Bachelor Thesis Open Access
Ginter, Jannik
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nam##2200000uu#4500</leader> <datafield tag="909" ind1="C" ind2="O"> <subfield code="o">oai:publish.etp.kit.edu:22319</subfield> <subfield code="p">user-cms</subfield> <subfield code="p">user-etp</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">thesis</subfield> <subfield code="b">bachelor-thesis</subfield> </datafield> <datafield tag="856" ind1="4" ind2=" "> <subfield code="s">10056042</subfield> <subfield code="u">https://publish.etp.kit.edu/record/22319/files/Bachelorarbeit_finalVersion.pdf</subfield> <subfield code="z">md5:182b7c1344cfb077055943d5b71edcf1</subfield> </datafield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">open</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2025-04-10</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Husemann, Ulrich</subfield> <subfield code="4">ths</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="a">Molch, Moritz</subfield> <subfield code="4">ths</subfield> </datafield> <controlfield tag="005">20250414093819.0</controlfield> <datafield tag="041" ind1=" " ind2=" "> <subfield code="a">eng</subfield> </datafield> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">Studies on boosted ττ and bb pair identification in the NMSSM X → YH analysis</subfield> </datafield> <controlfield tag="001">22319</controlfield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a"><p>In this thesis, the efficiency of the ParticleNet jet tagging algorithm for the identification of boosted&nbsp;&tau;&tau; and bb pairs in the&nbsp;NMSSM&nbsp;X &rarr; YH analysis is investigated. The products of boosted decays overlap,&nbsp;which&nbsp;poses a challenge for&nbsp;the correct&nbsp;identification of the original particles. Generator-level studies of simulated di-Higgs events&nbsp;based on the CMS detector response are performed and used&nbsp;to learn about the behavior of the ParticleNet algorithm. Various tests on the efficiency of the algorithm and methods to improve it are presented.</p></subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">CMS</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">NMSSM di-Higgs</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">boosted</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">bb+tautau</subfield> </datafield> <datafield tag="653" ind1=" " ind2=" "> <subfield code="a">ParticleNet</subfield> </datafield> <datafield tag="100" ind1=" " ind2=" "> <subfield code="a">Ginter, Jannik</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-cms</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-etp</subfield> </datafield> </record>