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The U.S Department of Energy is developing Enhanced Geothermal Systems as a solution for renewable energies. The Utah Forge Project is currently searching for the optimum well placement of a production well that enables the maximum possible net energy for 20 years. ‘GeotherML’ team participated in this challenge, analyzed data provided by SPE - …

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PIVOT 2022 Geothermal Datathon: SPE - Gulf Coast Section

- Team:

GeotherML
Presentation Link: click here

- Contents:

  • Exploratory Data Analysis

    • Overview of dataset
    • Check for missing data
    • check for columns without meaningful information
    • Determine inputs and outputs based on project scope
    • Check for correlation between features
    • Overview of embedded Time-series columns
    • Feature engineering: Average quarterly time-series to yearly time-series and filter to 20year lifespan
    • Import Second Dataset and concatenate with initial dataset
    • Export all dataframes for future Data Modeling
  • Data Modeling: Power Enthalpy

    • Import inputs and outputs
    • Train / Test split
    • Scale Data
    • Create Neural Network
    • Fit the Model
  • Data Modeling: Power Output

    • Import inputs and outputs
    • Train / Test split
    • Scale Data
    • Create Neural Network
    • Fit the Model
  • Data Modeling: Extracted Thermal Power

    • Import inputs and outputs
    • Train / Test split
    • Scale Data
    • Create Neural Network
    • Fit the Model
  • Evaluation Metrics

    • MAE
    • MSE
    • RMSE
    • Explained variance score
    • Compare mean values per year: Predictions Vs Real

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The U.S Department of Energy is developing Enhanced Geothermal Systems as a solution for renewable energies. The Utah Forge Project is currently searching for the optimum well placement of a production well that enables the maximum possible net energy for 20 years. ‘GeotherML’ team participated in this challenge, analyzed data provided by SPE - …

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