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diff --git a/BookGPU/Chapters/chapter15/ch15.tex b/BookGPU/Chapters/chapter15/ch15.tex
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--- a/BookGPU/Chapters/chapter15/ch15.tex
+++ b/BookGPU/Chapters/chapter15/ch15.tex
@@ -8,7 +8,7 @@ The Queen's University of Belfast, United Kingdom}
 
 %\newcommand{\fixme}[1]{{\bf #1}}
 
 
 %\newcommand{\fixme}[1]{{\bf #1}}
 

-\chapter[Numerical validation on GPUs in atomic physics]{Numerical validation and performance optimization on GPUs of an application in atomic physics} 
+\chapter[Numerical validation and GPU performance in atomic physics]{Numerical validation and performance optimization on GPUs of an application in atomic physics} 

 \label{chapter15}
 
 \section{Introduction}\label{ch15:intro}
 \label{chapter15}
 
 \section{Introduction}\label{ch15:intro}