Probabilistic physics-guided machine learning for fatigue data analysis

Lifetime distribution selection for complete and censored multi-level testing data and its influence on probability of failure estimates

(2020) Jingjing He et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

FEA-Net: A physics-guided data-driven model for efficient mechanical response prediction

(2020) Houpu Yao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Uncertainty quantification of fatigue S-N curves with sparse data using hierarchical Bayesian data augmentation

(2020) Jie Chen et al.   INTERNATIONAL JOURNAL OF FATIGUE

Fatigue life prediction of metallic materials considering mean stress effects by means of an artificial neural network

(2020) Joelton Fonseca Barbosa et al.   INTERNATIONAL JOURNAL OF FATIGUE

Corrosion Fatigue Crack Propagation Mechanism of High-Strength Steel Bar in Various Environments

(2020) Zhongzhao Guo et al.   JOURNAL OF MATERIALS IN CIVIL ENGINEERING

Probabilistic Life Prediction for Reinforced Concrete Structures Subjected to Seasonal Corrosion-Fatigue Damage

(2020) Yafei Ma et al.   JOURNAL OF STRUCTURAL ENGINEERING

A new forecasting model with wrapper-based feature selection approach using multi-objective optimization technique for chaotic crude oil time series

(2020) Seçkin Karasu et al.   ENERGY

Aircraft dynamics simulation using a novel physics-based learning method

(2019) Yang Yu et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Effects of pre-fatigue damage on high-cycle fatigue behavior and chloride permeability of RC beams

(2019) Jieqiong Wu et al.   INTERNATIONAL JOURNAL OF FATIGUE

Effects of the reinforcement ratio and chloride corrosion on the fatigue behavior of RC beams

(2019) Jieqiong Wu et al.   INTERNATIONAL JOURNAL OF FATIGUE

Small Lung Nodules Detection Based on Fuzzy-Logic and Probabilistic Neural Network With Bioinspired Reinforcement Learning

(2019) Giacomo Capizzi et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Small lung nodules detection based on local variance analysis and probabilistic neural network

(2018) Marcin Woźniak et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Equivalent surface defect model for fatigue life prediction of steel reinforcing bars with pitting corrosion

(2018) Jie Chen et al.   INTERNATIONAL JOURNAL OF FATIGUE

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Estimation of fatigue S-N curves of welded joints using advanced probabilistic approach

(2017) Luca D’Angelo et al.   INTERNATIONAL JOURNAL OF FATIGUE

Fitting fatigue test data with a novel S-N curve using frequentist and Bayesian inference

(2017) Davide Leonetti et al.   INTERNATIONAL JOURNAL OF FATIGUE

Artificial neural network approach for locating internal faults in salient-pole synchronous generator

(2011) Hamid Yaghobi et al.   EXPERT SYSTEMS WITH APPLICATIONS

A neural network approach to fatigue life prediction

(2010) João Carlos Figueira Pujol et al.   INTERNATIONAL JOURNAL OF FATIGUE

Efficient Methods for Time-Dependent Fatigue Reliability Analysis

(2009) Yongming Liu et al.   AIAA JOURNAL

Automatic thesaurus construction for spam filtering using revised back propagation neural network

(2009) Hao Xu et al.   EXPERT SYSTEMS WITH APPLICATIONS

An expert system for fatigue life prediction under variable loading

(2008) Young-Hoon Kim et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine and component residual life estimation through the application of neural networks

(2008) M.A. Herzog et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Fatigue of 7075-T651 aluminum alloy

(2007) T ZHAO et al.   INTERNATIONAL JOURNAL OF FATIGUE

Multiaxial fatigue reliability analysis of railroad wheels

(2007) Yongming Liu et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Expert system for remnant life prediction of defected components under fatigue and creep–fatigue loadings

(2006) Xiao Liu et al.   EXPERT SYSTEMS WITH APPLICATIONS