Mostra i principali dati dell'item
A hybrid metaheuristics-based algorithm for electricity load curves profiling
dc.creator | Panapakidis I.P., Kechagias C.-A., Bargiotas D. | en |
dc.date.accessioned | 2023-01-31T09:41:37Z | |
dc.date.available | 2023-01-31T09:41:37Z | |
dc.date.issued | 2021 | |
dc.identifier | 10.1109/UPEC50034.2021.9548166 | |
dc.identifier.isbn | 9781665443890 | |
dc.identifier.uri | http://hdl.handle.net/11615/77477 | |
dc.description.abstract | Clustering-based load profiling utilizes unsupervised machine learning algorithms to form homogenous clusters composed by electricity load curves with similar characteristics. Due to the importance of load profiling in modern power systems, a variety of clustering algorithms of different type and complexity has been proposed in the technical literature. Nevertheless, no attention has been placed in metaheuristics-based clustering. The present paper proposes a novel hybrid algorithm that is composed by two clustering algorithms, namely a hierarchical algorithm and a meta-heuristic one. A comparison takes place with the most common algorithms of the literature. Experimental results indicate the robustness of the proposed approach to the electricity load curves profiling research problem. © 2021 IEEE. | en |
dc.language.iso | en | en |
dc.source | 2021 56th International Universities Power Engineering Conference: Powering Net Zero Emissions, UPEC 2021 - Proceedings | en |
dc.source.uri | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85116708730&doi=10.1109%2fUPEC50034.2021.9548166&partnerID=40&md5=c1900914652a457a2d134ff99a57aa73 | |
dc.subject | Clustering algorithms | en |
dc.subject | Curve fitting | en |
dc.subject | Learning algorithms | en |
dc.subject | Machine learning | en |
dc.subject | Optimization | en |
dc.subject | Clusterings | en |
dc.subject | Electricity load | en |
dc.subject | Hybrid metaheuristics | en |
dc.subject | Load curves | en |
dc.subject | Load profiles | en |
dc.subject | Load profiling | en |
dc.subject | Machine learning algorithms | en |
dc.subject | Metaheuristic | en |
dc.subject | Optimisations | en |
dc.subject | Unsupervised machine learning | en |
dc.subject | Heuristic algorithms | en |
dc.subject | Institute of Electrical and Electronics Engineers Inc. | en |
dc.title | A hybrid metaheuristics-based algorithm for electricity load curves profiling | en |
dc.type | conferenceItem | en |
Files in questo item
Files | Dimensione | Formato | Mostra |
---|---|---|---|
Nessun files in questo item. |