Calculus (3rd Edition)

Published by W. H. Freeman
ISBN 10: 1464125260
ISBN 13: 978-1-46412-526-3

Chapter 15 - Differentiation in Several Variables - 15.8 Lagrange Multipliers: Optimizing with a Constraint - Exercises - Page 832: 25

Answer

The maximum value of $f$ subject to the line $x+y=1$ is $\frac{{{a^a}{b^b}}}{{{{\left( {a + b} \right)}^{a + b}}}}$.

Work Step by Step

We are given $f\left( {x,y} \right) = {x^a}{y^b}$ for $x \ge 0$, $y \ge 0$, where $a,b > 0$ are constants. Our task is to find the maximum value of $f$ subject to the constraint $g\left( {x,y} \right) = x + y - 1 = 0$. Step 1. Write out the Lagrange equations Using Theorem 1, the Lagrange condition $\nabla f = \lambda \nabla g$ yields $\left( {a{x^{a - 1}}{y^b},b{x^a}{y^{b - 1}}} \right) = \lambda \left( {1,1} \right)$ So, the Lagrange equations are (1) ${\ \ \ \ }$ $a{x^{a - 1}}{y^b} = \lambda $, ${\ \ \ }$ $b{x^a}{y^{b - 1}} = \lambda $ Step 2. Solve for $\lambda$ in terms of $x$ and $y$ We have $x \ge 0$, $y \ge 0$. Since $\left( {0,0} \right)$ does not satisfy the constraint, we have the following cases: Case 1. $x=0$, $y \ne 0$ Substituting $x=0$ in the constraint gives $y=1$. So, the critical point is $\left( {0,1} \right)$. Case 2. $x \ne 0$, $y=0$ Substituting $y=0$ in the constraint gives $x=1$. So, the critical point is $\left( {1,0} \right)$. Case 3. $x \ne 0$, $y \ne 0$ In this case, equation (1) implies that $\lambda \ne 0$. So, $\lambda = a{x^{a - 1}}{y^b} = b{x^a}{y^{b - 1}}$ $\frac{{{y^b}}}{{{y^{b - 1}}}} = \frac{b}{a}\frac{{{x^a}}}{{{x^{a - 1}}}}$ $y = \frac{b}{a}x$ Step 3. Solve for $x$ and $y$ using the constraint In Step 2, we obtain $y = \frac{b}{a}x$. Substituting it in the constraint gives $x + \frac{b}{a}x - 1 = 0$ $x\left( {\frac{{a + b}}{a}} \right) = 1$ So, $x = \frac{a}{{a + b}}$. Using $y = \frac{b}{a}x$, we obtain $y = \frac{b}{{a + b}}$. So, the critical point is $\left( {\frac{a}{{a + b}},\frac{b}{{a + b}}} \right)$. Step 4. Calculate the critical values We evaluate the extreme values at the critical points and list them in the following table: $\begin{array}{*{20}{c}} {{\rm{Critical{\ }point}}}&{f\left( {x,y} \right)}\\ {\left( {0,1} \right)}&0\\ {\left( {1,0} \right)}&0\\ {\left( {\frac{a}{{a + b}},\frac{b}{{a + b}}} \right)}&{\frac{{{a^a}{b^b}}}{{{{\left( {a + b} \right)}^{a + b}}}}} \end{array}$ From the results in this table, and since $a,b > 0$, we conclude that the minimum of $f$ is $0$ and the maximum value of $f$ subject to the line $x+y=1$ is $\frac{{{a^a}{b^b}}}{{{{\left( {a + b} \right)}^{a + b}}}}$.
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