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SOCIAL SCIENCE: Diffusion of Information by Mass Media The number of people in a town of 50,000 who have heard an important news bulletin within \(t\) hours of its first broadcast is \(N(t)=50,000\left(1-e^{-0.4 t}\right) .\) Find the rate of change of the number of informed people: a. at time \(t=0\). b. after 8 hours.

Short Answer

Expert verified
a. 20,000 people per hour b. 816 people per hour

Step by step solution

01

Understanding the Problem

We need to find the rate of change of the number of informed people with respect to time, which means we need to differentiate the function \( N(t) = 50,000(1 - e^{-0.4t}) \) with respect to time \( t \). This derivative will give us the rate of change.
02

Differentiate the Function

Differentiate \( N(t) = 50,000(1 - e^{-0.4t}) \) to find \( \frac{dN}{dt} \). Using the chain rule, the derivative of \( 1 - e^{-0.4t} \) is \( 0.4e^{-0.4t} \), so the derivative of \( N(t) \) is \( 50,000 \times 0.4 \times e^{-0.4t} = 20,000e^{-0.4t} \). Hence, \( \frac{dN}{dt} = 20,000e^{-0.4t} \).
03

Calculate Rate at t=0

Substitute \( t = 0 \) into \( \frac{dN}{dt} = 20,000e^{-0.4t} \). We get \( \frac{dN}{dt} = 20,000e^{0} = 20,000 \) people per hour. This is the rate of change of the number of informed people at \( t = 0 \).
04

Calculate Rate at t=8

Substitute \( t = 8 \) into \( \frac{dN}{dt} = 20,000e^{-0.4t} \). We get \( \frac{dN}{dt} = 20,000e^{-0.4 \times 8} = 20,000e^{-3.2} \). Use a calculator to find \( e^{-3.2} \approx 0.0408 \), so \( \frac{dN}{dt} \approx 20,000 \times 0.0408 = 816 \) people per hour. This is the rate of change of the number of informed people after 8 hours.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Rate of Change
The rate of change in mathematics refers to how a quantity increases or decreases over time. It is a measure of how something evolves, and in calculus, it's often represented by the derivative of a function. For example, if we consider the news bulletin being broadcasted in the town, the rate of change tells us how fast the number of informed people is increasing at any given time. To calculate the rate of change of the number of informed people, we differentiate the function that represents the number of informed people over time. This function in our case is given by the exponential function, which involves the time variable, thus making the differentiation essential to find this rate.
  • This change helps in understanding real-world scenarios, like how fast information spreads.
  • A higher rate means a faster spread of information.
The quick calculation of how fast a certain number is changing allows us to make estimations and predictions based on that rate.
Differentiation
Differentiation is a key tool in calculus that allows us to find the rate of change of a function. When we differentiate a function, we are calculating its derivative. The derivative represents how steep the function is at any given point, which directly relates to the rate at which the function's output changes relative to changes in its input.In the context of the original problem, differentiation helps us find out how quickly the number of people who hear the news is changing. We started with the function:\[ N(t) = 50,000(1 - e^{-0.4t}) \]To find the derivative \( \frac{dN}{dt} \), we applied the chain rule, which is necessary whenever dealing with compositions of functions. This rule effectively breaks down the differentiation process into manageable steps, allowing us to find that:\[ \frac{dN}{dt} = 20,000e^{-0.4t} \]This result shows how the exponential component affects the rate of change, allowing us to understand both instantaneous and cumulative effects on the system.
Exponential Functions
Exponential functions are mathematical functions of the form \( f(t) = a \cdot e^{kt} \), where \( e \) is the base of the natural logarithm, and \( a \) and \( k \) are constants. These functions are commonly used to model situations involving growth or decay, such as population growth, radioactive decay, and, as in our exercise, the spread of information.In the problem, the exponential function \( N(t) = 50,000(1 - e^{-0.4t}) \) models how information spreads in a population over time. Here's how it works:
  • The part \( 50,000(1 - e^{-0.4t}) \) tells us that initially, no one has heard the news, but as time progresses, the number of people who have heard it approaches 50,000.
  • The expression \( e^{-0.4t} \) describes the exponential decay, meaning the speed of information spread slows as more people become aware.
Exponential functions, in this way, help visualize and predict how quickly an event can affect a population. In diffusion of information, it is useful to have an idea about how long it might take for the majority of the target group to be informed.

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