/*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} Problem 48 Learning Curves The American Cou... [FREE SOLUTION] | 91Ó°ÊÓ

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Learning Curves The American Court Reporter Institute finds that the average student taking elementary machine shorthand will progress at a rate given by $$ \frac{d Q}{d t}=k(80-Q) $$ in a 20 -week course, where \(k\) is a positive constant and \(Q(t)\) measures the number of words of dictation a student can take per minute after \(t\) weeks in the course. If the average student can take 50 words of dictation per minute after 10 weeks in the course, how many words per minute can the average student take after completing the course?

Short Answer

Expert verified
After completing the 20-week course, the average student can take approximately 62.98 words of dictation per minute.

Step by step solution

01

Differential Equation

We are given the following differential equation: \(\frac{dQ}{dt} = k(80 - Q)\) Our goal is to find the function Q(t) that describes the number of words of dictation a student can take per minute after t weeks. To do this, we need to solve this differential equation.
02

Solve the Differential Equation

To solve this first-order linear differential equation, we separate the variables and integrate on both sides: \(\frac{dQ}{(80 - Q)} = k\, dt\) Now, integrate both sides: \(\int \frac{dQ}{(80 - Q)} = \int k\, dt\) Using the substitution \(u = 80 - Q\) and \(du = -dQ\), we have: \(\int \frac{-du}{u} = \int k\, dt\) \(-\ln|u| = kt + C\) Now, we substitute back \(u = 80 - Q\): \(-\ln|80 - Q| = kt + C\)
03

Find the constant k

We know that after 10 weeks (t=10), the average student can take 50 words of dictation per minute (Q=50). We will use these initial conditions to find the value of k: \(-\ln|80 - 50| = k(10) + C\) \(-\ln(30) = 10k + C\) Now, let's find the value of C using the initial condition: \(Q(0) = 0\) \(-\ln(80) = C\) Now we substitute the value of C back to our equation for k: \(-\ln(30) = 10k - \ln(80)\) Now solve for k: \(k = \frac{-\ln(30)+ \ln(80)}{10}\) k is a constant value.
04

Find Q(20) after 20 weeks

Now we will find the value of Q after completing 20 weeks (t=20) course. Substitute t and the values of k and C into the equation: \[-\ln|80 - Q(20)| = \left(\frac{-\ln(30)+ \ln(80)}{10}\right)(20) - \ln(80)\] Now simplify, and solve the equation for Q(20): \(Q(20) = 80 - 30\cdot e^{(-(20/10)(-\ln(30)+\ln(80)))}\) Now we can find the approximate value of Q(20): \(Q(20) \approx 62.98\) So, after completing the course, the average student can take about 62.98 words per minute.

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Key Concepts

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

Separation of Variables
When facing a differential equation, one often-used technique to find the solution is the separation of variables. This approach is particularly useful when dealing with first-order equations, where the rate of change of a function is proportional to the function itself, often with some modifying factor.

In the case of the learning curve problem presented, we apply this technique to the equation \(\frac{dQ}{dt} = k(80 - Q)\). The separation step essentially means rearranging the equation to isolate the differentials on each side: \(\frac{dQ}{80 - Q} = k dt\).

Once separated, the integration process on both sides can be performed independently. On the left side, a substitution (e.g., \(u = 80 - Q\)) simplifies the integral to a basic logarithmic form, which is easy to integrate. On the right side, the integral of a constant times \(dt\) is just the constant times \(t\). After integrating and applying initial conditions, we solve for the constants and consequently for \(Q(t)\), the function we seek.
First-order Linear Differential Equation
The differential equation in our problem is a prime example of a first-order linear differential equation. This type of equation has the general form \(\frac{dy}{dx} + P(x)y = Q(x)\), where \(P(x)\) and \(Q(x)\) are functions of \(x\), and \(y\) is the dependent variable. These equations are 'first-order' because they involve the first derivative of the function and 'linear' because the function \(y\) and its derivative are to the first power.

In the solved problem, after separation of variables and integration, we get to express \(Q(t)\) explicitly as a function of time. By determining \(Q(t)\), we are essentially predicting the student’s ability to transcribe words per minute at any given time \(t\) during the learning process. This equation serves as a valuable model in educational settings, since it guides instructors how a student's skills progress over time.
Integrating Factor
While the integrating factor method wasn't directly used in solving this problem, it's a powerful tool for solving first-order linear differential equations when separation of variables doesn't easily apply. An integrating factor is a function, often denoted by \(\mu(x)\), which, when multiplied by the original differential equation, allows the left-hand side to be written as the exact derivative of a product of functions.

The standard approach in finding the integrating factor \(\mu(x)\) involves an exponentiation of the integral of \(P(x)\): \(\mu(x) = e^{\int P(x) dx}\). Once found, \(\mu(x)\) simplifies the equation, making it possible to integrate and solve for the unknown function \(y\). Although not employed here, understanding this method is crucial, as it enhances the problem-solving arsenal of a student working with a variety of first-order differential equations.

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