Fuzzy linguistic knowledge based behavior extraction for building energy management systems

Proceedings - 2013 6th International Symposium on Resilient Control Systems, ISRCS 2013

Volumn , Issue , 2013, Pages 80-85

  Wijayasekara, Dumidu ^a   Manic, Milos ^a   Rieger, Craig ^b  

^a UNIVERSITY OF IDAHO   (United States)

^b IDAHO NATIONAL LABORATORY   (United States)

Author keywords

building energy efficiency; building occupant comfort; fuzzy logic; HVAC; knowledge base

Indexed keywords

BUILDINGS; CONTROL SYSTEMS; ENERGY EFFICIENCY; FUZZY LOGIC; GRAPHICAL USER INTERFACES; KNOWLEDGE BASED SYSTEMS; MIMO SYSTEMS;

BUILDING ENERGY EFFICIENCY; BUILDING ENERGY MANAGEMENT SYSTEMS; HVAC; KNOWLEDGE BASE; MULTIPLE INPUT MULTIPLE OUTPUT; OCCUPANT COMFORTS; STATE-OF-THE-ART SYSTEM; VENTILATION AND AIR CONDITIONING;

AIR CONDITIONING;

EID: 84890033896     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISRCS.2013.6623755     Document Type: Conference Paper

References (30)

