[HTML][HTML] A systematic review of data fusion techniques for optimized structural health monitoring
Advancements in structural health monitoring (SHM) techniques have spiked in the past few
decades due to the rapid evolution of novel sensing and data transfer technologies. This …
decades due to the rapid evolution of novel sensing and data transfer technologies. This …
A literature review: Generative adversarial networks for civil structural health monitoring
Structural Health Monitoring (SHM) of civil structures has been constantly evolving with
novel methods, advancements in data science, and more accessible technology to address …
novel methods, advancements in data science, and more accessible technology to address …
Toward a general unsupervised novelty detection framework in structural health monitoring
This study proposes an unsupervised, online structural health monitoring framework robust
to the sensor configuration, that is, the number and placement of sensors. The proposed …
to the sensor configuration, that is, the number and placement of sensors. The proposed …
Unsupervised data normalization for continuous dynamic monitoring by an innovative hybrid feature weighting-selection algorithm and natural nearest neighbor …
Continuous dynamic monitoring brings an important opportunity to evaluate the health and
integrity of civil structures in a long-term manner. However, high dimensionality and sparsity …
integrity of civil structures in a long-term manner. However, high dimensionality and sparsity …
[HTML][HTML] Transferring damage detection knowledge across rotating machines and framed structures: Harnessing domain adaptation and contrastive learning
R Soleimani-Babakamali… - … Systems and Signal …, 2024 - Elsevier
The case dependency of vibration-based Structural Damage Detection (SDD) models on
their training structure (data) has always been a setback in their application to new …
their training structure (data) has always been a setback in their application to new …
Data augmentation for deep-learning-based multiclass structural damage detection using limited information
The deterioration of infrastructure's health has become more predominant on a global scale
during the 21st century. Aging infrastructure as well as those structures damaged by natural …
during the 21st century. Aging infrastructure as well as those structures damaged by natural …
A system reliability approach to real-time unsupervised structural health monitoring without prior information
Unsupervised techniques have gained much attention in the last decade as the most
practical real-time structural health monitoring (SHM) approach. However, there are still …
practical real-time structural health monitoring (SHM) approach. However, there are still …
On the effectiveness of dimensionality reduction for unsupervised structural health monitoring anomaly detection
MH Soleimani-Babakamali… - … Systems and Signal …, 2023 - Elsevier
Dimensionality reduction techniques (DR) enhance data interpretability and reduce space
complexity, though at the cost of information loss. Such methods have been prevalent in the …
complexity, though at the cost of information loss. Such methods have been prevalent in the …
Zero-shot transfer learning for structural health monitoring using generative adversarial networks and spectral map**
MH Soleimani-Babakamali… - … Systems and Signal …, 2023 - Elsevier
Gathering properly labeled, adequately rich, and case-specific data for successfully training
a purely data-driven or hybrid model for structural health monitoring (SHM) applications is a …
a purely data-driven or hybrid model for structural health monitoring (SHM) applications is a …
Long-term structural health monitoring for bridge based on back propagation neural network and long and short-term memory
S Li, W Wang, B Lu, X Du, M Dong… - Structural Health …, 2023 - journals.sagepub.com
Bridges are critical components of transportation infrastructure. To ensure the long-term
performance of bridges and the safety of the public, regular inspections are required during …
performance of bridges and the safety of the public, regular inspections are required during …