A cognitive monitoring system for contaminant detection in intelligent buildings

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2014, Pages 69-76

  Boracchi, Giacomo ^a   Michaelides, Michaiis ^b   Roveri, Manuel ^a  

^a POLITECNICO DI MILANO   (Italy)

^b CYPRUS UNIVERSITY OF TECHNOLOGY   (Cyprus)

Author keywords

[No Author keywords available]

Indexed keywords

ALARM SYSTEMS; CONTAMINATION; ERRORS; INTELLIGENT BUILDINGS; MONITORING; REAL TIME SYSTEMS;

BUILDING EVACUATION; COGNITIVE MECHANISMS; COGNITIVE MONITORING; CONTAMINANT CONCENTRATIONS; CONTAMINANT DETECTION; CONTAMINANT SOURCES; LAYERED ARCHITECTURE; SENSOR DEGRADATION;

POLLUTION DETECTION;

EID: 84908480433     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2014.6889452     Document Type: Conference Paper

References (22)

1. J. Braun, "Intelligent building systems-past, present, and future", in Proc. of Am. Control Conf. (ACC'07). IEEE, 2007, pp. 4374-4381.
2. X. Lu, D. Clements-Croome, and M. Viljanen, "Past, present and future of mathematical models for buildings", Intelligent Buildings International, vol. 1, pp. 23-38(16), 2009.
3. S. Katipamula and M. Brambley, "Methods for fault detection, diagnostics, and prognostics for building systems-A review, part I", HVAC&R Research, vol. 11, no. 1, pp. 3-25, 2005.
4. D. Cousins and S. D. Campbell, "Protecting buildings against airborne contamination", Lincoln Lab. Journal, vol. 17, no. 1, 2007.
5. T. H. Jeys, W. D. Herzog, J. D. Hybl, R. N. Czerwinski, and A. Sanchez, "Advanced trigger development", Lincoln Laboratory Journal, vol. 17, no. 1, pp. 29-62, 2007.
6. X. Liu and Z. Zhai, "Inverse modeling methods for indoor airborne pollutant tracking: literature review and fundamentals", Indoor Air, vol. 17, no. 6, pp. 419-438, 2007.
7. M. Sohn, R. Sextro, A. Gadgil, and J. Daisey, "Responding to sudden pollutant releases in office buildings: 1. Framework and analysis tools", Indoor Air, vol. 13, no. 3, pp. 267-276, 2003.
8. X. Liu and Z. Zhai, "Prompt tracking of indoor airborne contaminant source location with probability-based inverse multi-zone modeling", Building and Environment, vol. 44, no. 6, pp. 1135-1143, 2009.
9. M. Michaelides, V. Reppa, M. Christodoulou, C. Panayiotou, and M. Polycarpou, "Contaminant event monitoring in multi-zone buildings using the state-space method", Building and Environment, vol. 71, no. 0, pp. 140-152, 2014.
10. M. Basseville and I. V. Nikiforov, Detection of abrupt changes: theory and application. Upper Saddle River, NJ, USA: Prentice-Hall, Inc., 1993.
11. C. Alippi, G. Boracchi, and M. Roveri, "A Just-In-Time adaptive classification system based on the Intersection of Confidence Intervals rule", Neural Networks, vol. 24, no. 8, pp. 791-800, 2011.
12. A. G. Tartakovsky, B. L. Rozovskii, R. B. Blaek, and H. Kim, "Detection of intrusions in information systems by sequential changepoint methods", Stat. Meth., vol. 3, no. 3, pp. 252-293, 2006.
13. G. J. Ross, D. K. Tasoulis, and N. M. Adams, "Nonparametric monitoring of data streams for changes in location and scale", Technometrics, vol. 53, no. 4, pp. 379-389, 2011.
14. C. Alippi and M. Roveri, "Just-In-Time adaptive classifiers - part I: Detecting nonstationary changes", Neural Networks, IEEE Transactions on, vol. 19, no. 7, pp. 1145-1153, july 2008.
15. C. Alippi, G. Boracchi, and M. Roveri, "A hierarchical, nonparametric, sequential change-detection test", in International Joint Conference on Neural Networks (IJCNN 2011), 31 2011-aug. 5 2011, pp. 2889-2896.
16. A. Goldenshluger and A. Nemirovski, "On spatial adaptive estimation of nonparametric regression", Math. Meth. Statistics, vol. 6, pp. 135-170, 1997.
17. D. M. Hawkins, P. Qiu, and C. W. Kang, "The changepoint model for statistical process control", Journal of Quality Technology, vol. Vol. 35, No. 4, pp. 355-366, 2003.
18. H. B. Mann and D. R. Whitney, "On a Test of Whether one of Two Random Variables is Stochastically Larger than the Other", The Annals of Mathematical Statistics, vol. 18, no. 1, pp. 50-60, 1947. [Online]. Available: http://dx.doi.org/10.2307/2236101
19. A. M. Mood, "On the asymptotic efficiency of certain nonparametric two-sample tests", The Annals of Mathematical Statistics, vol. Vol. 25, No. 3, pp. 514-522, September 1954.
20. Y. Lepage, "A combination of Wilcoxon's and Ansari-Bradley's statistics", Biometrika, vol. Vol. 58, No. 1, pp. 213-217, April 1974.
21. M. P. Michaelides, D. G. Eliades, M. Christodoulou, M. Kyriakou, C. Panayiotou, and M. Polycarpou, "A Matlab-CONTAM toolbox for contaminant event monitoring in intelligent buildings", in Artificial Intelligence Applications and Innovations. Springer, 2013, pp. 605-614.
22. L. Wang, W. Dols, and Q. Chen, "Using CFD capabilities of CONTAM 3.0 for simulating airflow and contaminant transport in and around buildings", HVAC&R Research, vol. 16, no. 6, pp. 749-763, 2010.