Exponential Growth and Differential Equation

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SUMMARY

The discussion centers on modeling the deer population in a park using exponential growth and differential equations. Initially, the deer population is modeled as P(t) = 500e^(0.0476550899021624t), with a calculated growth rate of b ≈ 0.0477. After 2005, the management decides to cull 20 deer annually, leading to the formulation of a differential equation that incorporates both natural growth and culling. The participants aim to derive the governing differential equations for the population dynamics post-2005 and post-2010, emphasizing the need for a growth rate proportional to the current population.

PREREQUISITES
  • Understanding of exponential functions and their applications in population modeling.
  • Familiarity with differential equations and initial value problems (IVPs).
  • Knowledge of the concept of proportionality in mathematical modeling.
  • Basic skills in calculus, particularly in solving ordinary differential equations (ODEs).
NEXT STEPS
  • Learn how to derive and solve ordinary differential equations (ODEs) in population dynamics.
  • Study the concept of continuous versus discrete models in ecological contexts.
  • Explore the implications of culling strategies on wildlife population management.
  • Investigate the use of numerical methods for solving differential equations in real-world scenarios.
USEFUL FOR

Ecologists, wildlife managers, mathematicians, and students studying population dynamics and differential equations will benefit from this discussion.

hongyuan94
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a) On January 1 2000, the park estimated that they had 500 deer on their land. Two years later, they estimated that there were 550 deer on the land. Assume that the number of deer was changing exponentially, i.e. P(t)=ae^bt where P is the number of deer at year t, and a and b are parameters.Find the values of a and b.

b) On January 1, 2005, the park management determined that the deer population is growing too quickly. So they decided to cull 20 deer from the herd every year thereafter (starting from January 1, 2006). Assume that the growth rate of the deer population is the same as in (a). Determine the differential equation that governs this situation, and solve it. Assume t=0 for the year 2005.

c) On January 1, 2010, the park management felt that the deer population is still rampant. They decided to remove deer so that the instantaneous rate of decrease is 10% of the deer population. Determine the differential equation that governs this situation, and solve it. Assume t=0 for the year 2010.

Need help with b and c, only able to do part (a), I got a = 500, b = 0.4476
 
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For part a), we are told that:

$$P(t)=ae^{bt}$$

where $$P(0)=500$$ and $$P(2)=550$$

Hence:

$$ae^{b\cdot0}=a=500$$

And so:

$$500e^{b\cdot2}=550\implies e^{2b}=\frac{11}{10}\implies b=\frac{1}{2}\ln\left(\frac{11}{10}\right)\approx0.0476550899021624$$

So, you may now express the solution as:

$$P(t)=500\left(\frac{11}{10}\right)^{\frac{t}{2}}$$

Now, for part b) we are going to need to construct the appropriate IVP, which consists of an ODE and an initial value, which will be the population of the deer at the beginning of 2005. Can you state the ODE governing the deer population given the growth rate and culling that will be taking place once a year?
 
MarkFL said:
For part a), we are told that:

$$P(t)=ae^{bt}$$

where $$P(0)=500$$ and $$P(2)=550$$

Hence:

$$ae^{b\cdot0}=a=500$$

And so:

$$500e^{b\cdot2}=550\implies e^{2b}=\frac{11}{10}\implies b=\frac{1}{2}\ln\left(\frac{11}{10}\right)\approx0.0476550899021624$$

So, you may now express the solution as:

$$P(t)=500\left(\frac{11}{10}\right)^{\frac{t}{2}}$$

Now, for part b) we are going to need to construct the appropriate IVP, which consists of an ODE and an initial value, which will be the population of the deer at the beginning of 2005. Can you state the ODE governing the deer population given the growth rate and culling that will be taking place once a year?

Part (b) we use the formula from (a) $$P(t)=500\left(\frac{11}{10}\right)^{\frac{t}{2}}$$, for year 2005 t=0, so P(0) = 500, next is year 2006 where 20 deer are culled every year, so we use the term -20t then substitute in the formula we have P(1) = 500 e^-20
 
No, $P(t)$ governs the population from 2000-2005, so on January 1, 2005 the population is $$P(5)=500\left(\frac{11}{10}\right)^{\frac{5}{2}}$$.

Let's call $C(t)$ the population once culling begins. We must also assume that culling is continuous rather than discrete as actually given (otherwise we will have a difference equation rather than a differential equation).

So, we know $C(0)=P(5)$ is our initial value. Now you need to construct the ODE, of the form:

$$\d{C}{t}=f(t)$$

Now $f$ will have two terms, one that represent the natural growth and one that represents the culling. The growth rate is proportional to $C$ while the culling rate is a constant and must be negative since deer are being taken from the population.

Can you express the ODE?
 
MarkFL said:
No, $P(t)$ governs the population from 2000-2005, so on January 1, 2005 the population is $$P(5)=500\left(\frac{11}{10}\right)^{\frac{5}{2}}$$.

Let's call $C(t)$ the population once culling begins. We must also assume that culling is continuous rather than discrete as actually given (otherwise we will have a difference equation rather than a differential equation).

So, we know $C(0)=P(5)$ is our initial value. Now you need to construct the ODE, of the form:

$$\d{C}{t}=f(t)$$

Now $f$ will have two terms, one that represent the natural growth and one that represents the culling. The growth rate is proportional to $C$ while the culling rate is a constant and must be negative since deer are being taken from the population.

Can you express the ODE?

take from part (a) b is the growth rate, so dC/dt = bt-20 ?
 
hongyuan94 said:
take from part (a) b is the growth rate, so dC/dt = bt-20 ?

No, your first term is not proportional to $C$...:)
 
MarkFL said:
No, your first term is not proportional to $C$...:)
sorry, I can't really understand it. What means proportional to C here? I thought that b is the growth rate so b multiply with t would be the growth then minus 20 would be the after-culling growth rate.
 
hongyuan94 said:
sorry, I can't really understand it. What means proportional to C here? I thought that b is the growth rate so b multiply with t would be the growth then minus 20 would be the after-culling growth rate.

You have a linear growth rate, but we need a growth rate that is in part proportional to the population itself and minus the cull rate.
 

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