A context-aware method for building occupancy prediction

Energy and Buildings

Volumn 110, Issue , 2016, Pages 229-244

  Adamopoulou, Anna A ^a   Tryferidis, Athanasios M ^a   Tzovaras, Dimitrios K ^a  

^a INFORMATION TECHNOLOGIES INSTITUTE   (Greece)

Author keywords

Building occupancy; Context awareness; Energy efficiency; lSemi Markov model; Markov Chain mode; Occupancy modeling; Occupancy prediction

Indexed keywords

ENERGY EFFICIENCY; MARKOV PROCESSES;

BUILDING OCCUPANCY; CONTEXT- AWARENESS; MARKOV CHAIN MODE; MARKOV MODEL; OCCUPANCY PREDICTIONS;

FORECASTING;

EID: 84947575357     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2015.10.003     Document Type: Article

References (20)

1. X. Ayesha Kashif, H. Binh Le, J. Dugdale, and S. Ploix Agent based framework to simulate inhabitants' behaviour in domestic settings for energy management ICAART 2011 (International Conference on Agents and Artificial Intelligence) Rome, Italy, January 2011 2011
2. S. Ghaemi, and G. Brauner User behavior and patterns of electricity use for energy saving Internationale Energiewirtschaftstagung an der TU Wien (IEWT) 2009
3. F. Haldi, and D. Robinson The impact of occupants' behaviour on building energy demand J. Build. Perform. Simul. 4 4 2011 323 338
4. M. Skokan, K. Tsatsakis, A. Adamopoulou, A. Tryferidis, and D. Tzovaras Occupancy information in SW system for assessing energy flexibility 9th Mediterranean Conference on Power Generation, Transmission Distribution and Energy Conversion, MedPower 2014
5. L. Varick, M. Erickson, Á. Miguel, Carreira-Perpiñán, and A.E. Cerpa OBSERVE: occupancy-based system for efficient reduction of HVAC energy Information Processing in Sensor Networks (IPSN), 2011 10th International Conference on IEEE 2011
6. S. Meyn, A. Surana, Y. Lin, S.M. Oggianu, S. Narayanan, and T.A. Frewen A sensor-utility-network method for estimation of occupancy distribution in buildings Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference, CDC/CCC 2009. Proceedings of the 48th IEEE Conference on IEEE 2009
7. Varick L. Erickson, and Alberto E. Cerpa Occupancy based demand response HVAC control strategy Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building 2010 ACM
8. V.L. Erickson, Y. Lin, A. Kamthe, R. Brahme, A. Surana, and et al. Energy efficient building environment control strategies using real-time occupancy measurements Proceedings of the First ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings 2009 ACM
9. D. Ioannidis, S. Krinidis, G. Stavropoulos, D. Tzovaras, and S. Likothanassis Full-automated acquisition system for occupancy and energy measurement data extraction Proceedings of the Symposium on Simulation for Architecture and Urban Design (SimAUD'14) at the 2014 Spring Simulation Conference (SpringSim'14) 2014 Society for Computer Simulation International
10. S. Krinidis, G. Stavropoulos, D. Ioannidis, and D. Tzovaras A robust and real-time multi-space occupancy extraction system exploiting privacy-preserving sensors 6th International Symposium on Communications, Control, and Signal Processing (ISCCSP'14) 2014 IEEE
11. B. Abushakra, J.S. Haberl, and D.E. Claridge Overview of existing literature on diversity factors and schedules for energy and cooling load calculations ASHRAE Trans. 110 1 2004 164 176
12. J.A. Davis, and D.W. Nutter Occupancy diversity factors for common university building types J. Energy Build. 42 9 2010 1543 1551
13. C. Liao, Y. Lin, and P. Barooah Agent-based and graphical modelling of building occupancy J. Build. Perform. Simul. 5 1 2012 5 25
14. C. Liao, and P. Barooah An integrated approach to occupancy modelling and estimation in commercial buildings American Control Conference (ACC), 2010 2010 IEEE
15. A. Kamthe, L. Jiang, and A. Cerpa SCOPES: Smart Cameras Object Position Estimation System Wireless Sensor Networks 2009 Springer Berlin/Heidelberg 279 295
16. C. Wang, D. Yan, and Y. Jiang A Novel Approach for Building Occupancy Simulation J. Build. Simul. 4 2 2011
17. J. Howard, and W. Hoff Forecasting building occupancy using sensor network data Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications 2013 ACM
18. V. Barbu, M. Boussemart, and N. Limnios Discrete-time semi-Markov model for reliability and survival analysis J. Commun. Stat. Theory Methods 33 11 2004 2833 2868
19. J.C. Xia, P. Zeephongsekul, and D. Packer Spatial and temporal modelling of tourist movements using Semi-Markov processes J. Tour. Manag. 32 4 2011 844 851
20. G. Corradi, J. Janssen, and R. Manca Numerical treatment of homogeneous semi-Markov processes in transient case - a straightforward approach J. Methodol. Comput. Appl. Probab. 6 2 2004 233 246