| Description |
1 online resource (1 page) : color illustrations. |
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text txt rdacontent |
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computer c rdamedia |
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online resource cr rdacarrier |
| Series |
NREL/PO ; 5D00-76068 |
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NREL/PO ; 5D00-76068.
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| Note |
"IEEE Innovative Smart Grid Technologies Conference, Washington, D.C., February 17-21, 2020." |
| Funding |
DE-AC36-08GO28308 |
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U.S. Advanced Research Projects Agency-Energy (ARPA-E) DE-AR000071 |
| Note |
Description based on online resource; title from PDF title page (NREL, viewed on August 5, 2020). |
| Summary |
Smart buildings with net-load metering and control capabilities can provide valuable flexibility to grid operators. This article develops a novel approach for high-frequency, multiclass nonintrusive load monitoring (NILM) that enables effective net-load monitoring capabilities with minimal additional equipment and cost. Relative to existing NILM work, the proposed solution operates at a faster timescale, providing accurate multiclass state predictions for each 60-Hz ac cycle without relying on event-detection techniques. The approach is validated using a test bed with residential appliances and shown to have high accuracy, good generalization properties, and sufficient response time to support building grid-interactive control at fast timescales relevant to the provision of grid frequency support services. |
| Subject |
Electric power systems -- United States -- Load dispatching.
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Sustainable buildings -- United States.
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Dwellings -- United States.
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Réseaux électriques (Énergie) -- États-Unis -- Répartition des charges.
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Constructions durables -- États-Unis.
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Habitations -- États-Unis.
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Dwellings (OCoLC)fst00899978
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Electric power systems -- Load dispatching
(OCoLC)fst00905561
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Sustainable buildings (OCoLC)fst01139729
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United States (OCoLC)fst01204155 https://id.oclc.org/worldcat/entity/E39PBJtxgQXMWqmjMjjwXRHgrq
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| Indexed Term |
feature extraction |
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grid-interactive |
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multiclass classification |
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NILM |
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nonintrusive load monitoring |
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smart buildings |
| Added Author |
Saraswat, Govind, author.
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Salapaka, Murti V., 1969- author.
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National Renewable Energy Laboratory (U.S.), issuing body.
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United States. Advanced Research Projects Agency-Energy, sponsoring body.
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| Related To |
Summary of (work): Lundstrom, Blake. High-frequency, multiclass nonintrusive load monitoring for grid-interactive residential buildings (OCoLC)1176490106
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| Standard No. |
1603266 OSTI ID |
| Gpo Item No. |
0430-P-17 (online) |
| Sudoc No. |
E 9.28:NREL/PO-5 D 00-76068 |
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