Climate classification for new and restored buildings in Andalusia: Analysing the current regulation and a new approach based on k-means Bienvenido Huertas, José David Marín-García, David Carretero-Ayuso, Manuel J. Rodríguez-Jiménez, Carlos E. Climate zone Building Spanish building technical code Cluster analysis Energy inequalities The Spanish Building Technical Code (CTE) sets that all new and restored buildings meeting its requirements have nearly zero energy consumption. This code is based on establishing limit values according to the climate zone. However, previous studies have shown both the existence of energy inequalities among regions and the limitations related to the direct application of these criteria. This work analyses the climate classification included in the CTE and presents a new climate classification methodology based on k-means. For this purpose, the region of Andalusia was chosen, and 8 case studies located in the 779 cities of the region were analysed. The analysis was performed in both the current scenario and future scenarios throughout the 21st century. The results showed the limitations related to the climate classification included in the CTE, greatly coinciding among the various zones and with high interquartile ranges in the energy demand distributions of each zone. By using the climate classification obtained with k-means, the new zones are independent of each other, with low interquartile ranges. 2022-02-18T08:13:27Z 2022-02-18T08:13:27Z 2021-11-01 journal article http://hdl.handle.net/10481/72895 10.1016/j.jobe.2021.102829 eng http://creativecommons.org/licenses/by-nc-nd/3.0/es/ open access Atribución-NoComercial-SinDerivadas 3.0 España ELSEVIER