The goal of this study is to show the feasibility and the interest of the NEUROBAT concepts. The NEUROBAT project aims at exploiting new control techniques, and particularly fuzzy logic and neural networks, in the building control area. Theses techniques are able to identify automatically the thermo-physical characteristics of a building and to learn and predict user's hebaviour. Three main issues are considered in this report.