Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk...

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Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department of Mathematics & Statistics, York University (So-joint work with D. Liang, J.Wu and F. Zang) Dynamics Day at Wilfrid Dynamics Day at Wilfrid Laurier University-April Laurier University-April
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Transcript of Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk...

Page 1: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Modeling and Analysis of Stochastic Model for a Marine

Bacteria Populations

Anatoliy Swishchuk

Laboratory for Industrial & Applied Mathematics,

Department of Mathematics & Statistics, York University

(So-joint work with D. Liang, J.Wu and F. Zang)

Dynamics Day at Wilfrid Laurier Dynamics Day at Wilfrid Laurier University-April 7, 2004University-April 7, 2004

Page 2: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Outline

• General Results on Stability for NSDE near Equilibrium Points

• Asymptotical Mean Stability

• Asymptotical Mean-Square Stability

• Exponential Mean-Square Stability

• Applications for Epidemic Model

• Equilibrium Points• E_0=(0,0,0)• E_f=(1,0,0)• E_+=(s*,I*,v*)

Page 3: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Stochastic Stability (chart)

A sym pto tica lM ea n-Sq ua re

S tab i li ty.

A sym pto tica lS tab i li ty

inM ean

A sym pto tica lM eanS tab i li ty

.

E xpo ne ntia lm ea n-sq ua re

s tab ili ty.

Page 4: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Stochastic Stability (definitions)

Exponential Mean-Square Stability

Asymptotical Mean-Square Stability

Asymptotical Stability in Mean

Asymptotical Mean Stability

Connection

Page 5: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Stochastic Epidemics Model of Bacteriophages in the Marine Bacteria Populations

(non-linear system of stochastic differential equations)

Page 6: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Equilibrium Points of Deterministic Model

Deterministic Model

Equilibrium Points

Page 7: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Equilibrium Point of Stochastic Model

Page 8: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Problems with the Non-linear Stochastic Model

(we need a new approach)

Page 9: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

First Order Approximated and Extended Vector Non-linear Stochastic Differential

Equation (Mean Value)

Vector Non-linear Stochastic Differential Equation

First Order Approximated NLSDE

Extended NLSDE

Page 10: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Asymptotical Mean Stability for Vector NLSDE near Equilibrium

Point

Page 11: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Asymptotical Mean Stability of Epidemic Model Near E_0=(0,0,0).

Page 12: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Asymptotical Mean Stability of Epidemic Model Near E_f=(1,0,0)

Page 13: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Asymptotical Mean Stability of Epidemic Model near E_+=(s*, i*,v*)

Page 14: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Asymptotical Mean-Square StabilityNon-linear Vector Stochastic Differential Equation

Page 15: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Main Results on Asymptotical Mean-Square Stability for Vector SDE

Page 16: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Asymptotical Mean-Square Stability for Epidemic Model

Equilibrium Point E_0=(0,0,0)

Page 17: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Equilibrium Point E_f=(1,0,0)

Page 18: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Equilibrium Point E_+=(s*,i*v*)

Page 19: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Exponential Mean-Square Stability for Vector NSDE

Vector NSDE

First-Order Approximated Vector SDE

Extended Vector NSDE

Page 20: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Main Results on Exponential Mean-Square Stability of NSDE

Page 21: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Continuation of Main Results on Exponential Mean-Square Stability I

Page 22: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Continuation of Main Results on Mean-Square Stability II

Page 23: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Conclusions:

-We have exponential, asymptotical mean-square and mean stability for Vector NSDE

-We applied it to study of epidemic model of Marine Bacteria Population (system of 3 NSDE)

-We can apply our theory to the study of stochastic SARS ModelsWhich include more than 3 equations (8 or 10, for example)

Page 24: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Deterministic SARS Model I

Page 25: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Stochastic SARS Model I(transmission coefficients are

stochastic)

Page 26: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Stochastic SARS Model II(additive or multiplicative noise)

Page 27: Modeling and Analysis of Stochastic Model for a Marine Bacteria Populations Anatoliy Swishchuk Laboratory for Industrial & Applied Mathematics, Department.

Future Work on Stochastic SARS Models I and II

• Stochastic SARS Model I• Averaging, merging,

diffusion approximation, normal approximation, stochastic stability, using the results from the recent book by J. Wu and A. Swishchuk “Evolution of Biological Systems in Random Media: Limit Theorems and Stability”, Kluwer AP, 2003.

• Stochastic SARS Model II

• Stochastic stability (mean, mean square, exponential, etc.) using the results from this talk and the working paper by D.Liang, J. Wu, F. Zang and A. Swishchuk “Modeling and Analysis of a Marine Bacteria Population” (2004).