Math Problem Statement

Let X be an inner product space and x, y ∈ X. If x ⊥ y, prove that ‖x + y‖² = ‖x‖² + ‖y‖².

Solution

To prove the statement:

Given XX is an inner product space and x,yXx, y \in X, if xyx \perp y (i.e., xx is orthogonal to yy), then prove that:

x+y2=x2+y2.\|x + y\|^2 = \|x\|^2 + \|y\|^2.

Proof:

  1. Start with the definition of the norm in an inner product space: The squared norm of a vector zz is given by: z2=z,z,\|z\|^2 = \langle z, z \rangle, where ,\langle \cdot, \cdot \rangle denotes the inner product.

  2. Apply this to x+y2\|x + y\|^2: x+y2=x+y,x+y.\|x + y\|^2 = \langle x + y, x + y \rangle.

  3. Expand using the linearity of the inner product: x+y2=x,x+x,y+y,x+y,y.\|x + y\|^2 = \langle x, x \rangle + \langle x, y \rangle + \langle y, x \rangle + \langle y, y \rangle.

  4. Use the property of orthogonality (xyx \perp y): By definition of orthogonality, x,y=0\langle x, y \rangle = 0 and y,x=0\langle y, x \rangle = 0. Thus: x+y2=x,x+y,y.\|x + y\|^2 = \langle x, x \rangle + \langle y, y \rangle.

  5. Rewrite the terms as squared norms: x+y2=x2+y2.\|x + y\|^2 = \|x\|^2 + \|y\|^2.

Thus, the given statement is proven.

Would you like further clarification or details about any of the steps?


Here are five related questions to deepen understanding:

  1. What properties of an inner product space are used in this proof?
  2. How does this proof relate to the Pythagorean theorem in Euclidean geometry?
  3. Can this result be generalized to complex inner product spaces? If so, what changes?
  4. What happens if xx and yy are not orthogonal? How does the formula change?
  5. Can you provide examples of inner product spaces where this property holds?

Tip: The orthogonality property in inner product spaces is fundamental for concepts like projections, least squares, and Fourier analysis.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Inner Product Spaces
Norms
Orthogonality

Formulas

‖z‖² = ⟨z, z⟩
‖x + y‖² = ⟨x + y, x + y⟩
⟨x + y, x + y⟩ = ⟨x, x⟩ + ⟨x, y⟩ + ⟨y, x⟩ + ⟨y, y⟩

Theorems

Pythagorean Theorem (generalized to inner product spaces)

Suitable Grade Level

Undergraduate (First-Year Mathematics or Linear Algebra)