Harmonic Signals Dataset
- Adams, Mark B | Oak Ridge National Laboratory
- Sheets, Gregory | Oak Ridge National Laboratory
- Bingham, Philip | Oak Ridge National Laboratory
- Taylor, Mason | Oak Ridge National Laboratory
- Baldwin, Michelle | Oak Ridge National Laboratory
- Stewart, Scott L | Oak Ridge National Laboratory
Overview
Description
The Harmonic Signals Dataset (HSD) consists of one-dimensional time series data collected from current sensors with a goal of providing data for research and development of Non-Intrusive Load Monitoring (NILM) with high sample rate (800kHz) sensors. NILM seeks to detect and characterize electrical equipment operating within a facility by sensing changes in electrical current on the building power system associated with the equipment. To provide data with a known ground truth, but with the realism of a signal introduced within a building facility, a series of known ground truth signals were injected as voltage into the power system of a building and measurements of the signals at multiple locations across the building power system were made with electrical current sensors.
Funding resources
DOE contract number
DE-AC05-00OR22725Originating research organization
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)Sponsoring organization
National Nuclear Security Administration (NNSA);Office of Science (SC)Details
DOI
10.13139/ORNLNCCS/1969518Release date
May 10, 2023Dataset
Dataset type
ND Numeric DataSoftware
Data is stored in HDF5 file format, readers are available in most software environmentsAcknowledgements
Papers using this dataset are requested to include the following text in their acknowledgements:
*Support for 10.13139/ORNLNCCS/1969518 is provided by the U.S. Department of Energy, project ADAPD under Contract DE-AC05-00OR22725. This research used resources of the Oak Ridge Leadership Computing Facility, which is a DOE Office of Science User Facility.
Category
- 24 POWER TRANSMISSION AND DISTRIBUTION,
- 32 ENERGY CONSERVATION, CONSUMPTION, AND UTILIZATION,
- 42 ENGINEERING,
- 47 OTHER INSTRUMENTATION,
- 99 GENERAL AND MISCELLANEOUS
Keywords
- Non Intrusive Load Monitoring,
- NILM,
- current transformer,
- harmonic analysis,
- electrical signals