December 15, 2025 Dataset Open Access

Steinbach, Peter

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{
  "url": "https://rodare.hzdr.de/record/4187", 
  "name": "A dataset for exploring regression and classification of particle accelerator control and resulting beam positions", 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.14278/rodare.4187", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "datePublished": "2025-12-15", 
  "description": "<p>This dataset simple_ARES.csv was generated with the open-source <a href=\"https://cheetah-accelerator.readthedocs.io/en/latest/index.html\">cheetah simulator</a> for didactical purposes.\u00a0</p>\r\n\r\n<p>To reproduce the dataset, do the following in a python 3.12 environment:</p>\r\n\r\n<p>1. source .venv/bin/activate</p>\r\n\r\n<p>2. uv sync</p>\r\n\r\n<p>3. python ./generate_simple.py # or execute all cells in ./generate_simple.ipynb</p>", 
  "keywords": [
    "machine learning", 
    "particle accelerators", 
    "beam control", 
    "beam quality"
  ], 
  "creator": [
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0002-4974-230X", 
      "name": "Steinbach, Peter"
    }
  ], 
  "@type": "Dataset", 
  "sameAs": [
    "https://www.hzdr.de/publications/Publ-42455"
  ], 
  "version": "0.1", 
  "@id": "https://doi.org/10.14278/rodare.4187", 
  "distribution": [
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      "@type": "DataDownload", 
      "fileFormat": "ipynb", 
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    }, 
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      "fileFormat": "py", 
      "contentUrl": "https://rodare.hzdr.de/api/files/f14c49a1-4699-48ae-9a20-557ff66ab6f1/generate_simple.py"
    }, 
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      "fileFormat": "toml", 
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      "fileFormat": "csv", 
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    }, 
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  ]
}