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A measurement of jet substructure variables is presented using data collectedin 2016 by the ATLAS experiment at the LHC with proton-proton collisions at$\sqrt{s}=13$ TeV. Large-radius jets groomed with the trimming and soft-dropalgorithms are studied. Dedicated event selections are used to study jetsproduced by light quarks or gluons, and hadronically decaying top quarks and$W$ bosons. The variables measured are sensitive to pronged substructure, andtherefore are typically used for tagging jets from boosted massive particles.These include the energy correlation functions and the $N$-subjettinessvariables. The number of subjets and the Les Houches angularity are alsoconsidered. The distributions of the substructure variables, corrected fordetector effects, are compared to the predictions of various Monte Carlo eventgenerators. They are also compared between the large-radius jets originatingfrom light quarks or gluons, and hadronically decaying top quarks and $W$bosons.

the journal of high energy physics/the journal of high energy physics

Measurement of jet-substructure observables in top quark, $W$ boson and  light jet production in proton-proton collisions at $\sqrt{s}=13$ TeV with  the ATLAS detector