The unreasonable effectiveness of random matrix theory for the vibrations and acoustics of complex structures

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

Introduction The applicability of random matrix theory (RMT) to acoustic systems has been demonstrated in recent years by a number of acoustical researchers, e.g., Weaver, Ellegaard, Langley, and Soize. Nevertheless, the field remains obscure to acousticians, and newcomers often find themselves perplexed. Why ought we believe this contention that a simple ensemble of random matrices describes an ensemble of structural or acoustic systems? Or more pointedly, why ought a single sample from such an ensemble represent one such system? What are the chief predictions of RMT; of what utility are they, and of what generality? The contention is, at first thought, absurd. And yet there is much empirical evidence of the relevance of RMT. There are furthermore several examples of its utility and correctness; it makes useful and accurate predictions. There has been much attention paid in the acoustics community to uncertain systems. Although the broad features of an elastic or acoustic structure may be described with some confidence, details can vary, owing to randomness in manufacturing or to accumulated wear, or merely to irregularities that exceed the ability or patience of a numerical model. Such observations are widely invoked to justify the applicability of statistics. Random matrices represent a limit of uncertain systems. It is perhaps unsurprising that in the limit of maximum uncertainty, universal (i.e., pertaining to a class of systems) nontrivial statistics may be derived. These include statistics for the eigenfrequencies and eigenfunctions and for the responses.

Original languageEnglish (US)
Title of host publicationNew Directions in Linear Acoustics and Vibration
Subtitle of host publicationQuantum Chaos, Random Matrix Theory, and Complexity
PublisherCambridge University Press
Pages42-58
Number of pages17
Volume9780521885089
ISBN (Electronic)9780511781520
ISBN (Print)9780521885089
DOIs
StatePublished - Jan 1 2010

ASJC Scopus subject areas

  • Engineering(all)

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