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Using intelligent clustering techniques to classify the energy performance of school buildings
Authors:M Santamouris  G Mihalakakou  P Patargias  N Gaitani  K Sfakianaki  M Papaglastra  C Pavlou  P Doukas  E Primikiri  V Geros  MN Assimakopoulos  R Mitoula  S Zerefos
Affiliation:1. University of Athens, Department of Physics, Division of Applied Physics, Laboratory of Meteorology, University Campus, Build. PHYS-V, Athens GR 15784, Greece;2. University of Ioannina, Department of Environmental and Natural Resources Management, 30100 Agrinio, Greece;3. University of Peloponnesus, Faculty of Human Sciences and Cultural Studies, Department of History, Archaeology and Cultural Heritage Management, Kalamata, Greece;4. University of Patras, Department of Architecture, Patras, Greece;5. Charokopion University of Athens, Greece
Abstract:The present paper deals with the energy performance, energy classification and rating and the global environmental quality of school buildings. A new energy classification technique based on intelligent clustering methodologies is proposed. Energy rating of school buildings provides specific information on their energy consumption and efficiency relative to the other buildings of similar nature and permits a better planning of interventions to improve its energy performance. The overall work reported in the present paper, is carried out in three phases. During the first phase energy consumption data have been collected through energy surveys performed in 320 schools in Greece. In the second phase an innovative energy rating scheme based on fuzzy clustering techniques has been developed, while in the third phase, 10 schools have been selected and detailed measurements of their energy efficiency and performance as well as of the global environmental quality have been performed using a specific experimental protocol. The proposed energy rating method has been applied while the main environmental and energy problems have been identified. The potential for energy and environmental improvements has been assessed.
Keywords:Energy rating of buildings  Energy audits  Buildings&rsquo  thermal performance calculations  Energy efficiency in school buildings
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