Behavioral Profiles for Building Energy Performance Using eXclusive SOM

Abstract : The identification of user and usage profiles in the built environment is of vital importance both for energy performance analysis and smart control purposes. Clustering tools are a suitable means as they are able to discover representative patterns from a myriad of collected data. In this work, the methodology of an eXclusive Self-Organizing Map (XSOM) is proposed as an evolution of a Kohonen map with outlier rejection capabilities. As will be shown, XSOM characteristics fit perfectly with the targeted application areas.
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Lazaros Iliadis; Chrisina Jayne. 12th Engineering Applications of Neural Networks (EANN 2011) and 7th Artificial Intelligence Applications and Innovations (AIAI), Sep 2011, Corfu, Greece. Springer, IFIP Advances in Information and Communication Technology, AICT-363 (Part I), pp.31-40, 2011, Engineering Applications of Neural Networks. 〈10.1007/978-3-642-23957-1_4〉
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Félix Vázquez, Sergio Gaceo, Wolfgang Kastner, José Morales. Behavioral Profiles for Building Energy Performance Using eXclusive SOM. Lazaros Iliadis; Chrisina Jayne. 12th Engineering Applications of Neural Networks (EANN 2011) and 7th Artificial Intelligence Applications and Innovations (AIAI), Sep 2011, Corfu, Greece. Springer, IFIP Advances in Information and Communication Technology, AICT-363 (Part I), pp.31-40, 2011, Engineering Applications of Neural Networks. 〈10.1007/978-3-642-23957-1_4〉. 〈hal-01571347〉

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