Paper Conference

Proceedings of Building Simulation 2021: 17th Conference of IBPSA

     

Towards the integration of energy performance certificates (EPC) and simplified building performance simulations using machine learning: initial findings

Roberto Boghetti 1, Roberto Rugani 1, Marco Picco 2, Giacomo Salvadori 1, Marco Marengo 2, Fabio Fantozzi 1
1 University of Pisa, Pisa, Italy
2 University of Brighton, Brighton, United Kingdom


DOI: https://doi.org/10.26868/25222708.2021.30398
Abstract: Energy performance certificates (EPCs) are useful tools that not only provide an indication on the efficiency of buildings, but also help raising awareness on the importance of improving their performance. However, the current implementation of EPCs is affected by issues that prevent their full potential to be exploited: lack of standardization across countries, frequency of errors and complexity of the calculation method are some examples. This study assesses the possibility of using machine learning as an alternative to the current quasi-steady state calculation method and represents a first step towards the development of a hybrid calculation tool.
Keywords: Gradient boosting, Machine learning, Energy Performance Certificates, Energy policy, Simplified simulation tool
Pages: 1540 - 1547
Paper:
bs2021_30398