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Data-Driven Protection Software to classify fault locations by protective zone in distribution systems with high PV penetration

Software ·
DOI:https://doi.org/10.11578/dc.20240718.2· OSTI ID:code-136461 · Code ID:136461
 [1]
  1. Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
+ Show Developer Affiliations
The software contains (a) the source codes to generate Point-on-Wave (PoW) transient data for any feeder model in Alternative Transient Program (ATP) format. Codes provide options to change different steady state settings, including the loading condition and PV capacity and transient state setting like faults type, location and initiation time (b) data post-processing source code to converted data from native format to COMTRADE, csv, HDF5 (c) Docker container to train CNN to classify fault locations by protective zone. The container takes dataset and other training parameters (sampling rate, training epochs, batch size etc) as input to train CNN. The container writes back the trained CNN model, training and testing metrics and plots to the local workstation
Site Accession Number:
Battelle IPID 32849-E
Software Type:
Scientific
License(s):
BSD 2-clause "Simplified" License
Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE
Primary Award/Contract Number:
AC05-76RL01830
DOE Contract Number:
AC05-76RL01830
Code ID:
136461
OSTI ID:
code-136461
Country of Origin:
United States

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