{"dcterms:modified":"2024-11-18","dcterms:creator":"A Dataverse Instance","@type":"ore:ResourceMap","@id":"https://data.fz-juelich.de/api/datasets/export?exporter=OAI_ORE&persistentId=doi:10.26165/JUELICH-DATA/5PB3GT","ore:describes":{"Title":"SimCATS_GaAs_v1_random_variations_v2","fzj:Institute":"ZEA-2","fzj:PoF IV topic":"Quantum-Computer Control Systems and Cryoelectronics (POF4-5223)","Author":[{"author:Name":"Hader, Fabian","author:Affiliation":"ZEA-2","Identifier Scheme":"ORCID","Identifier":"0000-0003-3490-3227"},{"author:Name":"Fuchs, Fabian","Identifier Scheme":"ORCID","Identifier":"0009-0009-1060-6093"},{"author:Name":"Fleitmann, Sarah","author:Affiliation":"ZEA-2","Identifier Scheme":"ORCID","Identifier":"0000-0002-7699-5708"}],"citation:Contact":{"datasetContact:Name":"Hader, Fabian","datasetContact:Affiliation":"ZEA-2","datasetContact:E-mail":"f.hader@fz-juelich.de"},"citation:Description":{"dsDescription:Text":"<h1>Dataset: SimCATS_GaAs_v1_random_variations_v2</h1>\r\n<p>Simulated data from the geometric SimCATS model (<a title=\"SimCATS GitHub Repository\" href=\"https://github.com/f-hader/SimCATS\" target=\"_blank\" rel=\"noopener\">GitHub Repository</a>, <a title=\"SimCATS Paper\" href=\"https://ieeexplore.ieee.org/document/10640289\" target=\"_blank\" rel=\"noopener\">Paper</a>) for benchmarking of semiconductor quantum dot tuning algorithms.</p>\r\n<p>Generated using <a title=\"Jupyter Notebook: Dataset Generation\" href=\"https://github.com/f-hader/SimCATS-Datasets/blob/v2.4.0/notebooks/dataset_gen%5Brandom_variations%5D.ipynb\" target=\"_blank\" rel=\"noopener\">this Jupyter Notebook</a> and used for the final evaluation in <a title=\"Automated Charge Transition Detection in Quantum Dot Charge Stability Diagrams\" href=\"https://doi.org/10.36227/techrxiv.172963185.53119182/v1\" target=\"_blank\" rel=\"noopener\">Automated Charge Transition Detection in Quantum Dot Charge Stability Diagrams</a>.</p>\r\n<h2>Key Facts</h2>\r\n<ul>\r\n<li>Contains pink, white &amp; random telegraph noise, transition blurring, and dot jumps</li>\r\n<li>Random variations of charge transitions, sensor, and distortions</li>\r\n<li>1.000 randomly sampled configurations with 100 CSDs each (in total: 100.000 CSDs)&nbsp;&nbsp;</li>\r\n</ul>\r\n<h2>Usage</h2>\r\n<p>To load the data, e.g. for calculating metrics, please have a look at SimCATS-Datasets (<a title=\"SimCATS-Datasets GitHub Repository\" href=\"https://github.com/f-hader/SimCATS-Datasets\" target=\"_blank\" rel=\"noopener\">GitHub Repository</a>, <a title=\"ReadTheDocs\" href=\"https://simcats-datasets.readthedocs.io/\" target=\"_blank\" rel=\"noopener\">ReadTheDocs</a>). The dataset can be loaded as numpy arrays using the function <a title=\"load_dataset documentation\" href=\"https://simcats-datasets.readthedocs.io/en/latest/autoapi/simcats_datasets/loading/index.html#simcats_datasets.loading.load_dataset\" target=\"_blank\" rel=\"noopener\">load_dataset</a> or as PyTorch Dataset class (for machine learning purposes) using the class <a title=\"SimcatsDataset documentation\" href=\"https://simcats-datasets.readthedocs.io/en/latest/autoapi/simcats_datasets/loading/pytorch/index.html#simcats_datasets.loading.pytorch.SimcatsDataset\" target=\"_blank\" rel=\"noopener\">SimcatsDataset</a>.</p>","dsDescription:Date":"2024-10-08"},"Subject":["Computer and Information Science","Engineering"],"citation:Keyword":[{"keyword:Term":"Simulation"},{"keyword:Term":"Quantum Dots"},{"keyword:Term":"Charge-Stability-Diagram"},{"keyword:Term":"CSD"}],"Related Publication":{"Citation":"Hader, F. (2024). SimCATS_GaAs_v1_random_variations_v2 [Data set]. Zenodo (Genève: CERN).","ID Type":"doi","ID Number":"10.5281/zenodo.13903285","URL":"https://zenodo.org/records/13903285"},"citation:Depositor":"Hader, Fabian","Deposit Date":"2024-10-09","@id":"doi:10.26165/JUELICH-DATA/5PB3GT","@type":["ore:Aggregation","schema:Dataset"],"schema:version":"1.1","schema:datePublished":"2024-10-09","schema:name":"SimCATS_GaAs_v1_random_variations_v2","schema:dateModified":"2024-11-18 15:47:48.593","schema:license":"https://creativecommons.org/publicdomain/zero/1.0/","dvcore:fileTermsOfAccess":{"dvcore:fileRequestAccess":false},"schema:includedInDataCatalog":"Central Institute of Engineering, Electronics and Analytics – Electronic Systems (ZEA-2)","ore:aggregates":[],"schema:hasPart":[]},"@context":{"Author":"http://purl.org/dc/terms/creator","Citation":"http://purl.org/dc/terms/bibliographicCitation","Deposit Date":"http://purl.org/dc/terms/dateSubmitted","ID Number":"http://purl.org/spar/datacite/ResourceIdentifier","ID Type":"http://purl.org/spar/datacite/ResourceIdentifierScheme","Identifier":"http://purl.org/spar/datacite/AgentIdentifier","Identifier Scheme":"http://purl.org/spar/datacite/AgentIdentifierScheme","Related Publication":"http://purl.org/dc/terms/isReferencedBy","Subject":"http://purl.org/dc/terms/subject","Title":"http://purl.org/dc/terms/title","URL":"https://schema.org/distribution","author":"https://dataverse.org/schema/citation/author#","citation":"https://dataverse.org/schema/citation/","datasetContact":"https://dataverse.org/schema/citation/datasetContact#","dcterms":"http://purl.org/dc/terms/","dsDescription":"https://dataverse.org/schema/citation/dsDescription#","dvcore":"https://dataverse.org/schema/core#","fzj":"https://jugit.fz-juelich.de/fdm/schemas","keyword":"https://dataverse.org/schema/citation/keyword#","ore":"http://www.openarchives.org/ore/terms/","schema":"http://schema.org/"}}