Evaluating a data clustering approach for life-cycle facility control

Journal of Information Technology in Construction

Volumn 18, Issue , 2013, Pages 99-118

  Bogen, A Christopher ^a   Rashid, Mahbubur ^a   East, E William ^a   Ross, James ^a  

^a U S ARMY ENGINEER RESEARCH AND DEVELOPMENT CENTER   (United States)

Author keywords

Building automation and control; Building information modelling (BIM); Machine learning; Pattern detection; Signal processing

Indexed keywords

BUILDING AUTOMATION AND CONTROLS; BUILDING INFORMATION MODEL - BIM; BUILDING INFORMATION MODELLING; COMPUTATIONAL APPROACH; EXPERIMENTAL ANALYSIS; INTEGRATION FRAMEWORKS; PATTERN DETECTION; PATTERN EXTRACTION METHOD;

CLUSTERING ALGORITHMS; DATA FUSION; DATA INTEGRATION; INTEROPERABILITY; LEARNING SYSTEMS; SENSORS; SIGNAL PROCESSING;

ARCHITECTURAL DESIGN;

EID: 84876926724     PISSN: 14036835     EISSN: 14006529     Source Type: Journal    
DOI: None     Document Type: Article

References (34)

1. Ahmed A., Korres N., Ploennigs J., Elhadi H., and Menzel K., Mining Building Performance Data for Energy-Efficient Operation, Advanced Engineering Informatics, Vol. 25, Issue 2, April, 2011, 341-354.
2. Bazjanac V. (2012). Ifc BIM-Based Methodology for Semi-Automated Building Energy Performance Simulation, Joint conference on information technology for construction and information and knowledge management in building, October 26-28, Sophia Antipolis, France.
3. Bergés M., Goldman E., Matthews S.H., and Soibelman L. (2008). Training Load Monitoring Algorithms on Highly Sub-Metered Home Electricity Consumption Data," Tsinghua Science \& Technology, vol. 13, p. 406, 2008.
4. Bogen A. C., East W. E., and Rashid M. (2011). A framework for building intelligence fusion, Joint conference on information technology for construction and information and knowledge management in building, October 26-28, Sophia Antipolis, France.
5. Boll S.F. (1979). Suppression of Acoustic Noise in Speech using Spectral Subtraction, Journal of IEEE Acoustics Speech and Signal Processing, Vol. 27, 113-120.
6. Cook D.J. (2007). Making sense of sensor data, IEEE Journal of Pervasive Computing, Vol. 6, 105-108. (Pubitemid 46645080)
7. Cooley J.W. and Tukey J.W. (1965). An Algorithm for the Machine Calculation of Complex Fourier Series, Journal of Mathematics of Computation, Vol. 19, 297-301.
8. Cortes C. and Vapnik V.N. (1995). Support-Vector Networks, Journal of Machine Learning, Vol. 20, 273-297.
9. Day W.H.E. and Edelsbrunner H. (1984). Efficient algorithms for agglomerative hierarchical clustering methods, Journal of Classification, Vol. 1, 7-24.
10. East E.W. (2012-a.) Building Programming information exchange (BPie), [Online], Available: http://www.buildingsmartalliance.org/index.php/projects/ activeprojects/31 [Accessed: 04 Oct. 2012]
11. East E.W. (2012-b.) Building Automation Modeling information exchange (BAMie), [Online], Available: http://www.buildingsmartalliance.org/index.php/ projects/activeprojects/180 [Accessed: 04 Oct. 2012]
12. East E.W., Bogen A.C., and Rashid, M., "Life-Cycle Building Control,"9th European Conference on Product and Process Modeling," July 25-27, Reykjavik, Iceland, 2012.
13. East E., Love D., and Nisbet, N. A Life-Cycle Model for Contracted Information Exchange International Council for Research and Innovation in Building and Construction, Joint Conference on Information Technology for Construction and Information and Knowledge Management in Building, November 16-19, Cairo, Egypt, 2010.
14. Kim H., Stumpf A., and Kim W. (2011) "Analysis of an Energy Efficient Building Design through Data Mining Approach", Automation in Construction, Vol. 20. Issue 1. pages 37-43, Jan. 2011
15. Kohavi R. And John G.H. (1997). Wrappers for feature subset selection, Journal of Artificial Intelligence, Vol. 97, 273-324. (Pubitemid 127401107)
16. Liu M., CLaridge D.E., Turner W.D. (2002). Continuous Commissioning Guidebook - Maximizing Building Energy Efficiency and Comfort, U.S. Department of Energy, http://www1.eere.energy.gov/femp/pdfs/ccg02-introductory.pdf [Accessed 3 Oct. 2012]
