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Use the standard inner product on \(C([0,1])\) to find the angle between a function of the form \(f(x)=a x\) and the exponential function. Show that the angle depends only on the sign of the constant \(a\).

Short Answer

Expert verified
The angle between function \(f(x) = ax\) and \(e^x\) in the \(C([0,1])\) space depends only on the sign of the constant \(a\), not on its magnitude.

Step by step solution

01

Compute the Inner Product

First, compute the inner product of the two functions. We calculate the integral of their product over the interval [0,1]: \(\langle f,e^x\rangle = \int_{0}^{1} a x e^x dx\). Use integration by parts formula \( \int u dv = u v - \int v du\) with \(u=ax\) and \(dv=e^x dx\).
02

Calculate the Norms

Next, calculate the norms of each function using the definition of the norm in terms of the inner product. For function \(f(x)=ax\): \(||f|| = \sqrt{\langle f,f \rangle} = \sqrt{\int_{0}^{1} a^2 x^2 dx}\) and for \(e^x\): \(||e^x|| = \sqrt{\langle e^x,e^x \rangle} = \sqrt{\int_{0}^{1} e^{2x} dx}\). Both require basic integrals to be computed.
03

Find the Angle

With the inner product and norms in hand, the angle between the functions can be found by the formula for the cosine of the angle between two vectors in inner product space: \(\cos(\theta) = \frac{\langle f,e^x \rangle}{||f|| \cdot ||e^x||}\). Substitute the computed values to find the cosine of the angle.
04

Analyze the angle dependency on the constant \(a\)

Reconsider the last equation, focusing on the sign of the constant \(a\). If the constants in the equation are positive, the cosine value and thus the angle will remain the same if we change the sign of \(a\). Thus, the angle only depends on the sign of \(a\).

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Angle Between Functions
Finding the angle between two functions is a fascinating application of inner product spaces. In this context, we treat functions as vectors in a vector space where the concept of an angle is extended from traditional geometry. The angle helps us understand how the functions relate to one another.

To find this angle, first, we compute the inner product of the functions involved. The inner product of two functions, say \( f(x) \) and \( g(x) \), on an interval \([a, b]\) is defined as \( \langle f, g \rangle = \int_{a}^{b} f(x)g(x) \, dx \). This calculation is essential because it grants a measure of "overlap" between the functions, similar to dot products in Euclidean spaces.

Once the inner product is calculated, we employ a formula similar to the cosine of the angle between two vectors in three-dimensional space: \( \cos(\theta) = \frac{\langle f, g \rangle}{||f|| \cdot ||g||} \). Here, \( ||f|| \) and \( ||g|| \) represent the norms of the functions, which act like vector magnitudes. This formula connects the inner product to a notion of angle, helping us understand the directional relationship between the two functions.
Integration by Parts
Integration by parts is a valuable technique used to evaluate integrals where the standard method does not apply directly. The method comes from the product rule for differentiation and is an essential tool in calculus.

The formula for integration by parts is given by:
  • \( \int u \, dv = uv - \int v \, du \)
For this technique, we need to identify parts of the integrand as \(u\) and \(dv\). These choices will affect the ease and success of the integration process.

In the context of finding the angle between our functions, we consider \( u = ax \) and \( dv = e^x \, dx \). Differentiating and integrating these parts give \( du = a \, dx \) and \( v = e^x \), respectively. Substituting these into the integration by parts formula simplifies the integral, and hence, the inner product becomes more manageable. This step is necessary to find the inner product used in determining the angle between functions.
Function Norms
Function norms extend the concept of vector magnitude to functions, which helps us in different calculative contexts in mathematical analysis.

The norm of a function \( f \) over a specified interval \([a, b]\), in the sense of the inner product space, is given by \( ||f|| = \sqrt{\langle f, f \rangle} \). It's similar to finding the length of a vector, providing a measure of the function's "size" or "effectiveness" across the interval.

In our problem, we calculate the norms of \( f(x) = ax \) and \( e^x \). These norms involve evaluating the integrals:
  • \( ||f|| = \sqrt{\int_{0}^{1} a^2 x^2 \, dx} \)
  • \( ||e^x|| = \sqrt{\int_{0}^{1} e^{2x} \, dx} \)
Here, assessing these integrals provides the function magnitudes needed to compute the cosine of the angle between the functions. This step is crucial because it helps determine how these "vectors" compare to each other in a geometric sense.

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Most popular questions from this chapter

Suppose \(\mathbf{v}\) and \(\mathbf{w}\) are vectors in an inner product space. Prove that $$ \langle\mathbf{v}+\mathbf{w}, \mathbf{v}-\mathbf{w}\rangle=\|\mathbf{v}\|^{2}-\|\mathbf{w}\|^{2} . $$

Find the set of all vectors in \(\mathbb{R}^{3}\) that are orthogonal to both \((-1,0,2)\) and \((3,1,-2)\). Write the set in the standard form of a line through the origin.

Suppose that \(a_{1}, \ldots, a_{n}\) are positive real numbers. a. Show that \(\left(a_{1}+\cdots+a_{n}\right)\left(\frac{1}{a_{1}}+\cdots+\frac{1}{a_{n}}\right) \geq n^{2}\). b. Conclude that the harmonic mean \(\frac{n}{a_{1}^{-1}+\cdots+a_{n}^{-1}}\) is less than or equal to the arithmetic mean \(\frac{a_{1}+\cdots+a_{n}}{n}\).

a. Hundreds of proofs of the Pythagorean Theorem have been recorded. Look one up or try to discover one yourself. For instance, the altitude from the right angle to the hypotenuse gives two triangles that are similar to the original right triangle. The equality of the ratios of the lengths of corresponding sides of these triangles leads to the desired conclusion in a few simple algebraic steps. b. Use the Pythagorean Theorem to derive the formula for the distance between two points \(\left(x_{1}, x_{2}\right)\) and \(\left(y_{1}, y_{2}\right)\) in \(\mathbb{R}^{2}\). c. Use the Pythagorean Theorem to derive the formula for the distance between two points \(\left(x_{1}, x_{2}, x_{3}\right)\) and \(\left(y_{1}, y_{2}, y_{3}\right)\) in \(\mathbb{R}^{3}\). (Suggestion: First find the distance from \(\left(x_{1}, x_{2}, x_{3}\right)\) to \(\left(y_{1}, y_{2}, x_{3}\right)\).) d. Generalize your proof to derive the formula for the distance between two points in \(\mathbb{R}^{n}\).

Find the first three nonzero terms of the Fourier series for the function \(f:[-\pi, \pi] \rightarrow \mathbb{R}\) defined by $$ f(x)=\left\\{\begin{aligned} -\pi & \text { if } x \in[-\pi, 0) \\ \pi & \text { if } x \in[0, \pi] \end{aligned}\right. $$

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