Chapter 6: Problem 32
Without solving the difference equation, determine the asymptotic behavior of the general solution. \(x_{n+1}=0.1 x_{n}+0.95 x_{n-1}\)
Short Answer
Expert verified
The general solution grows asymptotically as \( (1.0243)^n \).
Step by step solution
01
Analyze the Recurrence Relation
The given equation is a second-order linear recurrence relation: \( x_{n+1} = 0.1 x_{n} + 0.95 x_{n-1} \). To determine its asymptotic behavior, start by analyzing its characteristic equation.
02
Form the Characteristic Equation
Form the characteristic equation by assuming a solution of the form \( x_n = r^n \). Substitute \( x_n = r^n \), \( x_{n+1} = r^{n+1} \), and \( x_{n-1} = r^{n-1} \) into the recurrence relation: \( r^{n+1} = 0.1 r^n + 0.95 r^{n-1} \). Divide both sides by \( r^{n-1} \) to get the characteristic equation: \( r^2 = 0.1 r + 0.95 \).
03
Solve the Characteristic Equation
Solve the quadratic characteristic equation \( r^2 - 0.1 r - 0.95 = 0 \). Use the quadratic formula \( r = \frac{-b \pm \sqrt{b^2 - 4ac}}{2a} \) where \( a = 1, b = -0.1, \text{ and } c = -0.95 \). This gives: \( r = \frac{0.1 \pm \sqrt{(0.1)^2 + 4(0.95)}}{2} \) \( r = \frac{0.1 \pm \sqrt{3.81}}{2} \)
04
Determine the Roots
Simplify the roots: \( r = \frac{0.1 \pm \sqrt{3.81}}{2} \). The roots are \( r_1 = 0.05 + \sqrt{0.95} \approx 0.05 + 0.9743 \approx 1.0243 \) and \( r_2 = 0.05 - \sqrt{0.95} \approx 0.05 - 0.9743 \approx -0.9243 \).
05
Analyze Asymptotic Behavior
To determine the asymptotic behavior, inspect the magnitudes of the roots. Since \( r_1 \approx 1.0243 \) and \( r_2 \approx -0.9243 \), the dominant root is \( r_1 \), which is slightly greater than 1. Hence, as \( n \) increases, the general solution will grow approximately as \( (1.0243)^n \).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
headline of the respective core concept
The given exercise deals with a second-order linear recurrence relation. A second-order linear recurrence relation is a mathematical expression where each term in a sequence is defined as a linear combination of the two preceding terms. It generally looks like this:
- \( x_{n+1} = a \, x_n + b \, x_{n-1} \)
headline of the respective core concept
The characteristic equation is a crucial step in solving second-order linear recurrence relations. It is formed by substituting the assumed solution \( x_n = r^n \) into the recurrence relation. For the given equation
Dividing through by \( r^{n-1} \) simplifies this to:
- \( x_{n+1} = 0.1 \, x_n + 0.95 \, x_{n-1} \),
Dividing through by \( r^{n-1} \) simplifies this to:
- \( r^2 = 0.1 \, r + 0.95 \)
headline of the respective core concept
The quadratic formula is used to solve the characteristic equation. The standard quadratic equation is of the form: \( ax^2 + bx + c = 0 \). Applying the quadratic formula:
- \( r = \frac{-b \pm \sqrt{b^2 - 4ac}}{2a} \, \)
- \( r = \frac{0.1 \pm \sqrt{(0.1)^2 + 4 \cdot 0.95}}{2} \)
- \( r = \frac{0.1 \pm \sqrt{3.81}}{2} \).
- \( r_1 = 1.0243 \)
\( r_2 = -0.9243 \)
headline of the respective core concept
Asymptotic analysis is the final step in understanding the long-term behavior of the recurrence relation. Asymptotic analysis examines the behavior of functions as inputs become large. In this case, as the term number \( n \) increases, the behavior of the solution is dominated by the largest root's magnitude. With roots \( r_1 \approx 1.0243 \) and \( r_2 \approx -0.9243 \), the root closest to one dominates. Because \( r_1 \approx 1.0243 \) is slightly greater than 1, the general solution will grow exponentially as \( (1.0243)^n \). Thus, we conclude that
- the sequence grows exponentially.