{
  "@context": {
    "@base": "https://portfoliodb.hslu.ch/",
    "madek": "https://portfoliodb.hslu.ch/ns#",
    "madek_system": "https://portfoliodb.hslu.ch/vocabulary/madek_system:",
    "Keyword": "https://portfoliodb.hslu.ch/vocabulary/keyword/",
    "Role": "https://portfoliodb.hslu.ch/roles/",
    "rdf": "http://www.w3.org/1999/02/22-rdf-syntax-ns#",
    "rdfs": "http://www.w3.org/2000/01/rdf-schema#",
    "owl": "http://www.w3.org/2002/07/owl#",
    "madek_core": "https://portfoliodb.hslu.ch/vocabulary/madek_core:",
    "madek_institution": "https://portfoliodb.hslu.ch/vocabulary/institution:",
    "madek_creative_work": "https://portfoliodb.hslu.ch/vocabulary/creative_work:",
    "madek_rights": "https://portfoliodb.hslu.ch/vocabulary/rights:"
  },
  "@graph": [
    {
      "@id": "https://portfoliodb.hslu.ch/entries/6c6fc98b-3f59-4d02-98e0-9974480181a6",
      "@type": "madek:MediaEntry",
      "madek_creative_work:format": {
        "@value": "72 Seiten",
        "@type": "madek:Text"
      },
      "madek_creative_work:language": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/c6e7b266-1f09-4c82-88de-8542130ed40d"
      },
      "madek_creative_work:location": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/905b81cf-659f-46f9-9a7b-a0679f0522d2"
      },
      "madek_rights:lizenzierung": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/f9e075c7-4438-40ae-a720-38ee90913d26"
      },
      "madek_rights:classification": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/1cc7a5b5-85bd-405f-9fc4-af99c6f880fd"
      },
      "madek_rights:web_statement": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/b6725459-379b-4b85-b8cf-273fbbeb9265"
      },
      "madek_core:authors": {
        "@id": "https://portfoliodb.hslu.ch/people/b67c168a-4953-4366-aab7-4a7a6d75f49e"
      },
      "madek_institution:project_leader": {
        "@id": "https://portfoliodb.hslu.ch/people/c33367d2-2e79-4a81-ab47-277e1b792029"
      },
      "madek_core:portrayed_object_date": {
        "@value": "10.06.2022",
        "@type": "madek:TextDate"
      },
      "madek_institution:project_type": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/a2ef2e97-1d72-4123-9b84-e3079b2ebeb2"
      },
      "madek_core:description": {
        "@value": "Das Ziel der vorliegenden Bachlorarbeit war es, erste Erfahrungen mit Reinforcement Learning und der\r\nKopplung mit Modelica Systemmodellen zu machen. Dazu wurde ein Showcase erstellt, welcher die\r\nRegelung eines Systems selbstständig mithilfe eines Systemmodells erlernen soll. Das Ergebnis wurde\r\nevaluiert und erste Erkenntnisse dokumentiert. Die vorliegende Arbeit gibt ausserdem einen fundamentalen\r\nÜberblick zur Thematik und verschafft das nötige theoretische Grundwissen. Somit soll die Arbeit den\r\nEinstieg für weitere Untersuchungen und Versuche erleichtern.\r\n\r\nThe aim of this bachelor thesis was to gain first experiences with reinforcement learning and the coupling\r\nwith Modelica system models. For this purpose, a showcase was created, which should learn self-sufficient\r\nhow to control a system with the help of a system model. The result was evaluated and first cognizance were\r\ndocumented. The present work also gives a fundamental overview of the topic and provides the necessary\r\ntheoretical knowledge. Thus, the work should facilitate the entry for further investigations and tests.",
        "@type": "madek:Text"
      },
      "madek_core:copyright_notice": {
        "@value": "Arnold Tim, Hochschule Luzern Departement Technik & Architektur ",
        "@type": "madek:Text"
      },
      "madek_institution:project-expert": {
        "@id": "https://portfoliodb.hslu.ch/people/c7434c57-521e-4345-86bb-ecfd053d11a5"
      },
      "madek_institution:field_of_department": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/e02dca77-c61e-48af-be55-0bbb8a6d916a"
      },
      "madek_institution:field_of_study": {
        "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/4198c712-b97f-40c8-be14-3f587babff19"
      },
      "madek_core:title": {
        "@value": "KI-basierte Reglerauslegung – Reinforcement Learning für dynamische Systeme",
        "@type": "madek:Text"
      }
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_creative_work:format",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Format"
        },
        {
          "@language": "en",
          "@value": "Format"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": "z.B. 237 x 170 cm"
        },
        {
          "@language": "en",
          "@value": "E.g. 237 x 170 cm"
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_creative_work:language",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Sprache"
        },
        {
          "@language": "en",
          "@value": "Language"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_creative_work:location",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Ort"
        },
        {
          "@language": "en",
          "@value": "Place"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_rights:lizenzierung",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Lizenzierung"
        },
        {
          "@language": "en",
          "@value": "Licence"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": "Wird bei einer Veröffentlichung durch die HSLU bestätigt. Verwendung der Arbeit: Namensnennung – Nicht-kommerziell – Keine Bearbeitung"
        },
        {
          "@language": "en",
          "@value": "If publication on website only. Confirmation by HSLU. CC-BY-NC-ND."
