Math Problem Statement
- If a = [3, -2, -3] and b = [r, s, t] such that r2 + s2 + t2 = 88, find the maximum value of a . b.
Solution
To find the maximum value of the dot product given and with the constraint , we can use the Cauchy-Schwarz inequality.
Cauchy-Schwarz Inequality
The Cauchy-Schwarz inequality states that for any two vectors and :
Where denotes the magnitude (or norm) of vector .
Applying the Inequality
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Calculate the magnitude of :
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Calculate the magnitude of :
According to the Cauchy-Schwarz inequality:
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Substitute the magnitudes into the inequality:
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Simplify the expression:
The maximum value of occurs when and are in the same direction. This means:
For some scalar , such that:
Given:
Thus:
And:
For the maximum value, we take the positive value of : [ \mathbf{b} = 2[3, -2, -3] = [6, -4, -6] ]
Then: [ \mathbf{a} \cdot \mathbf{b} = [3, -2, -3] \cdot [6, -4, -6] ]
Therefore, the maximum value of is .
Would you like any further details or have any questions?
Here are some questions you might be interested in:
- How do you determine the angle between two vectors?
- What are orthogonal vectors, and how do you identify them?
- How can you project one vector onto another?
- What is the geometric interpretation of the cross product?
- How do you find the area of a parallelogram using vectors?
Tip: When maximizing or minimizing dot products subject to constraints, the Cauchy-Schwarz inequality is a powerful tool to use.
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Math Problem Analysis
Mathematical Concepts
Vectors
Dot Product
Cauchy-Schwarz Inequality
Formulas
Dot product formula
Cauchy-Schwarz inequality
Theorems
Cauchy-Schwarz inequality
Suitable Grade Level
Advanced High School
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