and first band plots}
\begin{overprint}
\onslide<1>
\begin{align}
\note{We want to solve the S.E. eigen vector/value problem to get the eigen energies for band plots. \\ How do solve it? }
\vb{H}(k_x,k_y) \vb*{\phi}_k & = \vb*{\epsilon}_n\pqty{k_x,k_y}\vb*{\phi}_k\nonumber \\
\vb{H}(k_x,k_y) = \vb{h}_0 & + (\vb{V}_{x}e^{-ik_x} + \vb{V}_{x}^{\dagger}e^{ik_x} + \vb{V}_{y}e^{-ik_y} + \vb{V}_{y}^{\dagger}e^{ik_y}\nonumber \\
& + \vb{V}_{xy}e^{-ik_x}e^{-ik_y} + \vb{V}_{xy}^{\dagger}e^{ik_x}e^{ik_y})\nonumber
\end{align}
\im{Listings/Functions.py}{73}{80}
\onslide<2>
\vspace{-1cm}
\begin{columns}[c]
\column{.1\textwidth}
\column{.6\textwidth}
\includegraphics[width=.8\textwidth]{Figures/BetaStruct.eps}
\column{.25\textwidth}
\includegraphics[width=.8\textwidth]{Figures/Beta1.eps}
\end{columns}
\vspace{-.5cm}
\begin{columns}[c]
\column{.7\textwidth}
\begin{align}
\qq{X:} \vb{H}_{X} = \vb{h}_0 + ( & \vb{V}_{x}e^{ik_x} + \vb{V}_{x}^{\dagger}e^{-ik_x} + \vb{V}_{y} + \vb{V}_{y}^{\dagger}\nonumber \\
+\ & \vb{V}_{xy}e^{ik_x} + \vb{V}_{xy}^{\dagger}e^{-ik_x}) \nonumber \\
\qq{Y:} \vb{H}_{Y} = \vb{h}_0 + ( & \vb{V}_{x} + \vb{V}_{x}^{\dagger} + \vb{V}_{y}e^{-ik_y} + \vb{V}_{y}^{\dagger}e^{ik_y}\nonumber \\
+\ & \vb{V}_{xy}e^{-ik_y} + \vb{V}_{xy}^{\dagger}e^{ik_y}) \nonumber
\end{align}
\column{.001\textwidth}
\column{.25\textwidth}
\includegraphics[width=.8\textwidth]{Figures/Beta2.eps}
\end{columns}
\end{overprint}
\end{frame}
\section{Green's functions and recursion}
\subsection{Green's matrix, recursion routine and LDOS}
\begin{frame}{Green's matrix}
\begin{center}
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item What is it?
\item Solution to the Schr\"{o}dinger Equation
\item Propagator
\item Why do we need it?
\item How do we obtain it?
\end{itemize}
\column{.7\textwidth}
\begin{align*}
& [(E+i\eta)\vb{1}-\vb{H}]\vb{G}(E)=\vb{1} \\
& \downarrow \\
& \vb{G}(E)=\vb{1}([(E+i\eta)\vb{1}-\vb{H}])^{-1}
\end{align*}
\end{columns}
\end{center}
\end{frame}
\begin{frame}{Recursion routine}
\begin{overprint}
\onslide<1>
\begin{center}
\begin{columns}[c]
\column{.5\textwidth}
\begin{itemize}
\item Solution to the system requires recursion
\item Semi-infinite chain
\end{itemize}
\begin{align*}
& \begin{pmatrix}
z\mathbf{1}-\mathbf{H}_c & -\mathbf{V}^{\dagger} \\ -\mathbf{V} & (z-\varepsilon')\mathbf{1}
\end{pmatrix}
\begin{pmatrix}
\mathbf{X} & \mathbf{G}_{0c} \\
\mathbf{G}_{c0} & \mathbf{G}_{00}
\end{pmatrix}
=
\begin{pmatrix}
\mathbf{1} & \mathbf{0} \\
\mathbf{0} & \mathbf{1}
\end{pmatrix}
\end{align*}
\begin{align*}
\mathbf{G}_{00}(z) & = \left[(z-\varepsilon')-\vb{V}(z\vb{1}-\vb{H}_c)\vb{V}^{\dagger}\right]^{-1} \\
& = (z-\varepsilon'-\Sigma(z))^{-1} \\
& \qq{where} \\
z & = E+i\eta \\
\end{align*}
\column{.4\textwidth}
\begin{align*}
a_0 & = \vb{V}^{\dagger}, \quad b_0 = \vb{V} \\
e_{s0} & = \vb{h}_s, \quad e_0\ = \vb{h} \\
& \qq{in loop:} \\
a_1 & = a_0 \times g_0 \times a_0 \\
b_1 & = b_0 \times g_0 \times b_0 \\
e_1 & = e_0 + a_0 \times g_0 \times b_0 + b_0 \times g_0 \times a_0 \\
e_{1s} & = e_{0s} + a_0 \times g_0 \times b_0 \\
g_1 & = \pqty{z-e_1}^{-1} \\
\vb{\Sigma}_R & = e_s - h \\
\vb{\Sigma}_L & = e - h - \vb{\Sigma}_R \\
\vb{G00} & = \pqty{z-e_s}^{-1}
\end{align*}
\end{columns}
\end{center}
\onslide<2>
\begin{columns}[c]
\column{.2\textwidth}
\column{\textwidth}
\im{Listings/Functions.py}{92}{109}
\end{columns}
\end{overprint}
\end{frame}
\begin{frame}{LDOS}
\centering
\includegraphics[width=.55\textwidth]{Figures/BetaimrealTE.eps}
\begin{columns}[c]
\column{.05\textwidth}
\column{\textwidth}
\im{Listings/SelfEnergyByRecursion.py}{64}{68}
\end{columns}
\end{frame}
\section{Transmission}
\subsection{Device Green's functions, left/right geometry and rate matrices.}
\begin{frame}{Transmission}
\centering
\vspace{.05\textwidth}
\begin{beamercolorbox}[sep=1em,wd=15cm]{redbox}
Transmission is the probability of an electron being transported through a specific region for a specific range of energies.
