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EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University [email protected]

EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University [email protected]

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Page 1: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS

By

Abdul-Aziz Yakubu

Howard University

[email protected]

Page 2: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Epidemics In Strongly Fluctuating Populations: Constant Environments

Barrera et al. MTBI Cornell University Technical Report (1999). Valezquez et al. MTBI Cornell University Technical Report (1999). Arreola, R. MTBI Cornell University Technical Report (2000). Gonzalez, P. A. MTBI Cornell University Technical Report (2000). Castillo-Chavez and Yakubu, Contemporary Mathematics, Vol 284 (2001). Castillo-Chavez and Yakubu, Math. Biosciences, Vol 173 (2001). Castillo-Chavez and Yakubu, Non Linear Anal TMA, Vol 47 (2001). Castillo-Chavez and Yakubu, IMA (2002). Yakubu and Castillo-Chavez J. Theo. Biol. (2002). K. Rios-Soto, Castillo-Chavez, E. Titi, &A. Yakubu, AMS (In press). Abdul-Aziz Yakubu, JDEA (In press).

Page 3: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Epidemics In Strongly Fluctuating Populations: Periodic Environments

Franke & Yakubu : JDEA (2005) Franke & Yakubu : SIAM Journal of

Applied Mathematics (2006) Franke & Yakubu : Bulletin of

Mathematical Biology ( In press) Franke & Yakubu : Mathematical

Biosciences (In press)

Page 4: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Epidemics In Strongly Fluctuating Populations: Almost Periodic Environments

T. Diagana, S. Elaydi and Yakubu (Preprint)

Page 5: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Demographic Equation

Page 6: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Examples Of Demography In Constant Environments

Page 7: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Asymptotically Bounded Growth Demographic Equation (1) with constant rate Λ and

initial condition N(0) gives rise to the following N(t+1)= N(t)+Λ, N(0)=N0

Since

N(1)= N0 +Λ,

N(2)=2 N0 +(+1) Λ,

N(3)=3 N0 +(2 ++1) Λ, ...,

N(t)=t N0 +(t-1+t-2+...++1) Λ

Page 8: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Asymptotically Bounded Growth(Constant Environment)

N(t)1,0 Since

.1 if

11

1, if )(

. t as 1

0

0

Nt

tNtN

Page 9: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Geometric Growth(constant environment)

If new recruits arrive at the positive per-capita rate pergeneration, that is, if f(N(t))=N(t) then

N(t+1)=( + )N(t).That is, N(t)= ( +)t N(0).

The demographic basic reproductive number is

Rd=/(1-)

Rd, a dimensionless quantity, gives the average number of descendants produced by a small pioneer population (N(0)) over its life-time.

• Rd>1 implies that the population invades at a geometric rate.• Rd<1 leads to extinction.

Page 10: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Density-Dependent Growth Rate

If f(N(t))=N(t)g(N(t)), then

N(t+1)=N(t)g(N(t))+ N(t).That is, N(t+1)=N(t)(g(N(t))+).

• Demographic basic reproductive number is

Rd=g(0)/(1-)

Page 11: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

The Beverton-Holt Model: Compensatory Dynamics

Page 12: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

The Beverton-Holt Model:Compensatory Dynamics

Page 13: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Beverton-Holt Model With The Allee Effect

The Allee effect, a biological phenomenon named after W. C. Allee, describes a positive relation between population density and the per capita growth rate of species.

Page 14: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Effects Of Allee Effects On Exploited Stocks

Page 15: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

The Ricker Model: Overcompensatory Dynamics

g(N)=exp(p-N)

Page 16: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

The Ricker Model: Overcompensatory Dynamics

Page 17: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Are population cycles globally stable?

In constant environments, population cycles are not globally stable (Elaydi-Yakubu, 2002).

Page 18: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Constant Recruitment In Periodic Environments

Page 19: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Constant Recruitment In Periodic Environment

Page 20: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Periodic Beverton-Holt Recruitment Function

Page 21: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Signature Functions For Classical Population Models In Periodic Environments: R. May, (1974, 1975, etc) Franke and Yakubu : Bulletin of Mathematical Biology

(In press) Franke and Yakubu: Periodically Forced Leslie Matrix

Models (Mathematical Biosciences, In press) Franke and Yakubu: Signature function for the Smith-

Slatkin Model (JDEA, In press)

Page 22: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Geometric Growth In Periodic Environment

Page 23: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu
Page 24: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

SIS Epidemic Model

Page 25: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Disease Persistence Versus Extinction

Page 26: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Asymptotically Cyclic Epidemics

Page 27: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Example

Page 28: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Example

Page 29: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Epidemics and Geometric Demographics

Page 30: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Persistence and Geometric Demographics

Page 31: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Cyclic Attractors and Geometric Demographics

Page 32: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Multiple Attractors

Page 33: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Question

• Are disease dynamics driven by demographic dynamics?

Page 34: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

S-Dynamics Versus I-Dynamics

(Constant Environment)

Page 35: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

SIS Models In

Constant Environments

In constant environments, the demographic dynamics drive both the susceptible and infective dynamics whenever the disease is not fatal.

Page 36: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Periodic Constant Demographics Generate Chaotic Disease

Dynamics

Page 37: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Periodic Beverton-Holt Demographics Generate Chaotic

Disease Dynamics

Page 38: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Periodic Geometric Demographics Generate Chaotic

Disease Dynamics

Page 39: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Conclusion

• We analyzed a periodically forced discrete-time SIS model via the epidemic threshold parameter R0

• We also investigated the relationship between pre-disease invasion population dynamics and disease dynamics• Presence of the Allee effect in total population implies its presence in the infective population.• With or without the infection of newborns, in constant environments the demographic dynamics drive the disease dynamics•Periodically forced SIS models support multiple attractors• Disease dynamics can be chaotic where demographic dynamics are non-chaotic

Page 40: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

S-E-I-S MODEL

Page 41: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Other Models

1. Malaria in Mali (Bassidy Dembele …Ph. D. Dissertation)

2. Epidemic Models With Infected Newborns (Karen Rios-Soto… Ph. D.

Dissertation)

Page 42: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Dynamical Systems Theory

Equilibrium Dynamics, Oscillatory Dynamics, Stability Concepts, etc Attractors and repellors (Chaotic attractors) Basins of Attraction Bifurcation Theory (Hopf, Period-doubling and saddle-node bifurcations) Perturbation Theory (Structural Stability)

Page 43: EPIDEMICS IN STRONGLY FLUCTUATING POPULATIONS By Abdul-Aziz Yakubu Howard University ayakubu@howard.edu

Animal Diseases

Diseases in fish populations (lobster, salmon, etc)

Malaria in mosquitoes Diseases in cows, sheep, chickens, camels,

donkeys, horses, etc.