Chapter 0: Problem 29
Let \(I\) be a compact interval. Show that the set of differentiable functions \(C^{1}(I)\) becomes a Banach space if we set \(\|f\|_{\infty, 1}=\) \(\max _{x \in I}|f(x)|+\max _{x \in I}\left|f^{\prime}(x)\right|\).
Short Answer
Expert verified
\( C^1(I) \) is a Banach space under the norm \( \|f\|_{\infty, 1} \).
Step by step solution
01
Understand the Concept of a Banach Space
A Banach space is a complete normed vector space. To show that \( C^1(I) \) is a Banach space under the given norm, we must demonstrate that every Cauchy sequence in \( C^1(I) \) with the norm \( \|f\|_{\infty, 1} \) converges to a limit within the same space.
02
Define the Norm \( \|f\|_{\infty, 1} \)
The given norm \( \|f\|_{\infty, 1} \) is defined as \( \|f\|_{\infty, 1} = \max_{x \in I}|f(x)| + \max_{x \in I}|f'(x)| \). This combines the supremum norm of the function \( f \) and the supremum norm of its derivative \( f' \). Both maxima are taken over the compact interval \( I \).
03
Show Completeness with Cauchy Sequences
Consider a Cauchy sequence \( (f_n) \) in \( C^1(I) \). For it to be Cauchy under \( \|f\|_{\infty, 1} \), both \( \max_{x \in I}|f_n(x) - f_m(x)| \rightarrow 0 \) and \( \max_{x \in I}|f'_n(x) - f'_m(x)| \rightarrow 0 \) as \( n, m \rightarrow \infty \). This implies both \( (f_n) \) and \( (f'_n) \) are Cauchy in \( C(I) \), the space of continuous functions, which is a Banach space with the standard supremum norm.
04
Limit Exists for Cauchy Sequence in \( C^1(I) \)
Since \( C(I) \) is a Banach space, the Cauchy sequences \( (f_n) \) and \( (f'_n) \) converge to functions \( f \) and \( g \) in \( C(I) \). Based on the convergence of \( (f'_n) \), we know that \( f' = g \) almost everywhere because the limit of a sequence of continuous derivatives must be the derivative of the limit function.
05
Ensure the Limit Function is in \( C^1(I) \)
The function \( f \) has a derivative \( g = f' \) almost everywhere, and since almost everywhere convergence implies \( f' \) is continuous (as the limit is continuous and the limit is unique), \( f \) is actually in \( C^1(I) \). Thus, the limit of a Cauchy sequence in \( C^1(I) \) stays in \( C^1(I) \).
06
Conclusion that \( C^1(I) \) is Banach Under \( \|\cdot\|_{\infty, 1} \)
Since every Cauchy sequence in \( C^1(I) \) with the norm \( \|f\|_{\infty, 1} \) has a limit in \( C^1(I) \), the space is complete. Hence, \( C^1(I) \) is a Banach space under the given norm.
Unlock Step-by-Step Solutions & Ace Your Exams!
-
Full Textbook Solutions
Get detailed explanations and key concepts
-
Unlimited Al creation
Al flashcards, explanations, exams and more...
-
Ads-free access
To over 500 millions flashcards
-
Money-back guarantee
We refund you if you fail your exam.
Over 30 million students worldwide already upgrade their learning with 91Ó°ÊÓ!
Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Cauchy sequence
Understanding a Cauchy sequence is fundamental in analyzing the completeness of a space, like in Banach spaces. A Cauchy sequence is a sequence of elements in a space where the elements get arbitrarily close to each other as the sequence progresses. Specifically, for any small tolerance, \( \varepsilon > 0,\) there exists an index \( N\) such that for all indices \( n, m > N,\) the distance between elements \( d(a_n, a_m) < \varepsilon.\) The idea is that the elements cluster so closely together, forming a "cloud" of points. This behavior is crucial in proving that a sequence converges to a limit within the space.In the context of the exercise, a sequence of differentiable functions \( (f_n) \) in \( C^1(I) \) is considered. We show this sequence is Cauchy under the norm \( \|f\|_{\infty, 1} \) if both the function \( f_n\) and its derivative \( f'_n\) form Cauchy sequences. This is evidenced by the condition \( \max_{x \in I}|f_n(x) - f_m(x)| \rightarrow 0 \) and \( \max_{x \in I}|f'_n(x) - f'_m(x)| \rightarrow 0\), making it foundational to confirm completeness in Banach space.
Normed vector space
A normed vector space is a vector space equipped with a function called a norm. This norm assigns a non-negative scalar to each vector, representing "length" or "size." The norm \( \| \cdot \| \) satisfies three properties:
- Non-negativity: \( \|x\| \geq 0 \) and \( \|x\| = 0 \) if and only if \( x = 0 \).
- Scalability: \( \| \alpha x\| = |\alpha| \| x \| \) for any scalar \( \alpha\).
- Triangle Inequality: \( \| x + y \| \leq \| x \| + \| y \| \) for all vectors \( x, y\).
Convergent sequence
A convergent sequence is one where the sequence approaches a specific value, called the limit, as you move along it. For any convergence, given any small tolerance \( \varepsilon > 0,\) there is an index \( N \) after which all elements \( a_n \) of the sequence satisfy \( |a_n - L| < \varepsilon,\) where \( L\) is the limit. In relation to the exercise, it is essential to establish that not only are \( (f_n) \) and \( (f'_n) \) Cauchy, but they must also converge to a limit. More so, they converge to continuous functions in the space \( C(I) \). For \( (f'_n) \), this limit becomes the derivative of the limit function \( (f)\), ensuring \( f \) remains in \( C^1(I) \). Conclusively, proving they converge ensures that \( C^1(I) \) is a Banach space by confirming every Cauchy sequence finds its limit here.
Differentiable functions
Differentiable functions are functions that have a derivative everywhere in their domain. The derivative indicates the rate of change or the slope of the function at each point.In the Banach space exercise, differentiable functions in \( C^1(I)\) are those that are continously differentiable on the interval \( I\). A function \( f\) is in \( C^1(I)\) if it is continuous along with its derivative \( f'\). This continuity ensures function limits behave nicely. When proving the space \( C^1(I)\) complete, it's important to show that any limit of a sequence of these differentiable functions retains continuity and the differential property. This means its derivative is also a continuous function within the interval, integral in confirming \( C^1(I) \)'s Banach nature.