Chen Ou

A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process

Xiaofeng Yuan, Chen Ou, Yalin Wang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2019 · 165 citations

Computing, Computer Science, Industrial Engineering +15

Deep quality-related feature extraction for soft sensing modeling: A deep learning approach with hybrid VW-SAE

Xiaofeng Yuan, Chen Ou, Yalin Wang et al. · Neurocomputing · 2019 · 123 citations

Computing, Computer Science, Feature Engineering +13

A novel semi-supervised pre-training strategy for deep networks and its application for quality variable prediction in industrial processes

Xiaofeng Yuan, Chen Ou, Yalin Wang et al. · Chemical Engineering Science · 2020 · 115 citations

Computing, Computer Science, Industrial Engineering +17

Missing-Data Imputation With Position-Encoding Denoising Autoencoders for Industrial Processes

Chen Ou, Hongqiu Zhu, Yuri A.W. Shardt et al. · IEEE Transactions on Instrumentation and Measurement · 2024 · 55 citations

Engineering, Industrial Engineering, Manufacturing Engineering +15

Development of NVW-SAEs with nonlinear correlation metrics for quality-relevant feature learning in process data modeling

Xiaofeng Yuan, Chen Ou, Yalin Wang · Measurement Science and Technology · 2020 · 14 citations

Computing, Computer Science, Industrial Engineering +16