Math Problem Statement
Given q_{0} = 1 q_{1} = x q_{2} = x ^ 2 - 1/3 where {q_{i}} is the set of orthogonal monomials in the interval [-1,1] with respect to the standard square norm of the differentiable func- tions. Compute q 3. and then express x ^ 3 as a linear combination of q_{0} to q_{3}
Solution
The problem involves finding the next orthogonal polynomial given the first three orthogonal polynomials , , and . We will use the Gram-Schmidt process to ensure the orthogonality of the polynomials over the interval with respect to the standard square norm:
Step 1: Find
We assume is a linear combination of monomials up to because the degree of should be 3. Hence, let:
To ensure orthogonality, must satisfy:
Orthogonality with :
[ = \left[ \frac{x^4}{4} \right]{-1}^{1} + A \left[ \frac{x^3}{3} \right]{-1}^{1} + B \left[ \frac{x^2}{2} \right]{-1}^{1} + C \left[ x \right]{-1}^{1} ]
Since all odd powers of vanish when integrated over , we get:
Thus, .
Orthogonality with :
[ = \left[ \frac{x^5}{5} \right]{-1}^{1} + A \left[ \frac{x^4}{4} \right]{-1}^{1} + C \left[ \frac{x^2}{2} \right]_{-1}^{1} ]
Again, odd powers vanish, and we are left with:
Thus, .
Orthogonality with :
This simplifies to:
Thus, .
Conclusion for :
Therefore, , but we need to normalize it to ensure it satisfies the orthogonality conditions correctly. Let’s calculate the norm of :
Thus, the normalized polynomial is:
Step 2: Express as a linear combination of
We can now express as a linear combination of the orthogonal polynomials:
Where , , , and .
We now need to compute the coefficients by projecting onto each of the polynomials.
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Math Problem Analysis
Mathematical Concepts
Orthogonal Polynomials
Gram-Schmidt Process
Linear Algebra
Integration
Formulas
Inner product of functions: ⟨f, g⟩ = ∫ f(x) g(x) dx over [-1, 1]
Gram-Schmidt orthogonalization
q_3(x) = x^3 + A x^2 + B x + C (assumed form for the third polynomial)
Theorems
Gram-Schmidt Orthogonalization
Suitable Grade Level
College-level or advanced high school (Grades 11-12)
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