1. L. P. Lombard, J. Ortiz, C. Pout, "A review on buildings energy consumption information," Energy and Buildings, vol. 40, pp. 394-398, 2008.
2. T. Kalamees, K. Jylhä, H. Tietäväinen, J. Jokisalo, S. Ilomets, R. Hyvönen, S. Saku, "Development of weighting factors for climate variables for selecting the energy reference year according to the EN ISO 15927-4 standard," Energy and Buildings, vol. 47, pp. 53-60, Apr. 2012.
3. Buildings Energy Data Book, U. S. Dept. Energy, Washington, DC, 2009. [Online]. Available: http://buildingsdatabook. eren. doe. gov/.
4. J. Lausten, "Energy Efficiency Requirements in Building Codes," Energy Efficiency Policies for New Buildings. Paris, France: International Energy Agency, 2008.
5. A. Costa, M. M. Keane, J. I. Torrens, E . Corry, "Building operation and energy performance: Monitoring, analysis and optimisation toolkit," Applied Energy, vol. 101, pp. 310-316, Jan. 2013.
6. T. Weng, Y. Agarwal, "From Buildings to Smart Buildings-Sensing and Actuation to Improve Energy Efficiency," IEEE Design & Test of Computers, vol. 29, no. 4, pp. 36-44, Aug. 2012.
7. B. Sun, P. B. Luh, Q. Jia, Z. O'Neill, F. Song, "Building Energy Doctors: An SPC and Kalman Filter-Based Method for System-Level Fault Detection in HVAC Systems," IEEE Trans. On Automation Science and Engineering, in press.
8. K. W. Roth, D. Westphalen, J. Dieckmann, S. D. Hamilton, W. Goetzler, "Energy Consumption Characteristics of Commercial Building HVAC Systems: Volume III, Energy Savings Potential," TIAX LLC Report for US Department of Energy Building Technologies Program, 2002.
9. B. Sun, P. B. Luh, Q. Jia, Z. Jiang, F. Wang, C. Song, "Building Energy Management: Integrated Control of Active and Passive Heating, Cooling, Lighting, Shading, and Ventilation Systems," IEEE Trans. on Automation Science and Engineering, in press.
10. A. Aswani, N. Master, J. Taneja, D. Culler, C. Tomlin, "Reducing Transient and Steady State Electricity Consumption in HVAC Using Learning-Based Model-Predictive Control," Proceedings of the IEEE , vol. 100, no. 1, pp. 240-253, Jan. 2012.
11. N. Motegi, M. A. Piettem S. K. Kinney, J. Dewey, "Case studies of energy information systems and related technology: operational practices, costs and benefits," in Proc. of International Conference for Enhanced Building Operators, Oct. 2003.
12. K. Whitehouse, J. Ranjan; J. Lu, T. Sookoor, M. Saadat, C. M. Burke, G. Staengl, A. Canfora, H. Haj-Hariri, "Towards Occupancy-Driven Heating and Cooling," IEEE Design & Test of Computers, vol. 29, no. 4, pp. 17-25, Aug. 2012.
13. S. Bhattacharya, S. Sridevi, R. Pitchiah, "Indoor air quality monitoring using wireless sensor network," in Proc. of Sixth International Conference on Sensing Technology, pp. 422-427, Dec. 2012.
14. I. J. Aucamp, L. J. Grobler, "Heating, ventilation and air conditioning management by means of indoor temperature measurements," in Proc. of Industrial and Commercial Use of Energy Conference (ICUE), pp. 1-4, Aug. 2012.
15. P. Bermejo, L. Redondo, L. de la Ossa, D. Rodrïguez, J. Flores, C. Urea, J. A. Gámez, J. M. Puerta, "Design and simulation of a thermal comfort adaptive system based on fuzzy logic and on-line learning," Energy and Buildings, vol. 49, pp. 367-379, Jun. 2012.
16. O. Linda, D. Wijayasekara, M. Manic, C. Rieger, "Computational Intelligence based Anomaly Detection for Building Energy Management Systems," in Proc. of IEEE Symposium on Resilience Control Systems, Aug. 2012.
17. H. Mirinejad, K. Welch, L. Spicer, "A review of intelligent control techniques in HVAC systems," in Proc. of IEEE Energytech, pp. 1-5, May 2012.
18. Z. Raad, K. S. M. S. Homod, A. F. Haider F. Almurib, "Gradient autotuned Takagi-Sugeno Fuzzy Forward control of a HVAC system using predicted mean vote index," Energy and Buildings, vol. 49, pp. 254-267, Jun. 2012.
19. Z. Raad, K. S. M. S. Homod, A. F. Haider F. Almurib, "RLF and TS fuzzy model identification of indoor thermal comfort based on PMV/PPD," Building and Environment, vol. 49, pp. 141-153, Mar. 2012.
20. Y. Cheng, J. Niu, N. Gao, "Thermal comfort models: A review and numerical investigation," Building and Environment, vol. 47, pp. 13-22, Jan. 2013.
21. K. Macek, K. Maïk, "A methodology for quantitative comparison of control solutions and its application to HVAC (heating, ventilation and air conditioning) systems," Energy, vol. 44, no. 1, pp. 117-125, Aug. 2012.
22. F. Oldewurtel, D. Sturzenegger, M. Morari, "Importance of occupancy information for building climate control," Applied Energy, vol. 101, pp. 521-532, Jan. 2013.
23. A. Kusiak, G. Xu, "Modeling and optimization of HVAC systems using a dynamic neural network," Energy, vol. 42, no. 1, pp. 241-250, Jun. 2012.
24. P. M. Ferreira, A. E. Ruano, S. Silva, E. Z. E. Conceic̈ão, "Neural networks based predictive control for thermal comfort and energy savings in public buildings," Energy and Buildings, vol. 55, pp. 238-251, Dec. 2012
25. M. Maasoumy, A. Sangiovanni-Vincentelli, "Total and Peak Energy Consumption Minimization of Building HVAC Systems Using Model Predictive Control," IEEE Design & Test of Computers, vol. 29, no. 4, pp. 26-35, Aug. 2012.
26. A. Aswani, N. Master, J. Taneja, V. Smith, A. Krioukov, D. Culler, C. Tomlin, "Identifying models of HVAC systems using semiparametric regression," in Proc. of American Control Conference (ACC), pp. 3675-3680, Jun. 2012.
27. L. Pérez-Lombard, J. Ortiz, I. R. Maestre, J. F. Coronel, "Constructing HVAC energy efficiency indicators," Energy and Buildings, vol. 47, pp. 619-629, Apr. 2012.
28. G. Escrivá-Escrivá, O. Santamaria-Orts, F. Mugarra-Llopis, "Continuous assessment of energy efficiency in commercial buildings using energy rating factors," Energy and Buildings, vol. 49, pp. 78-84, Jun. 2012.
29. S. Goyal, H. A. Ingley, P. Barooah, "Effect of various uncertainties on the performance of occupancy-based optimal control of HVAC zones," in Proc. of IEEE Conf. on Decision and Control (CDC), pp. 7565-7570, Dec. 2012.
30. L. A. Zadeh, "Fuzzy logic," Computer, vol. 21, no. 4, pp. 83-93, Apr. 1988.