\end{beamercolorbox}
\end{frame}
\begin{frame}{Translating from system to matrices}
\begin{columns}[c]
\column{.3\textwidth}
\column{.9\textwidth}
\includegraphics[width=.64\textwidth]{Figures/illu.eps}
\end{columns}
\end{frame}
\begin{frame}{The left and right self-energy}
\begin{center}
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item Device Hamiltonian
\item Left \textit{and} right self-energy
\item Device Green's matrix
\end{itemize}
\column{.9\textwidth}
\includegraphics[width=.6\textwidth]{Figures/2DHam.eps}
\end{columns}
\end{center}
\begin{columns}[t]\column{.05\textwidth}\column{.9\textwidth}\im{Listings/Functions.py}{210}{212}\end{columns}
\end{frame}
\begin{frame}{Getting Transmission}
\centering
\begin{overprint}
\onslide<1>
\begin{itemize}
\item Considering corrections from both contact regions
\end{itemize}
\begin{align*}
\vb{G}_D = \bqty{\vb{1}\pqty{E+i\eta}-\vb{H}_D - \vb{\Sigma}_L(E)-\vb{\Sigma}_R(E)}^{-1}
\end{align*}
\begin{itemize}
\item How to account for states going in/out?
\end{itemize}
\begin{align*}
\vb{\Gamma}_{L,R} & = i\pqty{\vb{\Sigma}_{L,R} - \vb{\Sigma}_{L,R}^{\dagger}}
\end{align*}
\im{Listings/Functions.py}{225}{228}
\onslide<2>
\begin{itemize}
\item States propagating through device
\item Entering/Exiting by rate \(\Gamma\)
\end{itemize}
\begin{align*}
T(E) = \mathrm{Tr}\bqty{\vb{\Gamma}_R\vb{G}_D\vb{\Gamma}_L\vb{G}_D^{\dagger}}(E)
\end{align*}
\begin{columns}[c]
\column{.05\textwidth}
\column{.9\textwidth}
\im{Listings/Functions.py}{240}{243}
\end{columns}
\onslide<3>
\vspace{-.5cm}
\begin{columns}[c]
\column{.05\textwidth}
\column{.25\textwidth}
\includegraphics[width=.75\textwidth]{Figures/Beta1.eps}
\column{.5\textwidth}
\includegraphics[width=.8\textwidth]{Figures/BetaStruct.eps}
\end{columns}
\vspace{-1cm}
\begin{columns}[c]
\column{.05\textwidth}
\column{.25\textwidth}
\includegraphics[width=.75\textwidth]{Figures/Beta2.eps}
\column{.5\textwidth}
\includegraphics[width=.8\textwidth]{Figures/BetaTE.eps}
\end{columns}
\end{overprint}
\end{frame}
\subsection{Transmission in 2D}
\begin{frame}{Transmission in 2D}
\centering
\begin{columns}[c]
\column{.6\textwidth}
\begin{itemize}
\item Periodic boundary conditions
\item Shift of cells in transverse direction
\item Bloch phase added
\end{itemize}
\begin{align*}
\vb{H} = \vb{h} + \vb{V}\me^{ik_{\perp}} + \vb{V}^{\dagger} \me^{i\pqty{-k_{\perp}}}
\end{align*}
\column{.6\textwidth}
\includegraphics[width=.7\textwidth]{Figures/2DTrans.eps}
\end{columns}
\begin{columns}[c]
\column{.9\textwidth}
\im{Listings/Functions.py}{250}{253}
\end{columns}
\end{frame}
\begin{frame}{Code validity}
\centering
\begin{overprint}
\onslide<1>
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\includegraphics[width=.8\textwidth]{Figures/NPG_synthesized.png}
\column{.5\textwidth}
\begin{align*}
k = \frac{\pi}{2}
\end{align*}
\end{columns}
\begin{columns}[t]
\column{.6\textwidth}
\includegraphics[width=.9\textwidth]{Figures/NPGNormal_pi-half.eps}
\column{.6\textwidth}
\includegraphics[width=.87\textwidth]{Figures/txy_pi-half.eps}
\end{columns}
\onslide<2>
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\includegraphics[width=.8\textwidth]{Figures/NPG_synthesized.png}
\column{.5\textwidth}
\begin{align*}
k = \pi
\end{align*}
\end{columns}
\begin{columns}[t]
\column{.6\textwidth}
\includegraphics[width=.9\textwidth]{Figures/NPGNormal_pi.eps}
\column{.6\textwidth}
\includegraphics[width=.87\textwidth]{Figures/txy_pi.eps}
\end{columns}
\onslide<3>
