科学与工程泛函分析导论
An introduction to functional analysis for science and engineering

原始链接: https://arxiv.org/abs/1904.02539

David A. B. Miller 的论文《面向科学与工程的泛函分析导论》,为物理科学研究人员提供了一份简洁且易于理解的泛函分析教程。泛函分析(即对无限维函数空间的研究)对于解决诸如波传播等复杂问题至关重要,但其教学方式往往过于抽象。 Miller 通过仅关注实际应用所需的基本数学概念,弥补了这一差距。该文章系统地构建了该领域的理论基础,从基本的序列和度量空间发展到希尔伯特空间和内积。文章进一步探讨了关键算子类型,包括紧算子和希尔伯特-施密特算子,并以本征函数性质和奇异值分解作为总结。 该文本旨在实现清晰度和叙述的流畅性,通过将冗长的证明从正文中分离出来,优先考虑概念的理解。这份教程提供了一个独立且数学完备的资源,帮助科学家和工程师超越有限矩阵近似,掌握建模连续物理系统所需的泛函分析技术。

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Abstract:This is a tutorial introduction to the functional analysis mathematics needed in many physical problems, such as in waves in continuous media. Functional analysis takes us beyond finite matrices, allowing us to work with infinite sets of continuous functions. It resolves important issues, such as whether, why and how we can practically reduce such problems to finite matrix approximations. It is, however, difficult to find a readable introduction that is efficient and comprehensible for scientists and engineers. Here, I have selected only the topics necessary for the most important results, but the argument is mathematically complete and self-contained. The article starts from sets and sequences of real numbers. It then develops spaces of vectors or functions, introducing the concepts of norms and metrics that allow us to consider how these can converge. Adding the inner product, it introduces Hilbert spaces, and the key forms of operators that map within or between such spaces. This leads to the concept of compact operators, which allows us to resolve many difficulties of working with infinite sets of vectors or functions. We then introduce Hilbert-Schmidt operators, which are compact operators encountered extensively in physical problems, such as those involving waves. Finally, it introduces the eigenfunctions for major classes of operators, and their powerful properties, and ends with singular-value decomposition of operators. This article is written in a style that is complementary to that of standard mathematical treatments; by relegating longer proofs to a separate section, I have attempted to retain a clear narrative flow and motivation in developing the mathematical structure. Hopefully, the result is useful to a broader readership who need to understand this mathematics, especially in physical science and engineering.
From: David Miller [view email]
[v1] Tue, 2 Apr 2019 18:02:44 UTC (688 KB)
[v2] Fri, 12 Apr 2019 14:40:10 UTC (708 KB)
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