@misc{ff8f69b6ebe449a4bfed0fbe3b39ef6c,
title = "High-Frequency, Multiclass Nonintrusive Load Monitoring for Grid-Interactive Residential Buildings",
abstract = "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.",
keywords = "feature extraction, grid-interactive, multiclass classification, NILM, nonintrusive load monitoring, smart buildings",
author = "Blake Lundstrom and Govind Saraswat and Murti Salapaka",
year = "2020",
language = "American English",
series = "Presented at the Innovative Smart Grid Technologies (ISGT 2020) North America, 17-20 February 2020, Washington, D.C.",
type = "Other",
}