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Jan Baetens
Bio [2008]
Jan Baetens was born in 1984 and is currently living
somewhere between two of Belgium's major cities, Ghent and
Antwerp. In July 2007, he graduated with a master's in bioscience engineering,
with an emphasis on soil and water management, from Ghent University. Two
months later he started working at the
Reseach Unit
Knowledge-Based Systems, Department of Applied Mathematics,
Biometrics and Process Control at the Bioscience Engineering Faculty of
Ghent University, where he teaches first- and second-year
students analytical geometry, calculus, and differential equations.
He is also doing research in the field of mathematical soil and
water research, for which he would like to involve cellular automata.
"Beatus homo qui invenit sapientiam"
Project Title
Irregular cellular automata for soil-water flow
Project
The main goal of this NKS project is the construction of a model based
on cellular automata (CA) describing soil-water flow in the vadose
zone that may be used as an alternative for the classical models based
on partial differential equations (PDEs), e.g. the Richards equation
(Richards, 1931). As such, computational limitations of the
traditional models could be avoided (Mendicino et al., 2006). Recent
research in hydrology (e.g. Mendicino et al., 2006; Rinaldi
et al., 2007; and Parsons & Fonstad, 2007) offered promising results,
encouraging further work and making application in other soil-water
research domains attractive.
In order to obtain the project's goal, several steps must be taken and
different approaches explored. First, a framework will be set up
enabling simulation of CA across two-dimensional irregular grids,
which may be constructed through tessellation (Voronoi). Second, the
behavior of these irregular-grid CA will be compared to that of the
same CA defined over rectangular, hexagonal, and Penrose grids for
different classes of rules. Totalistic rules will be used first
because these are most easily implemented when working with irregular
CA. Third, there will be focus on simple rules leading to soil-water
flow patterns that are in agreement with the ones observed in
soils. For that purpose a distinction will be made between irregular
grids in which every cell can contain water and grids in which a
fraction of the cells are regarded as soil particles incapable of
being replaced by soil or water. Water flow through soils with
different percentages of voids will be investigated.
Besides the points mentioned above, other interesting topics that may
be covered if time permits could be the use of three-dimensional
grids, other manners of constructing the grid in which water flow is
modeled, and verifying the possibility of applying a geostatistical
approach to characterize the spatial variability within the patterns
created.
References
Mendicino, G., Senatore, A., Spezzano, G., and Straface, S.
"Three-dimensional unsaturated flow modeling using cellular
automata." Water Resources Research 4 (2006).
Parsons, J. A., and Fonstad, M. A. "A cellular automata model of
surface water flow." Hydrological Processes 21 (2007): 2189-2195.
Richards, L. A. "Capillary conduction of liquids through porous
mediums." Physics 1 (1931): 318-333.
Rinaldi, P. R., Dalponte, D. D., Venere, M. J., and Clausse, A.
"Cellular automata for simulations of surface flows in large plains."
Simulation Modelling Practice and Theory 15 (2007): 315-327.
Favorite Radius 3/2 Rule Rule chosen: 50679
My favorite k=2, r=3/2 cellular automaton is rule number 50679 because
it produces several 3D-like structures during its evolution.
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