Optimization of the Characterization of the Thermal Properties of the Building Envelope : Analysis of the Characterization of the Façades Using Artificial Intelligence

This book is about the optimization of the characterization of the thermal properties of building envelopes, through experimental tests and the use of artificial intelligence. It analyses periodic and stationary thermal properties using measurement approaches based on the heat flow meter method and the thermometric method. These measurements are then analysed using advanced artificial intelligence algorithms. The book is structured in four parts, beginning with a discussion of the importance of thermal properties in the energy performance of buildings. Secondly, theoretical and experimental methods for characterizing thermal properties are analysed. Then, the methodology is developed, and the characteristics and properties of the algorithms used are explored. Finally, the results obtained with the algorithms are analysed and the most appropriate approaches are determined. This book is of interest to researchers, civil and industrial engineers, energy auditors and architects, by providing a resource which improves energy audit tasks in existing buildings. Front Matter ....Pages i-vi The Influence of the Envelope Thermal Properties on Building Energy Performance (David Bienvenido-Huertas, Carlos Rubio-Bellido)....Pages 1-12 Methods to Assess the Thermal Properties of the Building Envelope (David Bienvenido-Huertas, Carlos Rubio-Bellido)....Pages 13-30 Methodological Framework of Artificial Intelligence Algorithms and Generation of the Dataset (David Bienvenido-Huertas, Carlos Rubio-Bellido)....Pages 31-45 Estimation of Stationary Thermal Properties with Artificial Intelligence (David Bienvenido-Huertas, Carlos Rubio-Bellido)....Pages 47-54 Estimating Periodic Thermal Properties with Artificial Intelligence (David Bienvenido-Huertas, Carlos Rubio-Bellido)....Pages 55-66 Analysing with Artificial Intelligence Other Approaches to Experimental Thermal Characterization in the Existing Buildings (David Bienvenido-Huertas, Carlos Rubio-Bellido)....Pages 67-72