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)Project Identifier
ADAPDDetails
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
This work was carried out [in part] at Oak Ridge National Laboratory, managed by UT-Battelle, LLC for the U.S. Department of Energy under contract DE-AC05-00OR22725.
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