Xuemin Tian

Nonlinear Process Fault Diagnosis Based on Serial Principal Component Analysis

Xiaogang Deng, Xuemin Tian, Sheng Chen et al. · IEEE Transactions on Neural Networks and Learning Systems · 2016 · 204 citations

Fault Diagnosis, Reliability Engineering, Engineering +15

Adaptive soft sensor for quality prediction of chemical processes based on selective ensemble of local partial least squares models

Weiming Shao, Xuemin Tian · Process Safety and Environmental Protection · 2015 · 139 citations

Engineering, Machine Learning, Soft Sensor +12

Deep Principal Component Analysis Based on Layerwise Feature Extraction and Its Application to Nonlinear Process Monitoring

Xiaogang Deng, Xuemin Tian, Sheng Chen et al. · IEEE Transactions on Control Systems Technology · 2018 · 120 citations

Fault Diagnosis, Engineering, Machine Learning +23

Modified kernel principal component analysis based on local structure analysis and its application to nonlinear process fault diagnosis

Xiaogang Deng, Xuemin Tian, Sheng Chen · Chemometrics and Intelligent Laboratory Systems · 2013 · 118 citations

Fault Diagnosis, Local Structure Analysis, Engineering +10

Monitoring Nonlinear and Non-Gaussian Processes Using Gaussian Mixture Model-Based Weighted Kernel Independent Component Analysis

Lianfang Cai, Xuemin Tian, Sheng Chen · IEEE Transactions on Neural Networks and Learning Systems · 2015 · 108 citations

Fault Diagnosis, Engineering, Machine Learning +20