17. Livingood W., Stein J., Considine T. and Sloup C. Review of Current Data Exchange Practices: Providing Descriptive Data to Assist with Building Operations Decisions, National Renewable Energy Laboratory Technical Report, NREL/TP-5500-50073, May 2011.
18. MacQueen J.B. (1967). Some Methods for Classification and Analysis of Multivariate Observations, Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability, 281-297.
19. Maile T., Bazjanac V., and Fischer M. (2012). A Method to Compare Simulated and Measured Data to Assess Building Energy Performance. Building and Environment, 56:241-251, October 2012.
20. McCulloch W.S. and Pitts W. (1943). A Logical Calculus of the Ideas Immanent in Nervous Activity, Bulletin of Mathematical Biophysics, Vol. 5, 115-137.
21. National Institute of Building Sciences. (2012). Unified Facilities Criteria Program, Whole Building Design Guide - A Program of the National Institute of Building Sciences [Online]. Available: http://www.wbdg.org/ references/pa-dod.php [Accessed: 2 Mar. 2012].
22. Park M.W., Koch C. and Brilakis I. (2012). Three-Dimensional Tracking of Construction Resources using an On-Site Camera System, Journal of Computing in Civil Engineering, American Society of Civil Engineers, Volume 26, Issue 4, July 2012, Pages 541 - 549
23. Posenato D., Lanata F., Inaudi D., Smith I. (2008). Model-free Interpretation for Continuous Monitoring of Complex Structures, Advanced Engineering Informatics, Volume 22, 135-144. (Pubitemid 351273672)
24. Pradhan A., Ergen E., and Akinci B. (2009). Technological Assessment of Radio Frequency Identification Technology for Indoor Localization, Journal of Computing in Civil Engineering, July/August 2009, Vol. 23, Issue 4, 230-238.
25. Press W.H., Teukolsky S.A., Vetterling W.T., and Flannery B.P. (2007). Numerical Recipes: The Art of Scientific Computing, 3rd ed. Cambridge University Press.
26. Rowe A., Berges M.E., Bhatia G., Goldman E., Rajkumar R., Garrett J.H., Moura J.M.F., and Soibelman L. (2011), Sensor-Andrew: Large-Scale Campus-Wide Sensing and Actuation, IBM Journal of Research and Development, Vol. 55, No 2&2, Paper 6.
27. Saitta S., Raphael B., Smith I.F. (2007). A Bounded Index for Cluster Validity, Proceedings of the 5th International Conference on Machine Learning and Data Mining in Pattern Recognition, 174 - 187. (Pubitemid 350270662)
28. Shahandashti, S.M., Razavi, S.N., Soibelman, L., Berges, M., Caldas, C.H., Brilakis, I., Teizer, J., Vela, P.A., Haas, C., Garrett, J., Akinci, B., and Zhu, Z. (2011). Data Fusion Approaches and Applications for Construction Engineering, Invited paper from article at the 2010 NSF Construction Engineering Conference, Journal of Construction Engineering and Management, American Society of Civil Engineers, Volume 137, Issue 10, October 2011, Pages 863 - 869
29. Song J., Hass C.T., Caldas C., Ergen E., and Akinci B. (2006). Automating the task of Tracking the Delivery of Receipt of Fabricated Pipe Spools in Industrial Projects, Automation in Construction, Volume 15, pages 166-177. (Pubitemid 41817145)
30. Steinberg A.N., Bowman C.L., and White F.E. (1999). Revisions to the JDL Data Fusion Model, Proceedings of 1999 SPIE Sensor Fusion: Architectures, Algorithms, and Applications, vol 3719, 1218-1230.
31. Tang, P., Huber D., Akinci B., Lipman R., Lytle A. (2010), Automatic Reconstruction of as-built Building Information Models from Laster-Scanned Point Clouds: A Review of Related Techniques, Automation in Construction, Vol. 19, no. 7, 829- 843.
32. Vaseghi S.V. (2009). Advanced Digital Signal Processing and Noise Reduction. John Wiley and Sons, Inc.
33. Yu Z., Fung B.C.M., Haghighat F., Yoshino H., and Morofsky E. (2011). A Systematic Procedure to Study the Influence of Occupant Behavior on Building Energy Consumption, Energy and Buildings, Volume 43, Issue 6, June 2011, Pages1409-1417
34. Zach R., Glawischnig S., Hönisch M., Appel R., and Mahdavi A. (2012). MOST: An open-source, vendor and technology independent toolkit for building monitoring, data preprocessing, and visualization, 9th European Conference on Product and Process Modeling," July 25-27, Reykjavik, Iceland, 2012.