TY - GEN
T1 - Event Based Energy Disaggregation Algorithm for Autonomous Demand-Ready Response Operations in Homes
AU - Güneş, Rabia Şeyma
AU - Enginar, Onur
AU - Terciyanli, Erman
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - In this study, we introduce an event-based unsupervised algorithm focusing on event detection, matching, and clustering for real-time and cost-effective energy disaggregation. The algorithm proposes an iterative matching process for appliance signatures within clusters, reducing errors and misclassifications. It also addresses challenges posed by noisy appliance signatures and determines the optimal number of clusters through a hierarchical clustering scheme, improving disaggregation accuracy. Experimental results from datasets, including UK-DALE and a Turkish household, demonstrate the algorithm's effectiveness, particularly for newly installed or diverse appliances.
AB - In this study, we introduce an event-based unsupervised algorithm focusing on event detection, matching, and clustering for real-time and cost-effective energy disaggregation. The algorithm proposes an iterative matching process for appliance signatures within clusters, reducing errors and misclassifications. It also addresses challenges posed by noisy appliance signatures and determines the optimal number of clusters through a hierarchical clustering scheme, improving disaggregation accuracy. Experimental results from datasets, including UK-DALE and a Turkish household, demonstrate the algorithm's effectiveness, particularly for newly installed or diverse appliances.
UR - https://www.scopus.com/pages/publications/85185839476
U2 - 10.1109/ELECO60389.2023.10416008
DO - 10.1109/ELECO60389.2023.10416008
M3 - Conference contribution
AN - SCOPUS:85185839476
T3 - 14th International Conference on Electrical and Electronics Engineering, ELECO 2023 - Proceedings
BT - 14th International Conference on Electrical and Electronics Engineering, ELECO 2023 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 14th International Conference on Electrical and Electronics Engineering, ELECO 2023
Y2 - 30 November 2023 through 2 December 2023
ER -