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florian.stinner edited this page Nov 22, 2019 · 6 revisions

Papers with usage of BUDO

In Automatic translation, a tool and algorithm is described, that can translation actual labels of data points/streams into BUDO labels with the help of natural language processing (NLP).

In Automatic simulation models, we decribe a toolchain how to produce automatic simulation models out of BUDO labels. We outline how to integrate time series data and static data of the models.

In Application Virtual Laboratory, we decribe a toolchain how to introduce virtual simulation Modelica based sensors inside existing buildings.

We show in Holistic tool chain how you can integrate BUDO in a holistic toolchain for model predictive control.

Automatic translation tool

Bibtex:

@article{Stinner.2019b,
 author = {Stinner, Florian and Nei{\ss}er-Deiters, Paul and Baranski, Marc and M{\"u}ller, Dirk},
 year = {2019},
 title = {Aikido: Structuring data point identifiers of technical building equipment by machine learning},
 url = {https://iopscience.iop.org/article/10.1088/1742-6596/1343/1/012039/pdf},
 pages = {012039},
 volume = {1343},
 issn = {1742-6588},
 journal = {Journal of Physics: Conference Series},
 doi = {10.1088/1742-6596/1343/1/012039}
}

Automatic simulation models

  • Stinner F, Yang Y, Schreiber T, Bode G, Baranski M, Müller D. Generating Generic Data Sets for Machine Learning Applications in Building Services Using Standardized Time Series Data. In: Al-Hussein M, editor. Proceedings of the 36th International Symposium on Automation and Robotics in Construction (ISARC). International Association for Automation and Robotics in Construction (IAARC); 2019.
  • URL PDF: https://www.iaarc.org/publications/fulltext/ISARC_2019_Paper_59.pdf

Bibtex:

@inproceedings{Stinner.2019c,
 author = {Stinner, Florian and Yang, Yingying and Schreiber, Thomas and Bode, Gerrit and Baranski, Marc and M{\"u}ller, Dirk},
 title = {Generating Generic Data Sets for Machine Learning Applications in Building Services Using Standardized Time Series Data},
 publisher = {{International Association for Automation and Robotics in Construction (IAARC)}},
 series = {Proceedings of the International Symposium on Automation and Robotics in Construction (IAARC)},
 editor = {Al-Hussein, Mohamed},
 booktitle = {Proceedings of the 36th International Symposium on Automation and Robotics in Construction (ISARC)},
 year = {2019},
 doi = {10.22260/ISARC2019/0031}
}

Application Virtual Laboratory

  • Stinner F, Baranski M, Yang Y, Müller D. Anwendung eines Virtuellen Labors zur Integration von virtuellen Sensoren in Bestandsgebäude. In: DKV-Tagung 2018; 2018.
@incollection{Stinner.2018b,
 author = {Stinner, Florian and Baranski, Marc and Yang, Yingying and M{\"u}ller, Dirk},
 title = {Anwendung eines Virtuellen Labors zur Integration von virtuellen Sensoren in Bestandsgeb{\"a}ude},
 booktitle = {DKV-Tagung 2018},
 year = {2018}
}

Holistic tool chain

Bibtex:

@article{Bode.2019b,
 author = {Bode, Gerrit and Stinner, Florian and Baranski, Marc and Br{\"u}mmendorf, Erik and Cai, Xiaoye and K{\"u}mpel, Alexander and Schraven, Markus and Schreiber, Thomas and Stoffel, Phillip and Storek, Thomas and M{\"u}ller, Dirk},
 year = {2019},
 title = {From plans to programs: A holistic toolchain for building data applications},
 url = {https://iopscience.iop.org/article/10.1088/1742-6596/1343/1/012117/pdf},
 pages = {012117},
 volume = {1343},
 issn = {1742-6588},
 journal = {Journal of Physics: Conference Series},
 doi = {10.1088/1742-6596/1343/1/012117}
}

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