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  • phd-project-wasmer/presentations/2025-02-03-talk-daemon
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......@@ -16,7 +16,7 @@
\hspace{1em}
\begin{column}{0.6\linewidth}
\begin{center}
Electronic structure learning
Smart \enquote{initial guess}
for fast SCF convergence
\end{center}
......@@ -90,6 +90,8 @@
\end{columns}
\end{frame}
% Slide Jacobi-Legendre framework
\begin{frame}[plain,c]
\frametitle{The Jacobi-Legendre framework\footcite{dominaJacobiLegendreFrameworkMachine2024}}
......@@ -116,6 +118,110 @@
\vspace*{0em}
\end{frame}
% Slide KKR potential
\begin{frame}[plain,c]
\frametitle{KKR potential conversion}
\framesubtitle{from Voronoi decomposition to Cartesian grid}
\vspace*{0em}
\begin{columns}[c]
\begin{column}{0.25\linewidth}
\begin{center}
\includegraphics[width=0.9\linewidth]{../resources-local/kkr-potential/voronoi-cell-with-rws-rmt.pdf}%
\vspace*{0.0em}
Space-filling Voronoi decomposition
\end{center}
\end{column}
\begin{column}{0.4\linewidth}
\begin{center}
\includegraphics[width=0.9\linewidth]{../resources-local/kkr-potential/radial-mesh-example-bcc-Fe.pdf}%
\vspace*{0.0em}
Convolution with non-trivial shape functions \(\Theta({\vec{r}})\) outside
MT sphere\footcite{stefanouEfficientNumericalMethod1990}
\end{center}
\end{column}
\vrule{} % vertical separator line
\hspace*{1em}
\begin{column}{0.32\linewidth}
\vspace*{0em}
\textbf{Conversion}\vspace*{2em}
Full potential convolution with shape functions\vspace*{1em}
\(V_{L L'}(r) = \sum_{L''} C_{L L' L''} V_{L''}(r)\)\vspace*{2em}
Conversion to real-space grid\vspace*{1em}
\(V(\vec{r}) = \sum_L V_L(r) Y_L(\theta, \phi)\)
\end{column}
\end{columns}
\vspace*{0em}
\end{frame}
% Slide Conversion example
\begin{frame}[plain,c]
\frametitle{Conversion example}
\framesubtitle{Cu fcc host crystal}
\vspace*{0em}
\begin{columns}[t]
\begin{column}{0.45\linewidth}
\vspace*{-1em}
\begin{center}
\includegraphics[width=1.0\linewidth]{../resources-local/conversion-example/cu-pot-diff-single.png}%
\(\Delta V_{\text{host}}\) non-periodic
\vspace*{0.0em}
\end{center}
\end{column}
\vrule{} % vertical separator line
\hspace*{1em}
\begin{column}{0.45\linewidth}
\vspace*{1em}
\includegraphics[width=0.9\linewidth]{../resources-local/conversion-example/cu-pot-conv-unit-cell.png}%
\vspace*{2em}
\(V_{\text{host}}\) mapped to unit cell
\end{column}
\end{columns}
\vspace*{0em}
\end{frame}
% Slide best-of-aml % Section odds-and-ends
\begin{frame}[plain,c]
\frametitle{Community resources}
\framesubtitle{Best of atomistic machine learning}
\vspace*{-4em}
\begin{columns}[c]
\begin{column}{0.5\linewidth}
\vspace*{3em}
\begin{center}
% \includegraphics[width=0.7\textwidth]{../resources/fig/github/best-of-aml-thumbnail-2023-09-05.png}%
\includegraphics[width=0.9\textwidth]{../resources/fig/github/best-of-aml-thumbnail-2024-07-08.png}%
Largest list of atomistic ML tools on the web (400+), auto-ranked,
regular updates\footcite{wasmerBestAtomisticMachine2023}
\vspace*{2em}
\Large{\href{https://go.fzj.de/best-of-aml}{go.fzj.de/baml}}
\end{center}
\end{column}
\begin{column}{0.4\linewidth}
\includegraphics[width=0.85\textwidth]{../resources/fig/github/best-of-aml-contents-2024-07-08.png}%
\end{column}
\end{columns}
\end{frame}
%%% Local Variables:
%%% mode: latex
%%% TeX-master: "../presentation"
......
resources-local/conversion-example/cu-pot-conv-unit-cell.png

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resources-local/conversion-example/cu-pot-diff-single.png

131 B

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