[en] This study presents an original methodology for calibrating building energy models based on monitored data. An optimization-based approach was applied to a monitored test building coupling the building simulation program EnergyPlus with the
optimization software GenOpt. An objective function was set to minimize the difference between the simulated and the monitored energy consumption at the hour time scale, varying the building model parameters selected at the beginning as the most
influencing. After calibration, the observed heating energy consumption of the case study matched closely the monitored data, the model accuracy was verified according to the MBE and the Cv(RMSE) limit set by the ASHRAE guideline 14.
Disciplines :
Energy
Author, co-author :
Monetti, Valentina
Davin, Elisabeth ; Université de Liège > DER Sc. et gest. de l'environnement (Arlon Campus Environ.) > DER Sc. et gest. de l'environnement (Arlon Campus Environ.)
Fabrizio, Enrico
Andre, Philippe ; Université de Liège > DER Sc. et gest. de l'environnement (Arlon Campus Environ.) > Building Energy Monitoring and Simulation (BEMS)
Filippi, Marco
Language :
English
Title :
Optimization-based calibration for dynamic building simulation models : a case study
Publication date :
2015
Event name :
14th Conference of International Building Performance Simulation Association
Event organizer :
IBPSA
Event place :
Hyderabad, India
Event date :
du 7 décembre 2015 au 9 décembre 2015
By request :
Yes
Audience :
International
Main work title :
Proceedings of BS2015: 14th Conference of International Building Performance Simulation Association
ASHRAE. 2002. ASHRAE Guideline 14-2002: Measurement of Energy Demand and Savings, American Society of Heating, Refrigerating and Air-Conditioning Engineers, Atlanta, USA.
Bertagnolio, S., Randaxhe, F., Lemort, V. 2012. Evidence-based calibration of a building energy simulation model: Application to an office building in Belgium, Proceeding of the 12th International Conference for Enhanced Building Operations, Manchester, UK.
Carroll W.L., Hitchcock R.J. 1999. Tuning simulate building description to match actual utility data: Methods and implementation, ASHRAE Transactions, 99, pp. 982-34.
Claridge D.E. 2011. Building simulation for practical operational optimization. In: Hensen, J.L.M., Lamberts R. 2011. Building performance simulation for design and operation Routledge, Spon Press, London, UK.
Fabrizio E., Monetti V. 2015. Methodologies and advancements in the calibration of building energy models, Energies, 8, pp. 2548-2574.
Ferrara M., Fabrizio E., Virgone J., Filippi M. 2014. A simulation-based optimization method for cost optimal analysis of nearly zero, Energy Buildings, 84, 442-457.
Fontanella G., Basciotti D., Dubisch F., Judex F., Preisler A., Hettfleisch C., Vukovic V., Selke T. 2012. Calibration and validation of a solar thermal system model in Modelica, Journal of Building Simulation, 5, 293-300.
Heo Y., Graziano D., Guzowski L., Muehleisen R.T. 2013. Evaluation of calibration efficacy under different levels of uncertainty, Proceeding Building Simulation 2013, Chambery, Italy.
Liu S., Henze G.P. 2005. Calibration of building models for supervisory control of commercial building, Proceeding of Building Simulation Conference 2005, Montréal, Canada.
Mihai A., Zmeureanu R. 2013. Calibration of an energy model of a new research center building. Proceeding of Building Simulation 2013, Chambéry, France.
Monetti V., Fabrizio E., Filippi M. 2015. Impact of low investment strategies for space heating control: Application of thermostatic radiators valves to an old residential building, Energy and Buildings, 95, pp.202-210.
O'Neill Z., Eisenhower B. 2013. Leveraging the analysis of parametric uncertainty for building energy model calibration, Journal of Building Simulation 5, pp. 365-377.
Parker J., Cropper P., Shao L. 2012. A calibrated whole building simulation approach to assessing retrofit options for Birmingham airport, Proceeding of the 1st England Building Simulation and Optimization Conference, Loughborough, UK.
Penna P., Gasparella A., Cappelletti F., Tahmasebi F., Mahdavi A. 2014. Optimization-based calibration of a school building based on short- Term monitoring data, Proceeding of the 10th European Conference on Product & Process Modelling - (ECPPM) 2014, Vienna, Austria.
Reddy T.A. 2006. Literature review on calibration of building energy simulation programs: Uses, problems, procedures, uncertainty and tools, ASHRAE Transactions, 112, pp.226-240.
Tahmasebi F., Mahdavi A. 2013. A two-staged simulation model calibration approach to virtual sensors for building performance data, Proceeding of Building Simulation 2013, Chambéry, France.
Wetter M. 2000. Design Optimization with GenOpt, Building Energy Simulation User News, 21, pp. 19-2.