the following journal may be helpful

http://www.journals.elsevier.com/energy-and-buildings/ 

http://www.cam.ac.uk/research/discussion/energy-efficiency-and-human-behaviour

Try to use a neural network to predict the future behavior, and use this predicted information in a MPC.

Hello,

there are some interesting publications and papers regarding this topic in the Energy and Buildings journal and in the IEA-EBC Annex 66

"Definition and Simulation of Occupant Behavior in Buildings

Main".

Moreover, have a look at these documents: http://www.tandfonline.com/doi/abs/10.1080/09613211003661074

http://iet.jrc.ec.europa.eu/energyefficiency/sites/energyefficiency/files/events/EEDAL15/S8_Buildings1/eedal15_submission_121.pdf

http://www.pnnl.gov/main/publications/external/technical_reports/PNNL-22824.pdf

Hoping it could be helpful.

Dear Mehdi,

The PhD Thesis in the link below could prove interesting for your case. An MPC controller is applied based on a thermal model (the neural network as discussed above will work too, but it is interesting to use physical knowledge about heat transfer processes in a building for optimal control).

https://lirias.kuleuven.be/handle/123456789/496264 

Hope this helps,

Bram 

Every human being behave differently from the other. This is a well known fact. But you as a design engineer should think of how to minimize energy consumption in a building you design. In this regard I refer you to read the chapters on : Building Operation and Maintenance published in the volume of HVAC Applicatios which is published by  ASHRAE every 4 years.