Table of Contents
Journal of Structures
Volume 2014, Article ID 709127, 14 pages
http://dx.doi.org/10.1155/2014/709127
Research Article

Application of Artificial Immune System in Structural Health Monitoring

Mechanical Engineering Department, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA

Received 30 November 2013; Accepted 24 July 2014; Published 20 August 2014

Academic Editor: Greg Foliente

Copyright © 2014 Jiachen Zhang and Zhikun Hou. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract

A large number of methods have been proposed in the area of structural health monitoring (SHM). However, many of them rely on the prior knowledge of structural-parameter-values or the assumption that the structural-parameter-values do not change without damage. This dependence on specific parameter values limits these methods’ applicability. This paper proposes an artificial immune system- (AIS-) based approach for the civil structural health monitoring, which does not require specific parameter values to work. A linear three-floor structure model and a number of single-damage scenarios were used to evaluate the proposed method’s performance. The high success rate showed this approach’s great potential for the SHM tasks. This approach has merits of less dependence on the structural-parameter-values and low demand on the training conditions.