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University of Missouri--Columbia

A generalized approach for calculation of the eigenvector sensitivity for various eigenvector normalizations

Abstract

dc:description.abstract

Sensitivity analysis is an important step in any gradient based optimization problem. Eigenvalue and Eigenvector Sensitivity Analysis has been a major area for more than three decades in structural optimization. An efficient and generalized method is required to do the sensitivity analysis as it can reduce computational time for large industrial problems. Previous methods focus mainly on calculating the eigenvector sensitivity for mass normalized eigenvectors only. A new generalized method is presented to calculate the first and second order eigenvector sensitivities for eigenvectors with any normalization condition. This new generalized method incorporates the use of normalization condition in the eigenvector sensitivity calculation in a manner similar to the calculation of the eigenvectors themselves. This generalized method also reduces to the well known Nelson's method, which is generally accepted as the most efficient and exact method for eigenvector sensitivity analysis for mass normalized eigenvectors. Equations to compute eigenvector sensitivities when the normalization condition is changed are also derived. The effect of the eigenvector normalization condition on the eigenvector sensitivity is discussed. Examples are provided to illustrate the generalized method for the calculation of first-order and second-order eigenvector sensitivities and the use of rescaling equations.

Degree

thesis:*
Name thesis:degree_name
M.S.
Level thesis:degree_level
Masters
Discipline thesis:degree_discipline
Mechanical and aerospace engineering (MU)
Grantor dc:publisher
University of Missouri--Columbia
Year dc:date.issued
2005

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Siddhi, Vijendra
Advisor dc:contributor.advisor
  • Smith, Douglas E., 1962-

Rights

Language dc:language.iso
eng, English

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/10355/4244
OAI identifier oai:identifier
oai:mospace.umsystem.edu:10355/4244

Chain of custody

source
Harvested from
University of Missouri
Base URL
mospace.umsystem.edu/oai/request
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
related terms
citation

Siddhi, Vijendra. A generalized approach for calculation of the eigenvector sensitivity for various eigenvector normalizations. Masters thesis, University of Missouri--Columbia, 2005. http://hdl.handle.net/10355/4244