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\includegraphics[width=.8\textwidth]{Figures/NPG_synthesized.png}
\column{.5\textwidth}
\begin{align*}
k = \mathrm{AVG}\pqty{0,\frac{\pi}{2},\pi}
\end{align*}
\end{columns}
\begin{columns}[t]
\column{.6\textwidth}
\includegraphics[width=.9\textwidth]{Figures/NPGNormal_AVER.eps}
\column{.6\textwidth}
\includegraphics[width=.87\textwidth]{Figures/txy_AVER.eps}
\end{columns}
\end{overprint}
\end{frame}
\begin{frame}{Summary of code structure}
\centering
\includegraphics[width=1\textwidth]{Figures/Flowchart.eps}
\end{frame}
\section{Exploring GNR bridges}
\subsection{Para-O\mathinhead{_4}{_4}-NPG, Para-(OH)\mathinhead{_4}{_4}-NPG, Meta-O\mathinhead{_2}{_2}-NPG, Meta-(OH)\mathinhead{_2}{_2}-NPG}
\begin{frame}{Para and meta bridges}
\centering
\begin{overprint}
\onslide<1>
\centering
\begin{columns}[t]
\column{.55\textwidth}
\includegraphics[height=.7\textwidth]{Figures/Parametagraphic.eps}
\column{.55\textwidth}
\includegraphics[height=.7\textwidth]{Figures/Metaparagraphic.eps}
\end{columns}
\onslide<2>
\begin{columns}[c]
\column{.4\textwidth}
\begin{itemize}
\item Path length difference
\item Quantum interference
\item Transmission
\item coupling/decoupling of GNR
\end{itemize}
\column{.7\textwidth}
\includegraphics[height=.55\textwidth]{Figures/metapararesultdraft.eps}
\end{columns}
\end{overprint}
\end{frame}
\begin{frame}{Para-O\mathinhead{_4}{_4}-NPG}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item Functionalisation with oxygen
\item Quantum inteference at valence band
\item Reproducing DFT result
\item Decoupling of GNR
\end{itemize}
\column{.7\textwidth}
\includegraphics[height=.8\textwidth]{Figures/fig19.eps}
\end{columns}
\end{frame}
\begin{frame}{Para-(OH)\mathinhead{_4}{_4}-NPG}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.4\textwidth}
\begin{itemize}
\item Hydrogenation of oxygen
\item Band splitting of DFT
\item GNR coupling and resemblance with Para-NPG
\item Reproducing DFT results
\end{itemize}
\column{.7\textwidth}
\includegraphics[height=.8\textwidth]{Figures/fig20.eps}
\end{columns}
\end{frame}
\begin{frame}{Meta-O\mathinhead{_2}{_2}-NPG}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item Split in the valence for DFT
\item Similarity in valence/conduction difference for meta/para
\item Trying different potentials
\end{itemize}
\column{.7\textwidth}
\includegraphics[height=.8\textwidth]{Figures/fig21.eps}
\end{columns}
\end{frame}
\begin{frame}{Meta-(OH)\mathinhead{_2}{_2}-NPG}
\centering
\begin{columns}[c]
\column{.05\textwidth}
\column{.5\textwidth}
\begin{itemize}
\item Hydrogenation lowering potential of oxygen
\item Decoulping of oxygen = decouplig of GNR
\item Resemblance with pristine Meta-NPG
\item In agreement with DFT
\end{itemize}
\column{.7\textwidth}
\includegraphics[height=.8\textwidth]{Figures/fig22.eps}
\end{columns}
\end{frame}
\begin{frame}{Conclusion}
\centering
\begin{beamercolorbox}[sep=1em,wd=15cm]{redbox}
``A tight-binding routine has successfully been developed in Python. This makes it easier to, qualitatively, understand electron transport in nanoporous graphene devices (NPG)''\huge\checkmark
\end{beamercolorbox}
\end{frame}
\section*{Questions}
\title{Questions}
\subtitle{}
\begin{frame}
\titlepage
\end{frame}
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% \appendix
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% \begin{itemize}
% \item Appendix
% \end{itemize}
% \end{frame}
\end{document}