Abstract
Widespread implementations of high-frequency elec-tronic equipment increase the demand for high-frequency synchronized measurement data. However, high-speed data streaming challenges the quality of communication and data server storage. To address this problem, this paper proposes an online lossless compression of synchro-waveform measurement for smart grid monitoring. The lossless compression will highly reduce the data transmission and storage burden while reserving all the critical information for both online and offline analysis. To this end, the proposed method is designed based on the delta-delta, Simple-8b, and Lempel-Ziv-Markov chain algorithm technologies, where the delta-delta consists of a two-order delta and one periodical delta. Then, the simulation experiments based on various noise levels, time windows, and sampling rates are presented and compared with some state-of-art methods. Moreover, the laboratory experiment is conducted to verify the validity of the synchro-waveform measurement compression method, where 53.1% to 77.3% of data space can be saved under 60dB to 120dB noise scenarios.
| Original language | English |
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| Title of host publication | 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East, ISGT Middle East 2023 - Proceedings |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781665465434 |
| DOIs | |
| State | Published - 2023 |
| Event | 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East, ISGT Middle East 2023 - Abu Dhabi, United Arab Emirates Duration: Mar 12 2023 → Mar 15 2023 |
Publication series
| Name | 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East, ISGT Middle East 2023 - Proceedings |
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Conference
| Conference | 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East, ISGT Middle East 2023 |
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| Country/Territory | United Arab Emirates |
| City | Abu Dhabi |
| Period | 03/12/23 → 03/15/23 |
Funding
This material is based upon work supported by the U.S. Department of Energy’s Office of Energy Efficiency and Renewable Energy (EERE) under the Solar Energy Technologies Office Award Number DE-EE00038398.
Keywords
- high-speed data streaming
- Online lossless compression
- smart grid monitoring
- synchro-waveform measurement