\boolfalse {citerequest}\boolfalse {citetracker}\boolfalse {pagetracker}\boolfalse {backtracker}\relax \babel@toc {british}{} \contentsline {section}{\numberline {1}Introduction}{1}{section.1}% \contentsline {section}{\numberline {2}Theoretical motivation}{2}{section.2}% \contentsline {subsection}{\numberline {2.1}Standard Model}{2}{subsection.2.1}% \contentsline {subsubsection}{\numberline {2.1.1}Shortcomings of the Standard Model}{3}{subsubsection.2.1.1}% \contentsline {subsection}{\numberline {2.2}Excited quark states}{4}{subsection.2.2}% \contentsline {subsubsection}{\numberline {2.2.1}Quantum Chromodynamic background}{5}{subsubsection.2.2.1}% \contentsline {section}{\numberline {3}Experimental Setup}{6}{section.3}% \contentsline {subsection}{\numberline {3.1}Large Hadron Collider}{6}{subsection.3.1}% \contentsline {subsection}{\numberline {3.2}Compact Muon Solenoid}{6}{subsection.3.2}% \contentsline {subsubsection}{\numberline {3.2.1}Coordinate conventions}{7}{subsubsection.3.2.1}% \contentsline {subsubsection}{\numberline {3.2.2}The tracking system}{8}{subsubsection.3.2.2}% \contentsline {subsubsection}{\numberline {3.2.3}The electromagnetic calorimeter}{8}{subsubsection.3.2.3}% \contentsline {subsubsection}{\numberline {3.2.4}The hadronic calorimeter}{8}{subsubsection.3.2.4}% \contentsline {subsubsection}{\numberline {3.2.5}The solenoid}{9}{subsubsection.3.2.5}% \contentsline {subsubsection}{\numberline {3.2.6}The muon system}{9}{subsubsection.3.2.6}% \contentsline {subsubsection}{\numberline {3.2.7}The Trigger system}{9}{subsubsection.3.2.7}% \contentsline {subsubsection}{\numberline {3.2.8}The Particle Flow algorithm}{9}{subsubsection.3.2.8}% \contentsline {subsection}{\numberline {3.3}Jet clustering}{9}{subsection.3.3}% \contentsline {section}{\numberline {4}Method of analysis}{11}{section.4}% \contentsline {subsection}{\numberline {4.1}Signal and Background modelling}{11}{subsection.4.1}% \contentsline {section}{\numberline {5}Preselection and data quality}{13}{section.5}% \contentsline {subsection}{\numberline {5.1}Preselection}{13}{subsection.5.1}% \contentsline {subsection}{\numberline {5.2}Data - Monte Carlo Comparison}{15}{subsection.5.2}% \contentsline {subsubsection}{\numberline {5.2.1}Sideband}{15}{subsubsection.5.2.1}% \contentsline {section}{\numberline {6}Jet substructure selection}{20}{section.6}% \contentsline {subsection}{\numberline {6.1}N-Subjettiness}{20}{subsection.6.1}% \contentsline {subsection}{\numberline {6.2}DeepAK8}{21}{subsection.6.2}% \contentsline {subsection}{\numberline {6.3}Optimization}{22}{subsection.6.3}% \contentsline {section}{\numberline {7}Signal extraction}{24}{section.7}% \contentsline {subsection}{\numberline {7.1}Systematic Uncertainties}{24}{subsection.7.1}% \contentsline {section}{\numberline {8}Results}{26}{section.8}% \contentsline {subsection}{\numberline {8.1}Partial dataset}{26}{subsection.8.1}% \contentsline {subsubsection}{\numberline {8.1.1}Comparison with existing results}{26}{subsubsection.8.1.1}% \contentsline {subsection}{\numberline {8.2}Combined dataset}{28}{subsection.8.2}% \contentsline {subsection}{\numberline {8.3}Comparison of taggers}{30}{subsection.8.3}% \contentsline {section}{\numberline {9}Summary}{32}{section.9}% \contentsline {section}{\numberline {A}Expected and observed cross section limits}{34}{appendix.A}%