December 15, 2025 Dataset Open Access

Steinbach, Peter

DataCite XML Export

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<resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.1/metadata.xsd">
  <identifier identifierType="DOI">10.14278/rodare.4187</identifier>
  <creators>
    <creator>
      <creatorName>Steinbach, Peter</creatorName>
      <givenName>Peter</givenName>
      <familyName>Steinbach</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-4974-230X</nameIdentifier>
    </creator>
  </creators>
  <titles>
    <title>A dataset for exploring regression and classification of particle accelerator control and resulting beam positions</title>
  </titles>
  <publisher>Rodare</publisher>
  <publicationYear>2025</publicationYear>
  <subjects>
    <subject>machine learning</subject>
    <subject>particle accelerators</subject>
    <subject>beam control</subject>
    <subject>beam quality</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2025-12-15</date>
  </dates>
  <resourceType resourceTypeGeneral="Dataset"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/4187</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-42455</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.14278/rodare.4186</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/matter</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/rodare</relatedIdentifier>
  </relatedIdentifiers>
  <version>0.1</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;This dataset simple_ARES.csv was generated with the open-source &lt;a href="https://cheetah-accelerator.readthedocs.io/en/latest/index.html"&gt;cheetah simulator&lt;/a&gt; for didactical purposes. &lt;/p&gt;&#13;
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&lt;p&gt;To reproduce the dataset, do the following in a python 3.12 environment:&lt;/p&gt;&#13;
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&lt;p&gt;1. source .venv/bin/activate&lt;/p&gt;&#13;
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&lt;p&gt;2. uv sync&lt;/p&gt;&#13;
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&lt;p&gt;3. python ./generate_simple.py # or execute all cells in ./generate_simple.ipynb&lt;/p&gt;</description>
  </descriptions>
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