Data interpolation for participatory sensing systems

Pervasive and Mobile Computing

Volumn 9, Issue 1, 2013, Pages 132-148

  Mendez, D ^a   Labrador, M ^b   Ramachandran, K ^c  

^a PONTIFICIA UNIVERSIDAD JAVERIANA   (Colombia)

^b University of South Florida   (United States)

^c UNIVERSITY OF SOUTH FLORIDA   (United States)

Author keywords

Gibbs sampler; ICA; Kriging; MRF; PCA

Indexed keywords

AIR QUALITY; ECONOMIC AND SOCIAL EFFECTS; HUMAN COMPUTER INTERACTION; INDEPENDENT COMPONENT ANALYSIS; INTERPOLATION; MARKOV PROCESSES; RANDOM VARIABLES;

ENVIRONMENTAL MONITORING SYSTEM; GIBBS SAMPLERS; KRIGING; MARKOV RANDOM FIELDS; MONITORING APPLICATIONS; MULTIVARIATE INTERPOLATION; MULTIVARIATE TIME SERIES; PARTICIPATORY SENSING;

PRINCIPAL COMPONENT ANALYSIS;

EID: 84873193901     PISSN: 15741192     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.pmcj.2012.11.001     Document Type: Article

References (36)

1. H. Weinschrott, F. Durr, K. Rothermel, Streamshaper: coordination algorithms for participatory mobile urban sensing, in: Proceedings of IEEE International Conference on Mobile Adhoc and Sensor Systems, 2010, pp. 195-204.
2. D. Mendez, A. Perez, M. Labrador, J. Marron, P-sense: a participatory sensing system for air pollution monitoring and control, in: Proceedings of IEEE International Conference on Pervasive Computing and Communications Workshops, March 2011, pp. 344-347.
3. N. Lane, E. Miluzzo, H. Lu, D. Peebles, T. Choudhury, and A. Campbell A survey of mobile phone sensing IEEE Communications Magazine 48 9 2010 140 150
4. D. Holland, R. Scheffe, W. Cox, A. Cimorelli, D. Nychka, and P. Hopke Spatial prediction of air quality data Environmental Manager 2003 31 35
5. S. Geman, and D. Geman Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images IEEE Transactions on Pattern Analysis and Machine Intelligence 6 1984 721 741
6. D.G. Krige A statistical approach to some basic mine valuation problems on the witwatersrand Operational Research 4 1 1953
7. P. Goovaerts Geostatistics for Natural Resources Evaluation fourth printing ed. 1997 Oxford University Press USA
8. D. Marcotte Cokriging with matlab Computers and Geosciences 17 1991 1265 1280
9. B. Srinivasan, R. Duraiswami, and R. Murtugudde Efficient kriging for real-time spatio-temporal interpolation Proceedings of 20th Conference on Probability and Statistics in the Atmospheric Sciences 2010 American Meteorological Society
10. L. Hartman, and O. Hössjer Fast kriging of large data sets with Gaussian Markov random fields Computational Statistics and Data Analysis 52 2008 2331 2349
11. L. Fontanella, L. Ippoliti, R. Martin, and S. Trivisonno Interpolation of spatial and spatio-temporal Gaussian fields using Gaussian Markov random fields Advances in Data Analysis and Classification 2 2008 63 79
12. P.F. Felzenszwalb, and D.P. Huttenlocher Efficient belief propagation for early vision Computer Vision and Pattern Recognition 2004 261 268
13. R. Henry, and G. Hidy Multivariate analysis of particulate sulfate and other air quality variables by principal components - Part I: annual data from Los Angeles and New York Atmospheric Environment 13 11 1979 1581 1596
14. N. Guillemette, A. St-Hilaire, T.B. Ouarda, N. Bergeron, É Robichaud, and L. Bilodeau Feasibility study of a geostatistical modelling of monthly maximum stream temperatures in a multivariate space Journal of Hydrology 364 1 2009 1 12
15. S. Bocchi, A. Castrignano, F. Fornaro, and T. Maggiore Application of factorial kriging for mapping soil variation at field scale European Journal of Agronomy 13 2000 295 308
16. S. Grunwalda, K. Reddya, J. Prengera, and M. Fisher Modeling of the spatial variability of biogeochemical soil properties in a freshwater ecosystem Ecological Modelling 201 2007 521 535
17. C. Carlona, A. Crittoa, A. Marcomini, and P. Nathanail Risk based characterisation of contaminated industrial site using multivariate and geostatistical tools Environmental Pollution 111 2001 417 427
18. J. Pearl Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference 1988 Morgan Kaufmann Publishers Inc. San Francisco, CA, USA
19. E. Ising Zeitschrift für Physik 31 1925 253
20. R. Moore, Geostatistics in hydrology: kriging interpolation, Technical Report, Mathematics Department, Macquarie University, Sydney, 1999.
21. N. Cressie, and D. Hawkins Robust estimation of the variogram: I Mathematical Geology 12 1980 115 125
22. T. Hansen, Mgstat, a geostatistical matlab toolbox, 2004. Webpage: http://mgstat.sourceforge.net/.
23. N. Memarsadeghi, V. Raykar, R. Duraiswami, D. Mount, Efficient kriging via fast matrix-vector products, in: IEEE Aerospace Conference, 2008.
24. Airnow. Air quality index, 2011. Webpage: http://www.airnow.gov/.
25. AirData. Database from the environmental protection agency, 2011. Webpage: http://www.epa.gov/air/data/.
26. A. Perez, M. Labrador, and S. Barbeau G-sense: a scalable architecture for global sensing and monitoring IEEE Network 24 4 2010 57 64
27. Arduino. Open-source electronics, 2011. Webpage: http://arduino.cc/en/.
28. Figaro. Gas sensors, 2011. Webpage: http://www.figarosensor.com/.
29. Sensirion. Sensor manufacturer, 2011. Webpage: http://www.sensirion.com/.
30. L. Poissant, J.W. Bottenheim, P. Roussel, N.W. Reid, and H. Niki Multivariate analysis of a 1992 Sontos data subset Atmospheric Environment 30 12 1996 2133 2144 A WMA International Specialty Conference on Regional Photochemical Measurements and Modeling
31. A. Perez, An architecture for global ubiquitous sensing, Ph.D. Thesis, University of South Florida, April, 2011.
32. A. Hyvarinen, J. Karhunen, and E. Oja Independent Component Analysis, Vol. 1 first ed. 2001 John Wiley & Sons College Station, Texas
33. S. Haykin Neural Networks: A Comprehensive Foundation second ed. 1998 Prentice Hall
34. A. Hyvarinen Fast and robust fixed-point algorithms for independent component analysis IEEE Transactions on Neural Networks 10 3 1999 626 634
35. F. Gonzalez, M. Galan, A. Umbria, and K. Gervilla Multivariate statistical analysis of meteorological and air pollution data in the 'Campo de Gibraltar region', spain Environmental Monitoring and Assessment 119 2006 405 423 10.1007/s10661-005-9033-4
36. Y. Kim, M. Kim, J. Lim, J.T. Kim, and C. Yoo Predictive monitoring and diagnosis of periodic air pollution in a subway station Journal of Hazardous Materials 183 1-3 2010 448 459