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project_goals.md

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Project Goals

OpenOA is an open source software project started at the National Renewable Energy Laboratory (NREL) to standardize, streamline, and improve data analysis workflows in the wind energy industry.

Impact

  • Provide a reference implementation
  • Develop and improve standards for
    • Data
    • Methods
    • Metrics
    • Status Codes
    • Failures

Capabilities

  • Performance
    • AEP
    • Benchmarking
      • Preconstruction EYA
      • Operations
      • Performance Changes
      • Gap Analysis
    • Evaluate / Diagnosis
      • Sub-optimal Operation
      • Performance Improvements
      • Plant vs Turbine
      • Anomaly Detection
    • Lost Energy Estimates
    • Portfolio Analysis
  • Reliability
    • Fault Prediction
    • Anomaly detection

Software Development

  • Data Standardization
    • Digital Exchange File Format
    • OpenOA Data Model
  • ML Methods
  • Uncertainty Quantification
  • Scalability and Speed
    • Parallel + Distributed computing
  • Portability
  • Packaging and ease of software installation
  • Unit testing
  • Reproducibility