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Speech Recognition on the Percepción Project. Proceeding of IberSpeech 2014, 2014. pp. 321-330.This paper presents the description of the implementation of a natural speaking environment in a Smart City scenario. Our system is implemented in a distributed architecture, including a speech recogniser with a speaker/device adaptation module and a dialogue manager to choose the most appropriate language model for each state of the interaction process. This system was developed under the scope of the Percepción project and it was successfully implemented in the Universitat Jaume I of Castelló, Spain, and in the Centro Universitario de Tecnología y Artes Digitales of Madrid, Spain.