Complementarity Analysis of Potential Floating Photovoltaics and Exiting Hydropower Assets: Dataset, Matrics, and Optimization Method
Authors/Creators
Description
Introduction
This dataset provides the daily, monthly, and annual complementarity between floating photovoltaics (FPV) and hydropower for select locations in the United States. The metrics used are the stability coefficient and Pearsons coefficient. An optimization using the generic algorithm provides the optimal capacity for theoretical FPV sites to achieve the maximum stability in the combined generation with hydropower.
Prerequisite
https://github.com/DOI-USGS/dataretrieval-python
https://pypi.org/project/pvlib/
https://github.com/IdahoLabResearch/HydroGenerate
https://pypi.org/project/scipy/
https://pypi.org/project/geneticalgorithm/
To run the code
To run the code, please unzip "Data.zip" and "Metrics.zip" files to the same root as other jupyter notebooks first. One can follow all jupyter notebooks from 1 to 5 for the whole process of complementarity analysis in the study. That is, 1. determine sites analyzed; 2. fetch USGS discharge data and post-processing the dataset obtained; 3. estimate floating PV and hydropower generation profile for analyzed sites and years; and 5. use generic algorithm (GA) to optimize FPV nameplate capacity by maximizing the stability coefficient. One can also run specific script based on requirement.
All orginal and generated datasets can be also find in "Data (Generateed Files).zip" and "Metrics (Generated Files).zip".
Authors
Coder: Jingyi Yan (jingyi.yan@inl.gov/jingyi.yan@utdallas.edu)
Supervisor:
Juan Felipe Gallego Calderon (juan.gallegocalderon@inl.gov)
Mucun Sun (mucun.sun@inl.gov)
Location: Idaho National Laboratory (INL)
Contribution:
Tyler B Phillips from Idaho National Laboratory (INL) (tyler.phillips@inl.gov)
Carly Hansen from Oak Ridge National Laboratory (ORNL) (hansench@ornl.gov)
Marie Rivers (marie.rivers@nrel.gov) and Evan Rosenlieb (evan.rosenlieb@nrel.gov) from National Laboratory of the Rockies (NLR)
Publication
J. Yan, J. Gallego-Calderon, M. Sun, T. Phillips and C. Hansen, "Optimal Complementarity Analysis of Potential Floating Solar Co-Located With Existing Hydropower Assets Across the Contiguous United States," in IEEE Open Access Journal of Power and Energy, vol. 12, pp. 751-762, 2025, doi: 10.1109/OAJPE.2025.3619445.
Files
1 Analyzed site determination.ipynb
Files
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Additional details
Related works
- Has part
- Dataset: 10.25984/2499473 (DOI)
- Is part of
- Computational notebook: https://github.com/IdahoLabResearch/AquaPV (URL)
Software
- Repository URL
- https://github.com/IdahoLabResearch/AquaPV
- Programming language
- Python