TY - GEN
T1 - A multiresolution approach for modeling of diffusion phenomenon
AU - Madankana, Reza
AU - Singlaa, Puneet
AU - Singha, Tarunraj
AU - Scottb, Peter D.
PY - 2009
Y1 - 2009
N2 - A multiresolution approach is developed to model the spatio-temporal dispersion of geospatial data such as evolution of population, epidemics, dispersion of chemical/biological agents subsequent to natural or man-made disasters, etc. The basic idea is to make use of diffusion equations with spatially and temporally varying diffusion coefficient to model the evolution of geospatial activities. At the heart of our approach is a recently developed powerful averaging process that allows construction of a global family of local independent approximations with a desired order of continuity and quantifying error bounds. The ability to have independent local approximations enables intuitive and effecient approximation with high accuracy and compression ratio. Numerical simulation results are presented to show the efficacy of the presented ideas.
AB - A multiresolution approach is developed to model the spatio-temporal dispersion of geospatial data such as evolution of population, epidemics, dispersion of chemical/biological agents subsequent to natural or man-made disasters, etc. The basic idea is to make use of diffusion equations with spatially and temporally varying diffusion coefficient to model the evolution of geospatial activities. At the heart of our approach is a recently developed powerful averaging process that allows construction of a global family of local independent approximations with a desired order of continuity and quantifying error bounds. The ability to have independent local approximations enables intuitive and effecient approximation with high accuracy and compression ratio. Numerical simulation results are presented to show the efficacy of the presented ideas.
KW - Diffusion coefficient
KW - Multiresolution modeling
KW - Parameter estimation
UR - https://www.scopus.com/pages/publications/70449331301
M3 - Conference contribution
AN - SCOPUS:70449331301
SN - 9780982443804
T3 - 2009 12th International Conference on Information Fusion, FUSION 2009
SP - 1544
EP - 1551
BT - 2009 12th International Conference on Information Fusion, FUSION 2009
T2 - 2009 12th International Conference on Information Fusion, FUSION 2009
Y2 - 6 July 2009 through 9 July 2009
ER -