Identifying services for short-term load forecasting using data driven models in a Smart City platform
| Autor: | Llorenç Burgas, Joaquim Massana, Joaquim Melendez, Carles Pous, Joan Colomer |
|---|---|
| Přispěvatelé: | Ministerio de Economía y Competitividad (Espanya) |
| Rok vydání: | 2017 |
| Předmět: |
Engineering
Smart City Architecutre 020209 energy Geography Planning and Development Energia elèctrica -- Consum Services Transportation 02 engineering and technology Short-term load forecasting Data-driven Ciutats digitals (Xarxes d'ordinadors) Smart city 11. Sustainability 0202 electrical engineering electronic engineering information engineering Sustainable design Sustainable architecture Building Reference architecture Architecture Data-Mining Simulation Civil and Structural Engineering Renewable Energy Sustainability and the Environment business.industry Electric power consumption Sustainable city Work (electrical) Arquitectura sostenible Electronic villages (Computer networks) Systems engineering business Efficient energy use |
| Zdroj: | © Sustainable Cities and Society, 2017, vol. 28, p. 108-117 Articles publicats (D-EEEiA) DUGiDocs – Universitat de Girona instname Recercat. Dipósit de la Recerca de Catalunya Sustainable Cities and Society |
| Popis: | The paper describes an ongoing work to embed several services in a Smart City architecture with the aim of achieving a sustainable city. In particular, the main goal is to identify services required in such framework to define the requirements and features of a reference architecture to support the data-driven methods for energy efficiency monitoring or load prediction. With this object in mind, a use case of short-term load forecasting in non-residential buildings in the University of Girona is provided, in order to practically explain the services embedded in the described general layers architecture. In the work, classic data-driven models for load forecasting in buildings are used as an example This research project has been partially funded through BR-UdGScholarship of the University of Girona granted to Joaquim MassanaRaurich. Work developed with the support of the research groupSITES awarded with distinction by the Generalitat de Catalunya(SGR 2014–2016), the MESC project funded by the Spanish MINECO (Ref. DPI2013-47450-C2-1-R) and the European Union’s Horizon2020 Research and Innovation Programme under grant agreementNo 680708 |
| Databáze: | OpenAIRE |
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