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ODINN-SciML · Feb 29, 2024 · 7301653 · 7301653
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diff --git a/tex/sections/motivation.tex b/tex/sections/motivation.tex
@@ -69,7 +69,7 @@ \subsubsection{Computational physics and optimal design}
 stellarator coil design \cite{McGreivy_stellarator_2021}; 
 fluid dynamics \cite{Giles_Pierce_2000, mohammadi2009applied};
 supersonic aircraft design \cite{
-hu2010supersonic, fike2013multi}, biology \citep{Strouwen2022}
+hu2010supersonic, fike2013multi}, biology \cite{Strouwen2022}
 
 % \subsubsection{Computational Fluid Dynamics}
 % \subsubsection{Electromagnetism}

diff --git a/tex/sections/software-solver.tex b/tex/sections/software-solver.tex
@@ -92,9 +92,9 @@ \subsubsection{Adjoint methods}
  & Sensitivity equation & Good & $\mathcal O (n^3p^3)$ & $\mathcal O(1)$ \\
  \cline{2-5}
  &Backsolve adjoint$^\vartriangleleft$ & Poor & $\mathcal O ((n+p)^3)$ & $\mathcal O(1)$ \\ 
- &Backsolve adjoint$^\blacktriangleleft$ & Medium & $\mathcal O ((n+p)^3)$ & $\matcal O (K)$ \\
+ &Backsolve adjoint$^\blacktriangleleft$ & Medium & $\mathcal O ((n+p)^3)$ & $\mathcal O (K)$ \\
  &Interpolating adjoint$^\vartriangleleft$ & Good & $\mathcal O ((n+p)^3)$ & High \\ 
- &Interpolating adjoint$^\blacktriangleleft$ & Good & $\mathcal O ((n+p)^3)$ & $\matcal O (K)$ \\
+ &Interpolating adjoint$^\blacktriangleleft$ & Good & $\mathcal O ((n+p)^3)$ & $\mathcal O (K)$ \\
  &Quadrature adjoint & Good & $\mathcal O (n^3 + p)$ & High \\
  &Gauss adjoint & ... & $\mathcal O (n^3 + p)$ & .. \\
  % name & .. & .. & .. \\