STRUCTURAL HEALTH MONITORING TECHNOLOGIES and NEXT-GENERATION SMART COMPOSITE STRUCTURES by Jayantha Ananda Epaarachchi and Gayan Chanaka Kahandawa

Author:Jayantha Ananda Epaarachchi and Gayan Chanaka Kahandawa
Language: eng
Format: epub
Publisher: CRC Press

8

Neural Networks and Genetic Algorithms in Structural Health Monitoring

Ratneshwar (Ratan) Jha and Sudhirkumar V. Barai

CONTENTS

Introduction

Structural Health Monitoring—Basic Concepts in SHM

Neural Network—Definition, Types, and Training Algorithms

Genetic Algorithms

Theory

Neural Networks

Biological NNs and Physiological Aspects

Artificial Neuron and ANNs

Characteristics of NNs

Historical Development of NNs

Phases of NNs Adaptation

NNs Architectural Aspects

Most Widely Used BP Algorithm

Genetic Algorithms

Three Main Steps of the Basic GA

Coding in GA

Encoding of a Chromosome

Simulated Binary Crossover

Mutation

Selection

GAs—Sequential and Parallel

NN Applications in SHM

Civil Infrastructure

Composite Materials

Aerospace Structures

Mechanical Systems

GA Applications in SHM

Concluding Remarks

References

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