Abstract
This article presents the architecture of a system that is used for regional water resource quality monitoring of environmental parameters using heterogeneous data sources such as remote sensing data, model data, and data of in-situ observations. The system’s architecture and components are developed that are reusable and can be applied to solving various monitoring problems. The monitoring of the aquatic environment of the Dnieper estuary is selected as an example of such a problem. The distinctive features of this system consist of using a Grid approach to the distribution of complex computations and also the realization of computationally complicated computations on supercomputers of the SKIT family. Typical components of the monitoring system are presented, namely, those of data acquisition, data processing, modeling, and result representation.
Similar content being viewed by others
References
Global Earth Observation System of Systems (GEOSS), 2007–2009 Work Plan: Toward Convergence (2006).
D. Antoine, A. Morel, B. Gentili, H. R. Gordon, V. F. Barzon, R. H. Evans, J. W. Brown, S. Walsh, W. Baringer, and A. Li, “In Search of Long-term Trends in Ocean Color,” EOS, Transactions American Geophysical Union, 84, No. 32, 301–309 (2003).
A. Morel, Minimum Requirements for an Operational Ocean-Color Sensor for the Open Ocean, IOCCG, Dartmouth, Canada (1998), ISSN: 1098-6030.
G. Fu, K. S. Baith, and C. R. McClain, “SeaDAS: The SeaWiFS Data Analysis System,” in: Proc. 4th Pacific Ocean Remote Sensing Conf., Qingdao (China) (1998), pp. 73–79.
A. Yu. Shelestov, A. N. Kravchenko, M. B. Korbakov, N. N. Kussul, S. V. Skakun, A. I. Rudakova, N. I. Ilin, and L. I. Tyutyunnik, “Grid-technology of realization of the Ukrainian segment of GEOSS,” Zagal’nogal. Nauk.-Vyrobn. Zh. “Zv’yazok” (Special Supplement), 106–125 (2006).
G. K. Rutledge, J. Alpert, and W. Ebisuzaki, “NOMADS: A Climate and Weather Model Archive at the National Oceanic and Atmospheric Administration,” Bulletin of the Americ. Meteorolog. Soc., 87, No. 3, 327–341 (2006).
A. Shelestov, O. Kravchenko, and M. Korbakov, “Services for Satellite Data Processing,” Inform. Theor. and Appl., 12, No. 3, 272–276 (2006).
B. A. Franz, P. J. Werdell, G. Meister, E. J. Kwiatkowska, S. W. Bailey, Z. Ahmad, and C. R. McClain, “MODIS Land Bands for Ocean Remote Sensing Applications,” in: Proc. Ocean Optics XVIII, Montreal (Canada) (2006).
W. C. Skamarock, et al., A Description of the Advanced Research WRF Version 2, NCEP, Boulder, Colorado, USA (2005).
O. M. Kravchenko and A. Yu. Shelestov, “Application of realizations of OGC standards to the creation of distributed systems of visualization and provision of geospatial data,” Probl. Progr., Nos. 2–3, 135–139 (2006).
A. Shelestov, O. Kravchenko, and M. Ilin, “Geospatial data visualization in the Grid system of the Ukrainian segment of GEOSS/GMES,” in: Proc. 5th Intern. Conf. “Inform. Research&Applic.,” 2, Varna (Bulgaria) (2007), pp. 422–428.
Author information
Authors and Affiliations
Additional information
The development of the described monitoring system is partially supported by the UNTTs-NANU grant “Development of efficient Grid technologies of ecological monitoring on the basis of satellite data” (project No. 3872) and also joint INTAS-CNES-NSAU grant No. 06-1000024-9154 “Data Fusion Grid Infrastructure.”
__________
Translated from Kibernetika i Sistemnyi Analiz, No. 4, pp. 179–188, July–August 2008.
Rights and permissions
About this article
Cite this article
Kravchenko, A.N., Kussul, N.N., Lupian, E.A. et al. Water resource quality monitoring using heterogeneous data and high-performance computations. Cybern Syst Anal 44, 616–624 (2008). https://doi.org/10.1007/s10559-008-9032-x
Received:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10559-008-9032-x