Low computational cost technique for predictive management of thermal comfort in non-residential buildings

Journal of Process Control

Volumn 24, Issue 6, 2014, Pages 750-762

  Garnier, Antoine ^a,b   Eynard, Julien ^b,c   Caussanel, Matthieu ^b,c   Grieu, Stéphane ^b,c  

^a Pyrescom ^*  (France)

^b PROMES CNRS   (France)

^c UNIVERSITÉ DE PERPIGNAN   (France)

Author keywords

Artificial Neural Networks; Energy consumption; Model predictive control; Non residential building; Thermal comfort; Zoned HVAC system

Indexed keywords

AIR CONDITIONING; BUILDINGS; ENERGY UTILIZATION; MODEL PREDICTIVE CONTROL; NEURAL NETWORKS; SOFTWARE TESTING;

COMPUTATIONAL COSTS; ENERGYPLUS; HVAC SYSTEM; LARGE PARTS; PREDICTED MEAN VOTE; PREDICTIVE CONTROL STRATEGY; SUB-SYSTEMS;

THERMAL COMFORT;

EID: 84903273265     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2013.10.005     Document Type: Article

References (31)

1. L. Pérez-Lombard, J. Ortiz, and C. Pout A review on buildings energy consumption information Energy and Buildings 40 2008 394 398
2. A. Dounis, and C. Caraiscos Advanced control systems engineering for energy and comfort management in a building environment - a review Renewable and Sustainable Energy Reviews 13 2009 1246 1261
3. M.M. Gouda, S. Danaher, and C.P. Underwood Thermal comfort based fuzzy logic controller Building Services Engineering Research and Technology 22 2001 237 253
4. B. Egilegor, J.P. Uribe, G. Arregi, E. Pradilla, and L. Susperregi A fuzzy control adapted by a neural network to maintain a dwelling within thermal comfort abstract 5th International IBPSA Conference, Building Simulation 1997
5. R. Alcalá, J.M. Benítez, J. Casillas, O. Cordón, and R. Pérez Fuzzy control of HVAC systems optimized by genetic algorithms Applied Intelligence 18 2003 155 177
6. P. Bermejo, L. Redondo, L. de la Ossa, D. Rodríguez, J. Flores, C. Urea, J.A. Gámeza, and J.M. Puerta Design and simulation of a thermal comfort adaptive system based on fuzzy logic and on-line learning Energy and Buildings 49 2012 367 379
7. A. Dounis, and D. Manolakis Design of a fuzzy system for living space thermal-comfort regulation Applied Energy 69 2001 119 144
8. G. Fraisse, J. Virgone, and J. Roux Thermal control of a discontinuously occupied building using a classical and a fuzzy logic approach Energy and Buildings 26 1997 303 316
9. B. Paris, J. Eynard, S. Grieu, T. Talbert, and M. Polit Heating control schemes for energy management in buildings Energy and Buildings 42 2010 1908 1917
10. M. Castilla, J. Álvarez, M. Berenguel, F. Rodríguez, J. Guzmán, and M. Pérez A comparison of thermal comfort predictive control strategies Energy and Buildings 43 2011 2737 2746
11. P. Ferreira, A. Ruano, S. Silva, and E. Conceição Neural networks based predictive control for thermal comfort and energy savings in public buildings Energy and Buildings 55 2012 238 251
12. H. Huang, L. Chen, M. Mohammadzaheri, and E. Hu A new zone temperature predictive modeling for energy saving in buildings Procedia Engineering 49 2012 142 151 International Energy Congress 2012
13. N. Morel, M. Bauer, M. El-Khoury, and J. Krauss Neurobat, a predictive and adaptive heating control system using artificial neural networks International Journal of Solar Energy 21 1999 161 201
14. A.A. Argiriou, I. Bellas-Velidis, and C. Balaras Development of a neural network heating controller for solar buildings Neural Networks 13 2000 811 820
15. A.A. Argiriou, I. Bellas-Velidis, M. Kummert, and P. André A neural network controller for hydronic heating systems of solar buildings Neural Networks 17 2004 427 440
16. P.-D. Morosan, R. Bourdais, D. Dumur, and J. Buisson Building temperature regulation using a distributed model predictive control Energy and Buildings 42 2010 1445 1452
17. J. Álvarez, J. Redondo, E. Camponogara, J. Normey-Rico, M. Berenguel, and P. Ortigosa Optimizing building comfort temperature regulation via model predictive control Energy and Buildings 57 2013 361 372
18. M. Endravadan Régulation des systèmes de chauffage et de climatisation basée sur la sensation thermique humaine. Impact sur la consommation d'énergie dans les bâtiments 2006 Ph.D. thesis
19. D. Kolokotsa, A. Pouliezos, G. Stavrakakis, and C. Lazos Predictive control techniques for energy and indoor environmental quality management in buildings Building and Environment 44 2009 1850 1863
20. P.O. Fanger Assessment of man's thermal comfort in practice British Journal of Industrial Medicine 30 1973 313 324
21. République Française, Arrêté du 24 mai 2006 relatif aux caractéristiques thermiques des bâtiments nouveaux et des parties nouvelles de bâtiments 2006 http://www2.equipement.gouv.fr/ bulletinofficiel/fiches/Bo200610/A0100032.pdf
22. NF EN ISO 7730 Détermination analytique et interprétation du confort thermique par le calcul des indices PMV et PPD et par des critères de confort thermique local 2006
23. ANSI/ASHRAE Standard 55 Thermal environmental conditions for human occupancy 2010
24. S. Schiavon, and K.H. Lee Dynamic predictive clothing insulation models based on outdoor air and indoor operative temperatures Building and Environment 59 2013 250 260
25. F. Rosenblatt The Perceptron: a perceiving and recognizing automaton Project PARA 1957 Report 85-460-1
26. W.S. McCulloch, and W. Pitts A logical calculus of the ideas immanent in nervous activity Bulletin of Mathematical Biology 52 1990 99 115 Classics of Theoretical Biology
27. K. Hornik, M. Stinchcombe, and H. White Multi-layer feedforward networks are universal approximation Neural Networks 2 1989 359 366
28. M. Hagan, and M. Menhaj Training feedforward networks with the marquardt algorithm IEEE Transactions on Neural Networks 5 1994 989 993
29. C. Charalambous Conjugate gradient algorithm for efficient training of artificial neural networks, Circuits, Devices and Systems IEE Proceedings G 139 1992 301 310
30. J.F. Bonnans Numerical Optimization: Theoretical and Practical Aspects 2003 Springer-Verlag New York Incorporated
31. T.X. Nghiem MLE+: a Matlab-EnergyPlus co-simulation interface 2010 vwww.seas.upenn.edu/nghiem/mleplus.html