Energy simulation software describe users’ behaviours with static profiles, causing significant discrepancies between actual and predicted building performances. A User Behavioural Module (UBM) tool has been developed using a data-driven approach and coupled with the IESVE energy simulation software to stochastically reproduce users’ behaviours. Initial investigation on the required number of simulations showed a deviation on the overall consumptions of about 1% in a range between a single and 20 runs of simulation. The simulated electricity consumptions varied up to 10%, applying the UBM instead of Standard profiles. The tools interoperability provides considerable enhancements to the engine and its outputs.
Data-driven Behavioural Modelling for Building Energy Simulation Based on Scripted Profiles / Naspi, Federica; Arnesano, Marco; Revel, Gian Marco; Aird, Gordon; Klebow, Birthe; Stazi, Francesca; D'Orazio, Marco. - ELETTRONICO. - (2018), pp. 331-337. (Intervento presentato al convegno 4th Building Simulation and Optimization Conference tenutosi a Cambridge, UK nel 11-12 September 2018).
Data-driven Behavioural Modelling for Building Energy Simulation Based on Scripted Profiles
Federica Naspi;Marco Arnesano;Gian Marco Revel;Francesca Stazi;Marco D’Orazio
2018-01-01
Abstract
Energy simulation software describe users’ behaviours with static profiles, causing significant discrepancies between actual and predicted building performances. A User Behavioural Module (UBM) tool has been developed using a data-driven approach and coupled with the IESVE energy simulation software to stochastically reproduce users’ behaviours. Initial investigation on the required number of simulations showed a deviation on the overall consumptions of about 1% in a range between a single and 20 runs of simulation. The simulated electricity consumptions varied up to 10%, applying the UBM instead of Standard profiles. The tools interoperability provides considerable enhancements to the engine and its outputs.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
