Bachelor Thesis Closed Access

Search for a Dark Photon with Classifying Anomalies through Outer Density Estimation

Li, Haorui


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{
  "conceptrecid": "22302", 
  "created": "2025-03-11T09:56:29.704976+00:00", 
  "id": 22303, 
  "links": {
    "html": "https://publish.etp.kit.edu/record/22303", 
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  "metadata": {
    "access_right": "closed", 
    "access_right_category": "danger", 
    "communities": [
      {
        "id": "belle2"
      }, 
      {
        "id": "etp"
      }
    ], 
    "contributors": [], 
    "creators": [
      {
        "name": "Li, Haorui"
      }
    ], 
    "description": "<p>The Standard Model (SM) successfully describes fundamental particles but fails to explain dark matter (DM). The Belle II experiment searches for new particles like the dark photon <span class=\"math-tex\">\\(A'\\)</span>&nbsp;through electron-positron collisions, for example in the process <span class=\"math-tex\">\\(e^+e^- \\to \\gamma A', A' \\to \\mu^+\\mu^-\\)</span>. This thesis focuses on using the CATHODE method, which trains a classifier on Monte Carlo (MC) simulations to distinguish signal-like anomalies implying dark photons.</p>", 
    "keywords": [
      "dark photon", 
      "machine learning", 
      "Belle II"
    ], 
    "language": "eng", 
    "publication_date": "2024-05-01", 
    "relations": {
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    }, 
    "resource_type": {
      "subtype": "bachelor-thesis", 
      "title": "Bachelor Thesis", 
      "type": "thesis"
    }, 
    "thesis": {
      "report_number": "ETP-KA/2024-06", 
      "supervisors": [
        {
          "name": "Ferber, Torben"
        }
      ]
    }, 
    "title": "Search for a Dark Photon with Classifying Anomalies through Outer Density Estimation"
  }, 
  "owners": [
    118
  ], 
  "revision": 4, 
  "stats": {}, 
  "updated": "2025-03-17T11:57:41.813924+00:00"
}

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