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3 - The Unreasonable Effectiveness of Random Matrix Theory for the Vibrations and Acoustics of Complex Structures

Published online by Cambridge University Press:  05 October 2010

Richard Weaver
Affiliation:
Department of Physics, University of Illinois at Urbana-Champaign, Urbana, IL, USA
Matthew Wright
Affiliation:
University of Southampton
Richard Weaver
Affiliation:
University of Illinois, Urbana-Champaign
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Summary

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.

Type
Chapter
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New Directions in Linear Acoustics and Vibration
Quantum Chaos, Random Matrix Theory and Complexity
, pp. 42 - 58
Publisher: Cambridge University Press
Print publication year: 2010

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