The dynamics of picophytoplankton communities in marine environment is studied by a stochastic reaction-diffusion-taxis model. The model, valid for weakly mixed waters, is used to obtain the stationary spatial distributions, along a water column, of two groups of picophytoplankton, i.e. picoeukaryotes and Prochlorococcus, which accounts about for 60% of total chlorophyll a on average in Mediterranean Sea. The model is based on three stochastic differential equations, which describe the dynamics of diffusion of the picophytoplankton biomass and nutrient concentrations, in the presence of environmental noise and intraspecific competition for light and nutrient. Specifically, the random fluctuations of the environmental variables are considered by inserting terms of multiplicative white Gaussian noise into the differential equations. The spatiotemporal dynamics of the picophytoplankton biomass and nutrient concentrations along the water column is obtained by numerically solving the equations of the model. In particular, the equations are integrated over a time interval long enough to obtain the steady spatial distributions of the biomass concentrations, expressed in cell/m3, of picoeukaryotes and Prochlorococcus. The total biomass concentration is converted into chlorophyll a concentration and compared with experimental data collected in two different sites of the Sicily Channel (southern Mediterranean Sea). The comparison indicates that real chlorophyll a distributions are better reproduced, respect to the deterministic case, by theoretical profiles obtained in the presence of noise. In particular, position, shape and magnitude of the theoretical deep chlorophyll maximum exhibit, for suitable values of the noise intensities, an improved agreement with the experimental values, as confirmed by goodness-offit statistical tests.
Valenti, D.; Denaro, G.; La Cognata, A.; Spagnolo, B.; Bonanno, A.; Basilone, G.; Mazzola, S.; Zgozi, S.; Aronica, S. (26-29 AGOSTO 2013).A stochastic reaction-diffusion-taxis model for picophytoplankton dynamics: analysis and comparison with experimental data.
A stochastic reaction-diffusion-taxis model for picophytoplankton dynamics: analysis and comparison with experimental data
Davide ValentiPrimo
;Giovanni Denaro
Secondo
;Angelo La Cognata;Bernardo Spagnolo;
Abstract
The dynamics of picophytoplankton communities in marine environment is studied by a stochastic reaction-diffusion-taxis model. The model, valid for weakly mixed waters, is used to obtain the stationary spatial distributions, along a water column, of two groups of picophytoplankton, i.e. picoeukaryotes and Prochlorococcus, which accounts about for 60% of total chlorophyll a on average in Mediterranean Sea. The model is based on three stochastic differential equations, which describe the dynamics of diffusion of the picophytoplankton biomass and nutrient concentrations, in the presence of environmental noise and intraspecific competition for light and nutrient. Specifically, the random fluctuations of the environmental variables are considered by inserting terms of multiplicative white Gaussian noise into the differential equations. The spatiotemporal dynamics of the picophytoplankton biomass and nutrient concentrations along the water column is obtained by numerically solving the equations of the model. In particular, the equations are integrated over a time interval long enough to obtain the steady spatial distributions of the biomass concentrations, expressed in cell/m3, of picoeukaryotes and Prochlorococcus. The total biomass concentration is converted into chlorophyll a concentration and compared with experimental data collected in two different sites of the Sicily Channel (southern Mediterranean Sea). The comparison indicates that real chlorophyll a distributions are better reproduced, respect to the deterministic case, by theoretical profiles obtained in the presence of noise. In particular, position, shape and magnitude of the theoretical deep chlorophyll maximum exhibit, for suitable values of the noise intensities, an improved agreement with the experimental values, as confirmed by goodness-offit statistical tests.| File | Dimensione | Formato | |
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