Conference · · 2020 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)
DOI:https://doi.org/10.1109/isgt45199.2020.9087784· OSTI ID:1907351
Karimi, Hazhar Sufi; Natarajan, Balasubramaniam
With a transition to a smarter grid, we are witnessing a significant growth in smart metering infrastructure and sensor deployment in the distribution system. The underlying communication infrastructure is stressed due to the large volume of data that is generated by the smart meters/sensors. Furthermore, real time operations such as state estimation and control are impaired due to the lack of reliable aggregation of the data. In this paper, we exploit the underlying sparsity in grid data to implement two recursive dynamic compressive sensing (CS) approaches-streaming modified weighted-`1 CS and Kalman filtered CS. These approaches aim to reconstruct the sparse signal using the current underdetermined measurements and the prior information about the sparse signal and its support set. Slow signal and support change is in distribution grid data is validated using Pecan Street data. Both the IEEE 34 node test feeder system and PecanStreet data are considered as two examples to validate the superior performance of the two recursive CS techniques relative to classic CS.
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References (14)
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- Research Organization:
- Kansas State Univ., Manhattan, KS (United States)
- Sponsoring Organization:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office
- DOE Contract Number:
- EE0008767
- OSTI ID:
- 1907351
- Report Number(s):
- DOE-KSU-8767
- Journal Information:
- 2020 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), Conference: 2020 IEEE PES Innovative Smart Grid Technologies (ISGT)Washington, DC,17-20 February 2020
- Country of Publication:
- United States
- Language:
- English
References (14)
Compressive Sensing Based State Estimation for Three Phase Unbalanced Distribution Grid
| conference | December 2017 |
An Efficient Data Characterization and Reduction Scheme for Smart Metering Infrastructure
| journal | October 2018 |
Electric Load Data Compression and Classification Based on Deep Stacked Auto-Encoders
| journal | February 2019 |
Compression of smart meter big data: A survey
| journal | August 2018 |
Recursive Recovery of Sparse Signal Sequences From Compressive Measurements: A Review
| journal | July 2016 |
Kalman filtered Compressed Sensing
| conference | January 2008 |
A Survey on State Estimation Techniques and Challenges in Smart Distribution Systems
| journal | March 2019 |
The Compression of Electric Signal Waveforms for Smart Grids: State of the Art and Future Trends
| journal | January 2014 |
Structured Compressed Sensing: From Theory to Applications
| journal | September 2011 |
Data Compression in Smart Distribution Systems via Singular Value Decomposition
| journal | January 2017 |
A Review on Distribution System State Estimation
| journal | September 2017 |
The capacity of wireless networks
| journal | March 2000 |
Distribution Grid State Estimation from Compressed Measurements
| journal | July 2014 |
Kalman filtered compressive sensing with intermittent observations
| journal | October 2019 |
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