A Two-Stage Mixed Integer Programming Model for Distributionally Robust State-Based Non-Intrusive Load Monitoring

This paper presents a non-intrusive load monitoring (NILM) model based on two-stage mixed-integer linear programming theory. Compared with other mixed integer optimization-based models, this paper model introduces fewer integer variables and richer absolute error function of load decomposition, whic...

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Veröffentlicht in:	IEEE transactions on consumer electronics Jg. 71; H. 1; S. 1024 - 1033
Hauptverfasser:	Zhang, Chen, Chai, Zimo, Yang, Linfeng
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	New York IEEE 01.02.2025 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:	Accuracy Computational efficiency Computational modeling Decomposition distributionally robust Error functions Event detection Feature extraction Hidden Markov models Integer programming Linear programming Load modeling Load monitoring load power decomposition Mixed integer Monitoring Non-intrusive load monitoring Optimization Power consumption Power management Robustness Training two-stage mixed integer programming
ISSN:	0098-3063, 1558-4127
Online-Zugang:	Volltext
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