An epidemiologist is studying the spread of a disease, dengue fever, which is spread by mosquitoes, in town . is defined as the number of infected people (in thousands) years after the study begins. The epidemiologist predicts that the rate of increase of is proportional to the product of the number of infected people and the number of uninfected people. It is known that town has 10 thousand people of which a thousand were infected initially.
- (i)
Write down a differential equation that is satisfied by .
- (ii)
Given that the epidemiologist projects that it will take 2 years for half the town's population to be infected, solve the differential equation in (i) and express in terms of .
- (iii)
Hence, sketch a graph of against .
- (iv)
A second epidemiologist proposes an alternative model for the spread of the disease with the following differential equation:
Using the same initial condition, solve the differential equation to find an expression of in terms of .
- (v)
Find the greatest and least values of predicted by the alternative model.
- (vi)
The government of town deems the alternative model as a more realistic model for the spread of the disease as it more closely follows the observed pattern of the spread of the disease. What could be a possible factor contributing to this?
It won't just hand you the answer — it asks where you're stuck.How the checker works
Worked solution
10(i)
1. Identify the quantities involved and translate the rate of increase and proportionality into a mathematical equation.
The number of infected people is (in thousands).
The total population is (in thousands), so the number of uninfected people is .
The rate of increase of is .
Since it is proportional to the product of infected and uninfected people:
where is a constant of proportionality (with ).
where is a constant.
10(ii)
1. State the differential equation formulated in part (i) and separate the variables.
From the problem description in (i), the rate of increase of is proportional to the product of infected () and uninfected () people.
Separating the variables:
2. Integrate both sides using partial fractions.
Using partial fractions for the integrand:
Integrating both sides:
3. Apply the initial condition to find the constant of integration.
Initially, 1000 people are infected. Since is in thousands, when :
Substituting back into the equation:
Multiplying by 10 and combining the logarithms:
4. Apply the given condition at $t = 2$ to find the proportionality constant $k$.
When , half the town is infected, so :
5. Rearrange the equation to express $P$ explicitly in terms of $t$.
Substitute into the equation:
10(iii)
1. Identify the relevant equation, intercept, and asymptote from the context.
From part (ii), the solution to the differential equation is .
When , , giving the -intercept as defined by the initial population.
As , . Rewriting by dividing the numerator and denominator by :
As , , so . This indicates a horizontal asymptote at .
2. Describe the shape of the graph to be sketched.
Because models an increasing number of infected people, the curve is strictly increasing for .
It starts at , concaves upwards initially, then curves downwards (inflection) as the rate of infection slows, flattening out to approach the asymptote .
[Graph sketch requiring the following features]
- Axes labelled with (horizontal) and (vertical), sketched only for .
- Curve starts at the -intercept .
- Curve is strictly increasing in an 'S' (logistic) shape.
- A dotted horizontal line is drawn and labelled as the asymptote .
10(iv)
1. Integrate the given differential equation to find the general solution for $P$.
Recognising the form where and :
2. Use the initial conditions to find the constant of integration, $C$.
From the problem context, 1000 people were initially infected, and is the number of infected people in thousands. Therefore, when , .
3. State the specific expression for $P$.
10(v)
1. Solve the differential equation from part (iv) to find the explicit expression for $P(t)$.
Using the initial condition when :
2. Use the bounded range of the sine function to determine the greatest and least values of $P$.
For , the value of fluctuates between and .
To find the greatest value of , we must minimise the denominator:
To find the least value of , we must maximise the denominator:
Greatest value , Least value
10(vi)
1. Link the periodic nature of the alternative model to a real-world environmental factor.
The alternative model yields an expression with trigonometric functions, indicating that the number of infected people fluctuates periodically. A possible contributing factor is the seasonal variation in weather (e.g., changing seasons or rainfall), which directly affects the breeding and population of mosquitoes, thus causing the spread of the disease to rise and fall periodically over time.
The alternative model is periodic, which accounts for the seasonal variations in weather (such as rainfall) that affect the mosquito breeding cycle, leading to periodic fluctuations in the spread of dengue fever.
AI analysis — may contain mistakes.
Worked this one out on paper? Snap your steps and Gigle's AI math checker will circle the step where it went wrong.
More questions on this topic
- 1The points on a curve satisfy the equations and …
- 2In a large town, the number of people infected by a particular virus days after the virus was first discovered is …
- 3Consider the second order differential equation where and are no…
- 4A freshly brewed cup of tea, initially at a temperature of , is left out to cool in a room with a room…
- 5In a large town, the number of people infected by a particular virus days after the virus was first discovered is …