A vibration-based 1DCNN-BiLSTM model for structural state recognition of RC beams

Automatic classification of asphalt pavement cracks using a novel integrated generative adversarial networks and improved VGG model

(2023) Yun Que et al.   ENGINEERING STRUCTURES

Piezoelectric Materials and Sensors for Structural Health Monitoring: Fundamental Aspects, Current Status, and Future Perspectives

(2023) Min Ju et al.   SENSORS

Fiber Reinforced Polymer Debonding Failure Identification Using Smart Materials in Strengthened T-Shaped Reinforced Concrete Beams

(2023) Adamantis G. Zapris et al.   Polymers

Lost data neural semantic recovery framework for structural health monitoring based on deep learning

(2022) Kejie Jiang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep learning-based autonomous damage-sensitive feature extraction for impedance-based prestress monitoring

(2022) Thanh-Truong Nguyen et al.   ENGINEERING STRUCTURES

Automated identification of compressive stress and damage in concrete specimen using convolutional neural network learned electromechanical admittance

(2022) Demi Ai et al.   ENGINEERING STRUCTURES

Vibration feature extraction using signal processing techniques for structural health monitoring: A review

(2022) Chunwei Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Efficacy and Damage Diagnosis of Reinforced Concrete Columns and Joints Strengthened with FRP Ropes Using Piezoelectric Transducers

(2022) Chris G. Karayannis et al.   SENSORS

Embedded Sensors for Structural Health Monitoring: Methodologies and Applications Review

(2022) Pedro M. Ferreira et al.   SENSORS

A literature review: Generative adversarial networks for civil structural health monitoring

(2022) Furkan Luleci et al.   Frontiers in Built Environment

Intelligent damage diagnosis in bridges using vibration-based monitoring approaches and machine learning: A systematic review

(2022) Rosette Niyirora et al.   Results in Engineering

A fast sparsity-free compressive sensing approach for vibration data reconstruction using deep convolutional GAN

(2022) Guan-Sen Dong et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Ultra‐short‐term multi‐step wind power forecasting based on CNN‐LSTM

(2021) Qianyu Wu et al.   IET Renewable Power Generation

Flexural Damage Diagnosis in Reinforced Concrete Beams Using a Wireless Admittance Monitoring System—Tests and Finite Element Analysis

(2021) Constantin E. Chalioris et al.   SENSORS

Flexural strengthening of over-reinforced concrete beams with highly ductile fiber-reinforced concrete layer

(2021) Mingke Deng et al.   ENGINEERING STRUCTURES

Faulty data detection and classification for bridge structural health monitoring via statistical and deep‐learning approach

(2021) Xudong Jian et al.   Structural Control & Health Monitoring

Automated Vision-Based Crack Detection on Concrete Surfaces Using Deep Learning

(2021) Rajagopalan-Sam Rajadurai et al.   Applied Sciences-Basel

Mechanics-Guided optimization of an LSTM network for Real-Time modeling of Temperature-Induced deflection of a Cable-Stayed bridge

(2021) Zixiang Yue et al.   ENGINEERING STRUCTURES

Review of Bridge Structural Health Monitoring Aided by Big Data and Artificial Intelligence: From Condition Assessment to Damage Detection

(2020) Limin Sun et al.   JOURNAL OF STRUCTURAL ENGINEERING

Bearing fault diagnosis base on multi-scale CNN and LSTM model

(2020) Xiaohan Chen et al.   JOURNAL OF INTELLIGENT MANUFACTURING

A convolutional autoencoder-based approach with batch normalization for energy disaggregation

(2020) Huan Chen et al.   JOURNAL OF SUPERCOMPUTING

A systematic review of convolutional neural network-based structural condition assessment techniques

(2020) Sandeep Sony et al.   ENGINEERING STRUCTURES

Toward the Prediction Level of Situation Awareness for Electric Power Systems Using CNN-LSTM Network

(2020) Qi Wang et al.   IEEE Transactions on Industrial Informatics

Vibration‐based structural state identification by a 1‐dimensional convolutional neural network

(2019) Youqi Zhang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Multifactor spatio-temporal correlation model based on a combination of convolutional neural network and long short-term memory neural network for wind speed forecasting

(2019) Yong Chen et al.   ENERGY CONVERSION AND MANAGEMENT

Convolutional Neural Network Approach for Robust Structural Damage Detection and Localization

(2019) Nur Sila Gulgec et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Signal Status Recognition Based on 1DCNN and Its Feature Extraction Mechanism Analysis

(2019) Shuzhan Huang et al.   SENSORS

A Novelty Detection Approach for Tendons of Prestressed Concrete Bridges Based on a Convolutional Autoencoder and Acceleration Data

(2019) Kanghyeok Lee et al.   SENSORS

Numerical and experimental investigation of flexural performance on pre-stressed concrete structures using electromechanical admittance

(2019) Demi Ai et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Finite element modeling of the puncture-cutting response of soft material by a pointed blade

(2019) Marwa Gzaiel et al.   MECHANICS OF MATERIALS

Sensor data reconstruction using bidirectional recurrent neural network with application to bridge monitoring

(2019) Seongwoon Jeong et al.   ADVANCED ENGINEERING INFORMATICS

Application of Crack Identification Techniques for an Aging Concrete Bridge Inspection Using an Unmanned Aerial Vehicle

(2018) In-Ho Kim et al.   SENSORS

Computer vision and deep learning–based data anomaly detection method for structural health monitoring

(2018) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Convolutional neural network-based data anomaly detection method using multiple information for structural health monitoring

(2018) Zhiyi Tang et al.   Structural Control & Health Monitoring

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

Theoretical model for the bond-slip relationship between ribbed steel bars and confined concrete

(2017) Weiping Zhao et al.   Structural Concrete

Simplified Damage Plasticity Model for Concrete

(2017) Milad Hafezolghorani et al.   Structural Engineering International

Nonlinear finite element study on the improvement of shear capacity in reinforced concrete T-Section beams by an alternative diagonal shear reinforcement

(2016) Aydin Demir et al.   ENGINEERING STRUCTURES

Numerical study of dynamic behaviour of RC beams under cyclic loading with different loading rates

(2015) Shiyun Xiao   MAGAZINE OF CONCRETE RESEARCH

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Robust dimensionality reduction and damage detection approaches in structural health monitoring

(2014) Nguyen LD Khoa et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL