July 16, 2021 Master Thesis Open Access

Haide, Isabel

MARC21 XML Export

<?xml version='1.0' encoding='UTF-8'?>
<record xmlns="http://www.loc.gov/MARC21/slim">
  <leader>00000nam##2200000uu#4500</leader>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">16984437</subfield>
    <subfield code="u">https://publish.etp.kit.edu/record/22084/files/TopFastSim_Thesis.pdf</subfield>
    <subfield code="z">md5:50a3c0838d8bad64ee581ddb50457624</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">thesis</subfield>
    <subfield code="b">master-thesis</subfield>
  </datafield>
  <datafield tag="260" ind1=" " ind2=" ">
    <subfield code="c">2021-07-16</subfield>
  </datafield>
  <datafield tag="520" ind1=" " ind2=" ">
    <subfield code="a">&lt;p&gt;The generation of Monte Carlo data is very time- and resource-consuming, which will only increase with higher luminosities of the particle physics experiments. The Time of Propagation detector at the Belle II experiment is the current bottleneck regarding simulation time. This thesis is exploring the concept of replacing the TOP simulation with a simulation done through machine learning methods, also called fast simulation. The focus here is on validating a possible fast simulation, thus ensuring correct modeling of the detector. The current simulation done by GEANT4 is evaluated and validation methods to ensure a correct simulation done by machine learning methods are developed. Furthermore, generative adversarial networks and conditional variational autoencoders are implemented and tested on reduced datasets as possible fast simulation algorithms.&lt;/p&gt;</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Quast, Günter</subfield>
    <subfield code="u">KIT/ETP</subfield>
    <subfield code="4">ths</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Husemann, Ulrich</subfield>
    <subfield code="u">KIT/ETP</subfield>
    <subfield code="4">ths</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Kahn, James</subfield>
    <subfield code="u">KIT/ETP</subfield>
    <subfield code="4">ths</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="a">Goldenzweig, Pablo</subfield>
    <subfield code="u">KIT/ETP</subfield>
    <subfield code="4">ths</subfield>
  </datafield>
  <datafield tag="041" ind1=" " ind2=" ">
    <subfield code="a">eng</subfield>
  </datafield>
  <controlfield tag="001">22084</controlfield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">Belle II</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">Fast Simulation</subfield>
  </datafield>
  <datafield tag="653" ind1=" " ind2=" ">
    <subfield code="a">Deep Learning</subfield>
  </datafield>
  <controlfield tag="005">20211111125954.0</controlfield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-belle2</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">user-etp</subfield>
  </datafield>
  <datafield tag="245" ind1=" " ind2=" ">
    <subfield code="a">Fast Simulation and Validation of the Time of Propagation Detector at the Belle II Experiment</subfield>
  </datafield>
  <datafield tag="542" ind1=" " ind2=" ">
    <subfield code="l">open</subfield>
  </datafield>
  <datafield tag="909" ind1="C" ind2="O">
    <subfield code="o">oai:publish.etp.kit.edu:22084</subfield>
    <subfield code="p">user-belle2</subfield>
    <subfield code="p">user-etp</subfield>
  </datafield>
  <datafield tag="100" ind1=" " ind2=" ">
    <subfield code="a">Haide, Isabel</subfield>
    <subfield code="u">KIT/ETP</subfield>
  </datafield>
</record>