Linearization

David Brown
6 min read
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Study Guide Overview
This study guide covers approximating function values using local linearity and tangent lines. It explains how to find the equation of a tangent line and use it for approximation. The guide also discusses how a function's concavity determines whether the approximation is an overestimate or underestimate, and provides worked examples and practice questions. Key terms include local linearity, tangent, concavity, overestimate, and underestimate.
#Local Linearity of a Function
#Table of Contents
- What Does Local Linearity Mean?
- Using a Tangent to Approximate a Function
- Overestimate or Underestimate?
- Worked Example
- Practice Questions
- Glossary
- Summary and Key Takeaways
#What Does Local Linearity Mean?
If you 'zoom in' far enough on the graph of a function at a point, a curve can look more like a straight line. This means the tangent to a graph of a function at a point can act as an approximation for the function at that point. This linear approximation of a function is only appropriate very close to the point, hence the term "local linearity."
#Using a Tangent to Approximate a Function
#Equation of the Tangent
The equation of the tangent to at is given by:
or
Provided that is differentiable at .
Due to the local linearity of a function, this can be a linear approximation for at points close to .
#Approximated Values vs Real Values
Tangent | Curve | |
---|---|---|
2.3 | 5.4 | 5.967 |
2.2 | 4.6 | 4.848 |
2.1 | 3.8 | 3.861 |
2.01 | 3.08 | 3.0806 |
2 | 3 | 3 |
1.99 | 2.92 | 2.9205 |
1.9 | 2.2 | 2.259 |
1.8 | 1.4 | 1.632 |
1.7 | 0.6 | 1.113 |
Using a tangent to approximate a curve within a small interval can simplify calculations or computational processes, although this comes with a trade-off in accuracy.
#Overestimate or Underestimate?
The values of the function approximated by the tangent will either be an overestimate or underestimate of the real value. This depends on the concavity of the function at the point where the tangent intersects the curve.
If the graph of the function is concave up at the point where the tangent intersects it, the tangent will give an underestimate. If the graph of the function is concave down at the point where the tangent intersects it, the tangent will give an overestimate.
#Worked Example
#(a) Find an approximation to the value of using a linear approximation of .
Answer: We can use a linear approximation by finding a tangent to the graph of at a point we know the coordinates of, and which is close to .
Use the point (64, 8) as this is close to 65 and has integer coordinates to make working easier.
Tangent to at (64, 8):
For the equation of the tangent, use the form :
Find :
Find the equation of the tangent:
Use the tangent to estimate the value of by substituting :
An approximation of is 8.0625. ### (b) Without calculating the real value of , explain whether your approximation will be an overestimate or underestimate.
Answer: Consider the concavity of to decide if the tangent at will be an over- or underestimate.
Since is always positive, the second derivative is always negative, so the graph of is always concave down. Therefore, the approximation using a tangent will be an overestimate.
You can also see this when sketching a graph of and the tangent at (64, 8). The tangent is always above the curve, so it will be an overestimate.
#Practice Questions
Practice Question
1. Find the linear approximation of at and use it to estimate .
Practice Question
2. Determine if the linear approximation of at will be an overestimate or underestimate for .
Practice Question
3. Use the tangent line approximation to find an estimate for using at .
#Glossary
- Local Linearity: The property of a function whereby its graph looks like a straight line when zoomed in sufficiently close to a point.
- Tangent: A straight line that touches a curve at a single point without crossing it.
- Concavity: The attribute of a curve that describes whether it bends upwards or downwards.
- Overestimate: An approximation that is higher than the actual value.
- Underestimate: An approximation that is lower than the actual value.
#Summary and Key Takeaways
- Local Linearity: Functions appear linear when zoomed in sufficiently close to a point.
- Tangent Lines: Used as linear approximations for functions at a point.
- Accuracy: The closer to the point of tangency, the more accurate the approximation.
- Concavity and Estimates: Determines whether the linear approximation is an overestimate or underestimate.
When using tangent lines for approximation in exams, always consider the concavity of the function at the point of tangency to determine if your result is an overestimate or underestimate.
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