System identification (2nd ed.): theory for the user
System identification (2nd ed.): theory for the user
The rectified Gaussian distribution
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Maximum and Minimum Likelihood Hebbian Learning for Exploratory Projection Pursuit
Data Mining and Knowledge Discovery
A Projection Pursuit Algorithm for Exploratory Data Analysis
IEEE Transactions on Computers
Minimizing Energy Consumption in Heating Systems under Uncertainty
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
A Thermodynamical Model Study for an Energy Saving Algorithm
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Evaluating direction-of-change forecasting: Neurofuzzy models vs. neural networks
Mathematical and Computer Modelling: An International Journal
Hi-index | 0.00 |
Improving the detection of thermal insulation failures in buildings includes the development of models for heating process and fabric gain -heat flux through exterior walls in the building-. Thermal insulation standards are now contractual obligations in new buildings, the energy efficiency in the case of buildings constructed before the regulations adopted is still an open issue, and the assumption is that it will be based on heat flux and conductivity measurement. A three-step procedure is proposed in this study that begins by considering the local building and heating system regulations as well as the specific features of the climate zone. Firstly, the dynamic thermal performance of different variables is specifically modeled. Secondly, an exploratory projection pursuit method called Cooperative Maximum-Likelihood Hebbian Learning is used to extract the relevant features. Finally, a supervised neural model and identification techniques are applied, in order to detect the heat flux through exterior walls in the building. The reliability of the proposed method is validated for a winter zone, associated to several cities in Spain.