Frame-Dilated Convolutional Fusion Network and GRU-Based Self-Attention Dual-Channel Network for Soft-Sensor Modeling of Industrial Process Quality Indexes

Novel L1 Regularized Extreme Learning Machine for Soft-Sensing of an Industrial Process

(2021) XuDong Shi et al.   IEEE Transactions on Industrial Informatics

Stacked pruning sparse denoising autoencoder based intelligent fault diagnosis of rolling bearings

(2020) Haiping Zhu et al.   APPLIED SOFT COMPUTING

Stacked Enhanced Auto-Encoder for Data-Driven Soft Sensing of Quality Variable

(2020) Xiaofeng Yuan et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

PSO-GA based hybrid with Adam Optimization for ANN training with application in Medical Diagnosis

(2020) Rajesh K. Yadav et al.   Cognitive Systems Research

Online Monitoring of Flotation Froth Bubble-Size Distributions via Multiscale Deblurring and Multistage Jumping Feature-Fused Full Convolutional Networks

(2020) Jinping Liu et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Illumination-Invariant Flotation Froth Color Measuring via Wasserstein Distance-Based CycleGAN With Structure-Preserving Constraint

(2020) Jinping Liu et al.   IEEE Transactions on Cybernetics

Deep Learning With Spatiotemporal Attention-Based LSTM for Industrial Soft Sensor Model Development

(2020) Xiaofeng Yuan et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Learning Local Gabor Pattern-Based Discriminative Dictionary of Froth Images for Flotation Process Working Condition Monitoring

(2020) Jinping Liu et al.   IEEE Transactions on Industrial Informatics

Nonlinear Dynamic Soft Sensor Modeling With Supervised Long Short-Term Memory Network

(2019) Xiaofeng Yuan et al.   IEEE Transactions on Industrial Informatics

Data-Driven Modeling Based on Two-Stream ${\rm{\lambda }}$ Gated Recurrent Unit Network With Soft Sensor Application

(2019) Ruimin Xie et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Toward Flotation Process Operation-State Identification via Statistical Modeling of Biologically Inspired Gabor Filtering Responses

(2019) Jinping Liu et al.   IEEE Transactions on Cybernetics

Adaptive soft sensors for quality prediction under the framework of Bayesian network

(2018) Ziwei Liu et al.   CONTROL ENGINEERING PRACTICE

Deep Learning-Based Feature Representation and Its Application for Soft Sensor Modeling With Variable-Wise Weighted SAE

(2018) Xiaofeng Yuan et al.   IEEE Transactions on Industrial Informatics

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Probabilistic Sequential Network for Deep Learning of Complex Process Data and Soft Sensor Application

(2018) Qingqiang Sun et al.   IEEE Transactions on Industrial Informatics

Intelligent simultaneous fault diagnosis for solid oxide fuel cell system based on deep learning

(2018) Zehan Zhang et al.   APPLIED ENERGY

Roller bearing fault diagnosis using stacked denoising autoencoder in deep learning and Gath–Geva clustering algorithm without principal component analysis and data label

(2018) Fan Xu et al.   APPLIED SOFT COMPUTING

Machine vision based monitoring and analysis of a coal column flotation circuit

(2018) M. Massinaei et al.   POWDER TECHNOLOGY

Parallel Computing and SGD-Based DPMM For Soft Sensor Development With Large-Scale Semisupervised Data

(2018) Weiming Shao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Flame Images for Oxygen Content Prediction of Combustion Systems Using DBN

(2017) Yi Liu et al.   ENERGY & FUELS

Simulated Feedback Mechanism-Based Rotary Kiln Burning State Cognition Intelligence Method

(2017) Keqiong Chen et al.   IEEE Access

Co-training partial least squares model for semi-supervised soft sensor development

(2015) Liang Bao et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Deep learning

(2015) Yann LeCun et al.   NATURE

Multisource Data Ensemble Modeling for Clinker Free Lime Content Estimate in Rotary Kiln Sintering Processes

(2015) Weitao Li et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Data-driven soft sensor development based on deep learning technique

(2014) Chao Shang et al.   JOURNAL OF PROCESS CONTROL

Flame Image-Based Burning State Recognition for Sintering Process of Rotary Kiln Using Heterogeneous Features and Fuzzy Integral

(2012) Weitao Li et al.   IEEE Transactions on Industrial Informatics

Rotary cement kiln coating estimator: Integrated modelling of kiln with shell temperature measurement

(2010) Sepehr Sadighi et al.   CANADIAN JOURNAL OF CHEMICAL ENGINEERING

Online monitoring and control of froth flotation systems with machine vision: A review

(2010) C. Aldrich et al.   INTERNATIONAL JOURNAL OF MINERAL PROCESSING