Data-Centric Structural Health Monitoring

Mechanical, Aerospace and Complex Infrastructure Systems

Mohammad Noori, Fuh-Gwo Yuan, Ehsan Noroozinejad Farsangi, Mohammad Noori, Fuh-Gwo Yuan, Ehsan Noroozinejad Farsangi

• Publisher: De Gruyter
• Year: 2023
• Print ISBN:
  9783110791273
• eBook ISBN:
  9783110791518
• Topic: Technology & Engineering
• Subtopic: Civil Engineering
• Index: Technology & Engineering

This book introduces the latest developments in data-centric engineering, including different artificial intelligence and machine learning approaches, as well as their wide range of applications for long-term monitoring and health assessment of mechanical, aerospace and complex infrastructure systems. Leading scholars in the field demonstrate these emerging techniques assure the longevity of engineered systems and predict their life cycles.

Table of contents

• Title Page
• Copyright
• Contents
• Editors’ short biography
• 1 Seismic site investigation and structural amplification based on geotechnical and structural health monitoring
• 2 Impact of industry 4.0 technologies on structural health monitoring
• 3 Health monitoring of recycled aggregates-reinforced concrete beams retrofitted by concrete jacket using piezoelectric transducers
• 4 Identification of critical response of bilinear-hysteretic SDOF model with tuned inertial mass damper under long-duration ground motion through internal simulation monitoring
• 5 Damage identification using physics-based datasets: From convolutional to metric-informed damage-sensitive feature extractors
• 6 Structural health monitoring of steel plates using modified modal strain energy indicator and optimization algorithms
• 7 Vibration-based damage detection using a novel hybrid CNN-SVM approach
• 8 Fast probabilistic damage detection using inverse surrogate models
• 9 Remote sensing techniques for post-disaster infrastructure health monitoring
• 10 Recent developments in the building information modeling-based programs used for structural and architectural purposes
• 11 Evaluating the current state of digitalisation of the UK construction industry
• Index