Ensemble technique to predict post-earthquake damage of buildings integrating tree-based models and tabular neural networks

Data-driven prediction of critical flutter velocity of long-span suspension bridges using a probabilistic machine learning approach

(2023) Sévérin Tinmitondé et al.   COMPUTERS & STRUCTURES

Rainfall deformation characteristics and influencing factors for a large deep level landslide in tuff grounds in Zhejiang, China

(2023) Ke Wang et al.   Environmental Earth Sciences

A State-of-the-Practice Review of Three-Dimensional Laser Scanning Technology for Tunnel Distress Monitoring

(2023) Chi Liu et al.   JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES

Negative pressure testing standard for welded scar airtightness of waterproofing sheet for tunnels: Experimental and numerical investigation

(2023) Yiwen Qin et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Deep learning-based prediction of steady surface settlement due to shield tunnelling

(2023) Gan Wang et al.   AUTOMATION IN CONSTRUCTION

Deformation failure characteristics of weathered phyllite tunnel and variable-stiffness support countermeasures: A case study

(2023) Wenbo Zan et al.   Engineering Failure Analysis

Experimental study on the collapse evolution law of unlined tunnel in Boulder-Cobble mixed formation

(2023) Yiwen Qin et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Reliability analysis method for tunnel structural design: Brief review and relevant prospects

(2023) Zhichao Wang et al.   Structures

Abnormality Detection and Failure Prediction Using Explainable Bayesian Deep Learning: Methodology and Case Study with Industrial Data

(2022) Ahmad Kamal Mohd Nor et al.   Mathematics

Dynamic seismic damage assessment of distributed infrastructure systems using graph neural networks and semi-supervised machine learning

(2022) Honglan Huang et al.   ADVANCES IN ENGINEERING SOFTWARE

A neural network-based multivariate seismic classifier for simultaneous post-earthquake fragility estimation and damage classification

(2022) Xinzhe Yuan et al.   ENGINEERING STRUCTURES

Data‐driven rapid damage evaluation for life‐cycle seismic assessment of regional reinforced concrete bridges

(2022) Ji‐Gang Xu et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Testing machine learning models for seismic damage prediction at a regional scale using building-damage dataset compiled after the 2015 Gorkha Nepal earthquake

(2022) Subash Ghimire et al.   EARTHQUAKE SPECTRA

Failure analysis and countermeasures of a tunnel constructed in loose granular stratum by shallow tunnelling method

(2022) Yiwen Qin et al.   ENGINEERING FAILURE ANALYSIS

Ensemble deep learning: A review

(2022) M.A. Ganaie et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Failure mechanical behaviors and prevention methods of shaft lining in China

(2022) Ziqi Li et al.   ENGINEERING FAILURE ANALYSIS

Stability analysis of complex terrain slope based on multi-source point cloud fusion

(2022) Wen-bo Zan et al.   Journal of Mountain Science

Attention-based LSTM (AttLSTM) neural network for Seismic Response Modeling of Bridges

(2022) Yuchen Liao et al.   COMPUTERS & STRUCTURES

Machine learning-based prediction of seismic limit-state capacity of steel moment-resisting frames considering soil-structure interaction

(2022) F. Kazemi et al.   COMPUTERS & STRUCTURES

An ensemble machine learning approach for determination of the optimum sampling time for evapotranspiration assessment from high-throughput phenotyping data

(2021) Soumyashree Kar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Post-earthquake damage assessment of traditional masonry buildings: A case study of Bhaktapur municipality following 2015 Gorkha (Nepal) earthquake

(2021) Manjip Shakya et al.   ENGINEERING FAILURE ANALYSIS

Confidence interval for micro-averaged F1 and macro-averaged F1 scores

(2021) Kanae Takahashi et al.   APPLIED INTELLIGENCE

Prediction of seismic damage spectra using computational intelligence methods

(2021) Sadjad Gharehbaghi et al.   COMPUTERS & STRUCTURES

Deep learning techniques for predicting nonlinear multi-component seismic responses of structural buildings

(2021) Ahmed A. Torky et al.   COMPUTERS & STRUCTURES

Quantifying and comparing the effects of key risk factors on various types of roadway segment crashes with LightGBM and SHAP

(2021) Xiao Wen et al.   ACCIDENT ANALYSIS AND PREVENTION

Rapid seismic damage-state assessment of steel moment frames using machine learning

(2021) Hoang D. Nguyen et al.   ENGINEERING STRUCTURES

Machine-learning interpretability techniques for seismic performance assessment of infrastructure systems

(2021) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Investigation on the ignition delay prediction model of multi-component surrogates based on back propagation (BP) neural network

(2021) Yanqing Cui et al.   COMBUSTION AND FLAME

Tabular data: Deep learning is not all you need

(2021) Ravid Shwartz-Ziv et al.   Information Fusion

Seismic damage and fragility assessment of ancient masonry churches located in central Chile

(2020) Nuria Chiara Palazzi et al.   Bulletin of Earthquake Engineering

Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm

(2020) De-Cheng Feng et al.   ADVANCED ENGINEERING INFORMATICS

Threshold optimization for F measure of macro-averaged precision and recall

(2020) Anna Berger et al.   PATTERN RECOGNITION

Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach

(2020) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

A comparative study of heterogeneous ensemble-learning techniques for landslide susceptibility mapping

(2020) Zhice Fang et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Prediction model of the failure mode of beam-column joints using machine learning methods

(2020) Xiangling Gao et al.   ENGINEERING FAILURE ANALYSIS

An ensemble machine learning approach through effective feature extraction to classify fake news

(2020) Saqib Hakak et al.   Future Generation Computer Systems-The International Journal of eScience

Classification of in-plane failure modes for reinforced concrete frames with infills using machine learning

(2019) Honglan Huang et al.   Journal of Building Engineering

Classifying Earthquake Damage to Buildings Using Machine Learning

(2019) Sujith Mangalathu et al.   EARTHQUAKE SPECTRA

Improved landslide assessment using support vector machine with bagging, boosting, and stacking ensemble machine learning framework in a mountainous watershed, Japan

(2019) Jie Dou et al.   Landslides

Earthquake Initiation From Laboratory Observations and Implications for Foreshocks

(2019) Gregory C. McLaskey   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Multi-model ensemble predictions of precipitation and temperature using machine learning algorithms

(2019) Kamal Ahmed et al.   ATMOSPHERIC RESEARCH

Reliable Accuracy Estimates from k-Fold Cross Validation

(2019) Tzu-Tsung Wong et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Seismic damage survey and empirical fragility curves for churches after the August 24, 2016 Central Italy earthquake

(2018) Lorenzo Hofer et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

Seismic assessment of interacting structural units in complex historic masonry constructions by nonlinear static analyses

(2018) Stefania Degli Abbati et al.   COMPUTERS & STRUCTURES

Analytic posteriors for Pearson's correlation coefficient

(2017) Alexander Ly et al.   STATISTICA NEERLANDICA

Correlation and variable importance in random forests

(2016) Baptiste Gregorutti et al.   STATISTICS AND COMPUTING

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Data-driven post-earthquake rapid structural safety assessment

(2015) J. A. Goulet et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

The Distribution of Red and Yellow Tags in the City of Napa

(2015) J. Boatwright et al.   SEISMOLOGICAL RESEARCH LETTERS

Vector-valued fragility functions for seismic risk evaluation

(2012) Pierre Gehl et al.   Bulletin of Earthquake Engineering

Medical complications associated with earthquakes

(2011) Susan A Bartels et al.   LANCET