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GOOML Big Kahuna Forecast Modeling and Genetic Optimization Files
L o a d i n g
Organization
National Renewable Energy Laboratory (NREL) - view all
Update frequencyunknown
Last updatedover 2 years ago
Overview

This submission includes example files associated with the Geothermal Operational Optimization using Machine Learning (GOOML) Big Kahuna fictional power plant, which uses synthetic data to model a fictional power plant. A forecast was produced using the GOOML data model framework and fictional input data, and a genetic optimization is included which determines optimal flash plant parameters. The inputs and outputs associated with the forecast and genetic optimization are included. The input and output files consist of data, configuration files, and plots. A link to the Physics-Guided Neural Networks (phygnn) GitHub repository is also included, which augments a traditional neural network loss function with a generic loss term that can be used to guide the neural network to learn physical or theoretical constraints. phygnn is used by the GOOML framework to help integrate its machine learning models into the relevant physics and engineering applications. Note that the data included in this submission are intended to provide a demonstration of GOOML's capabilities. Additional files that have not been released to the public are needed for users to run these models and reproduce these results. Units can be found in the readme data resource.

Big KahunaGOOMLcodeconfigurationdataenergyexampleflash plantsforecastgenetic optimizationgeothermalinputsmachine learningmodelneural networkoperationsoptimizationoutputsphygnnphysics guided neural networkspower plantprocessed datapythonsimulationsteam fieldsteamfieldsynthetic datawells
Additional Information
KeyValue
Dcat Issued2021-06-30T06:00:00Z
Dcat Modified2021-11-24T22:37:44Z
Dcat Publisher NameUpflow
Guidhttps://data.openei.org/submissions/4472
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Trust Framework(s)None
Assuranceunknown
Data Sensitivity Classunknown
Licenceunknown
Files
  • phygnn GitHub Repository

  • Big Kahuna Component Diagram.png

  • Big Kahuna Input Dataset.csv

  • Big Kahuna Forecast Output Dataset.csv

  • Big Kahuna Forecast Output Plots.zip

  • Big Kahuna Genetic Optimization Output Plots.zip

  • Big Kahuna ReadMe.txt

  • Big Kahuna Flash Plant Configuration Files.zip

  • Big Kahuna Well Configuration Files.zip

  • Big Kahuna Plant Configuration File.json

  • Overview of GOOML journal article in Energies