A Health state-related ensemble deep learning method for aircraft engine remaining useful life prediction

A Fuzzy Similarity-Based Approach to Classify Numerically Simulated and Experimentally Detected Carbon Fiber-Reinforced Polymer Plate Defects

(2022) Mario Versaci et al.   SENSORS

Evolutionary neural architecture search for remaining useful life prediction

(2021) Hyunho Mo et al.   APPLIED SOFT COMPUTING

Data-driven prognosis method using hybrid deep recurrent neural network

(2020) Min Xia et al.   APPLIED SOFT COMPUTING

Multitask learning for health condition identification and remaining useful life prediction: deep convolutional neural network approach

(2020) Tae San Kim et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Similarity-based deep learning approach for remaining useful life prediction

(2020) Mengru Hou et al.   MEASUREMENT

Gated recurrent unit based recurrent neural network for remaining useful life prediction of nonlinear deterioration process

(2019) Jinglong Chen et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Ridge Fuzzy Regression Model

(2019) Seung Hoe Choi et al.   International Journal of Fuzzy Systems

Data-driven remaining useful life prediction via multiple sensor signals and deep long short-term memory neural network

(2019) Jun Wu et al.   ISA TRANSACTIONS

An ensemble framework based on convolutional bi-directional LSTM with multiple time windows for remaining useful life estimation

(2019) Tangbin Xia et al.   COMPUTERS IN INDUSTRY

Machinery health prognostics: A systematic review from data acquisition to RUL prediction

(2018) Yaguo Lei et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Remaining useful life estimation of engineered systems using vanilla LSTM neural networks

(2018) Yuting Wu et al.   NEUROCOMPUTING

Remaining useful life estimation in prognostics using deep convolution neural networks

(2018) Xiang Li et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Multiclass adaptive neuro-fuzzy classifier and feature selection techniques for photovoltaic array fault detection and classification

(2018) A. Belaout et al.   RENEWABLE ENERGY

Predicting the Remaining Useful Life of an Aircraft Engine Using a Stacked Sparse Autoencoder with Multilayer Self-Learning

(2018) Jian Ma et al.   COMPLEXITY

A hybrid ARIMA–SVM model for the study of the remaining useful life of aircraft engines

(2018) Celestino Ordóñez et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

Degradation Modeling and Remaining Useful Life Prediction of Aircraft Engines Using Ensemble Learning

(2018) Zhixiong Li et al.   JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME

Transfer Learning with Deep Recurrent Neural Networks for Remaining Useful Life Estimation

(2018) Ansi Zhang et al.   Applied Sciences-Basel

Remaining Useful Life Estimation of Aircraft Engines Using a Modified Similarity and Supporting Vector Machine (SVM) Approach

(2017) Zhongzhe Chen et al.   Energies

A novel soft computing method for engine RUL prediction

(2017) Sandip Kumar Singh et al.   MULTIMEDIA TOOLS AND APPLICATIONS

An ensemble learning-based prognostic approach with degradation-dependent weights for remaining useful life prediction

(2017) Zhixiong Li et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Remaining useful life prediction of aircraft engine based on degradation pattern learning

(2017) Zeqi Zhao et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Multiobjective Deep Belief Networks Ensemble for Remaining Useful Life Estimation in Prognostics

(2017) Chong Zhang et al.   IEEE Transactions on Neural Networks and Learning Systems

Online Performance Assessment Method_newline for a Model-Based Prognostic Approach

(2016) Yang Hu et al.   IEEE TRANSACTIONS ON RELIABILITY

A review of physics-based models in prognostics: Application to gears and bearings of rotating machinery

(2016) Adrian Cubillo et al.   Advances in Mechanical Engineering

A Kalman Filter-Based Ensemble Approach With Application to Turbine Creep Prognostics

(2012) P. Baraldi et al.   IEEE TRANSACTIONS ON RELIABILITY

Remaining useful life estimation – A review on the statistical data driven approaches

(2010) Xiao-Sheng Si et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH