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A preliminary analysis of some parameters' Importance in building Energy Efficiency assessment

Title
A preliminary analysis of some parameters' Importance in building Energy Efficiency assessment
Type
Article in International Conference Proceedings Book
Year
2017
Authors
Hugo Santos
(Author)
Other
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Rosa Oliveira
(Author)
Other
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Eduardo O. Fernandes
(Author)
FEUP
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Conference proceedings International
Pages: 1467-1476
M2D2017 - 7 th International Conference on MECHANICS AND MATERIALS IN DESIGN
Albufeira/Portugal, 11-15 June
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Publicação em ISI Web of Knowledge ISI Web of Knowledge - 0 Citations
Scientific classification
CORDIS: Technological sciences
FOS: Engineering and technology
Other information
Authenticus ID: P-00N-TTJ
Abstract (EN): The objective of this work is to implement a meta-modelling method for sensitivity analysis in both building energy analysis models and prioritizing energy saving measures. So, a hybrid approach based on artificial neural network (ANN) and Monte Carlo (MC) simulation is proposed using information from a buildings' energy certification database. A detailed study of interactions between parameters is performed together with a variance-based method aiming at obtaining the Sobol indices for sensitivity analysis. The sensitivities of energy performance outcomes relatively to building parameters are obtained and the importance of each parameter is outlined.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 10
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