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_rights:classification",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Klassifikation"
        },
        {
          "@language": "en",
          "@value": "Classification"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_rights:web_statement",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Hinweis zu Rechtsgrundlagen"
        },
        {
          "@language": "en",
          "@value": "Notes on legal basis"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": "Im Merkblatt unter Hilfe finden Sie den Link zur Studienordnung der HSLU."
        },
        {
          "@language": "en",
          "@value": "See Academic Ordinance Governing."
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_core:authors",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Autor/in"
        },
        {
          "@language": "en",
          "@value": "Author"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_institution:project_leader",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Betreuer/Betreuerin"
        },
        {
          "@language": "en",
          "@value": "Supervisor"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": "Es sind alle Betreuer/Betreuerinnnen aufzuführen."
        },
        {
          "@language": "en",
          "@value": "Show all supervisors"
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_core:portrayed_object_date",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Datierung"
        },
        {
          "@language": "en",
          "@value": "Date"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_institution:project_type",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Art der Arbeit"
        },
        {
          "@language": "en",
          "@value": "Type of assignment"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_core:description",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Beschreibung"
        },
        {
          "@language": "en",
          "@value": "Description"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_core:copyright_notice",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Urheberrechtshinweis"
        },
        {
          "@language": "en",
          "@value": "Copyright Notice"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_institution:project-expert",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Experte/Expertin"
        },
        {
          "@language": "en",
          "@value": "Expert"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_institution:field_of_department",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Departement"
        },
        {
          "@language": "en",
          "@value": "School"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_institution:field_of_study",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Studiengang/Studienrichtung"
        },
        {
          "@language": "en",
          "@value": "Programme/Specialisation"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@type": "madek:MetaKey",
      "@id": "madek_core:title",
      "rdfs:label": [
        {
          "@language": "de",
          "@value": "Titel"
        },
        {
          "@language": "en",
          "@value": "Title"
        }
      ],
      "rdfs:comment": [
        {
          "@language": "de",
          "@value": null
        },
        {
          "@language": "en",
          "@value": null
        }
      ]
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/c6e7b266-1f09-4c82-88de-8542130ed40d",
      "@type": "madek:Keyword",
      "rdfs:label": "Englisch"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/905b81cf-659f-46f9-9a7b-a0679f0522d2",
      "@type": "madek:Keyword",
      "rdfs:label": "Luzern"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/f9e075c7-4438-40ae-a720-38ee90913d26",
      "@type": "madek:Keyword",
      "rdfs:label": "Creative Commons Lizenz: CC-BY-NC-ND"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/1cc7a5b5-85bd-405f-9fc4-af99c6f880fd",
      "@type": "madek:Keyword",
      "rdfs:label": "öffentlich"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/b6725459-379b-4b85-b8cf-273fbbeb9265",
      "@type": "madek:Keyword",
      "rdfs:label": "Studienordnung für die Ausbildung an der Hochschule Luzern, FH Zentralschweiz"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/a2ef2e97-1d72-4123-9b84-e3079b2ebeb2",
      "@type": "madek:Keyword",
      "rdfs:label": "Bachelorarbeit"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/e02dca77-c61e-48af-be55-0bbb8a6d916a",
      "@type": "madek:Keyword",
      "rdfs:label": "Technik & Architektur"
    },
    {
      "@id": "https://portfoliodb.hslu.ch/vocabulary/keyword/4198c712-b97f-40c8-be14-3f587babff19",
      "@type": "madek:Keyword",
      "rdfs:label": "Maschinentechnik"
    },
    {
      "@type": "madek:Person",
      "@id": "https://portfoliodb.hslu.ch/people/b67c168a-4953-4366-aab7-4a7a6d75f49e",
      "rdfs:label": "Tim Arnold"
    },
    {
      "@type": "madek:Person",
      "@id": "https://portfoliodb.hslu.ch/people/c33367d2-2e79-4a81-ab47-277e1b792029",
      "rdfs:label": "Ulf Christian Müller (TA)"
    },
    {
      "@type": "madek:Person",
      "@id": "https://portfoliodb.hslu.ch/people/c7434c57-521e-4345-86bb-ecfd053d11a5",
      "rdfs:label": "Joel Schlienger"
    },
    {
      "@id": "madek:MetaKey",
      "@type": "rdf:Property"
    },
    {
      "@id": "madek:Role",
      "@type": "rdf:Property"
    }
  ]
}