Question Statement
A company models the profit P(x) in thousands of dollars from producing x units of a product with the following nonlinear profit function:
P(x)=x3−4x2−7x+10
The company wants to determine the production level x where the profit is zero (P(x)=0). Use the Bisection Method to approximate the root within the interval [−1,1.5].
Background and Explanation
The Bisection Method is a root-finding algorithm that works by repeatedly dividing an interval in half and selecting the subinterval where the function changes sign. It requires a continuous function and an initial interval [a,b] where f(a) and f(b) have opposite signs, guaranteeing at least one root exists in the interval by the Intermediate Value Theorem.
Solution
First, we verify that a root exists within [−1,1.5] by evaluating the function at the endpoints:
P(−1)=(−1)3−4(−1)2−7(−1)+10=−1−4+7+10=12>0
P(1.5)=(1.5)3−4(1.5)2−7(1.5)+10=3.375−9−10.5+10=−6.125<0
Since P(−1)>0 and P(1.5)<0, and P(x) is continuous (as a polynomial), there must be at least one root in the interval [−1,1.5].
Bisect the initial interval [−1,1.5] to find the first midpoint:
x1=2−1+1.5=0.25
Evaluate the function at this point:
f(x1)=f(0.25)=(0.25)3−4(0.25)2−7(0.25)+10=8.0156>0
Since f(0.25)>0 (same sign as f(−1)) and f(1.5)<0, the root must lie in the subinterval [0.25,1.5].
Bisect the updated interval [0.25,1.5]:
x2=20.25+1.5=0.875
Evaluate the function:
f(x2)=f(0.875)=(0.875)3−4(0.875)2−7(0.875)+10=1.4824>0
Since f(0.875)>0 and f(1.5)<0, the root lies in the updated interval [0.875,1.5].
Bisect the interval [0.875,1.5]:
x3=20.875+1.5=1.1875
Evaluate the function:
f(x3)=f(1.1875)=(1.1875)3−4(1.1875)2−7(1.1875)+10=−2.278<0
Since f(0.875)>0 and f(1.1875)<0, the root lies in the subinterval [0.875,1.1875].
Bisect the interval [0.875,1.1875]:
x4=20.875+1.1875=1.03125
Therefore, after four iterations, the approximated root is:
x≈1.03125
- Bisection Method Formula: xn=2an−1+bn−1 where [an−1,bn−1] is the current interval containing the root
- Intermediate Value Theorem: If a continuous function f has f(a) and f(b) with opposite signs on [a,b], then there exists at least one root c∈(a,b) where f(c)=0
- Interval Selection Rule: After calculating the midpoint xn, compare the sign of f(xn) with the signs of the endpoints to determine which half contains the root
Summary of Steps
- Verify conditions: Check that f(a) and f(b) have opposite signs on the initial interval [a,b]
- Calculate midpoint: Compute xn=2a+b
- Evaluate function: Calculate f(xn) and determine its sign
- Update interval:
- If f(xn) has the same sign as f(a), set the new interval to [xn,b]
- If f(xn) has the same sign as f(b), set the new interval to [a,xn]
- Repeat: Continue bisecting until the desired precision is achieved or the maximum number of iterations is reached