Published February 2011 | Version v1
Journal article

An alternative to the Lyapunov exponent as a damage sensitive feature

  • 1. Université de Toulouse, UPS, INSA, LMDC (Laboratoire Matériaux et Durabilité des Constructions), 135, avenue de Rangueil, F-31 077 Toulouse Cedex 04 (France)

Description

When using Lyapunov exponents as a damage sensitive feature (DSF) in vibration based structural health monitoring, the computation time represents an important issue for real time applications. To overcome this problem, a new feature, the Jacobian feature vector (JFV), is proposed, based on the same algorithm but allowing faster computation. Whereas for Lyapunov exponents calculation, the trajectories in the state space are followed for more than a thousand time steps, the new feature is formed by the Jacobian matrix of the dynamics after a few time steps. The new feature and the Lyapunov exponents are tested on two case studies: a mass/spring/damper model and a laboratory three story structure. Both the DSF show a good performance in detecting damage for the numerical study, even if the Lyapunov exponents present a slightly better ability. Regarding the experimental data, Lyapunov exponents failed to detect damage while the JFV is clearly able to reveal structural changes. Therefore, the JFV offers a robust alternative to Lyapunov exponents and allows one to save computation time

Availability note (English)

Available from http://dx.doi.org/10.1088/0964-1726/20/2/025017

Additional details

Identifiers

DOI
10.1088/0964-1726/20/2/025017;
PII
S0964-1726(11)65798-4;

Publishing Information

Journal Title
Smart Materials and Structures (Print)
Journal Volume
20
Journal Issue
2
Journal Page Range
[9 p.]
ISSN
0964-1726

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
44125637
Subject category
S97: MATHEMATICAL METHODS AND COMPUTING; S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
Descriptors DEI
ALGORITHMS; DAMAGE; JACOBIAN FUNCTION; LYAPUNOV METHOD; MATRICES; MONITORING; VECTORS
Descriptors DEC
CALCULATION METHODS; FUNCTIONS; MATHEMATICAL LOGIC; TENSORS