Tianci Zhang

Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis

Yong Feng, Jinglong Chen, Tianci Zhang et al. · ISA Transactions · 2021 · 231 citations

Artificial Intelligence, Few-shot Learning, Semi-supervised Meta-learning Networks +9

Meta-learning as a promising approach for few-shot cross-domain fault diagnosis: Algorithms, applications, and prospects

Yong Feng, Jinglong Chen, Jingsong Xie et al. · Knowledge-Based Systems · 2021 · 230 citations

Artificial Intelligence, Fault Diagnosis, Promising Approach +10

A Small Sample Focused Intelligent Fault Diagnosis Scheme of Machines via Multimodules Learning With Gradient Penalized Generative Adversarial Networks

Tianci Zhang, Jinglong Chen, Fudong Li et al. · IEEE Transactions on Industrial Electronics · 2020 · 176 citations

Artificial Intelligence, Fault Diagnosis, Intelligent Fault Diagnosis +15

Prior Knowledge-Augmented Self-Supervised Feature Learning for Few-Shot Intelligent Fault Diagnosis of Machines

Tianci Zhang, Jinglong Chen, Shuilong He et al. · IEEE Transactions on Industrial Electronics · 2022 · 119 citations

Artificial Intelligence, Fault Diagnosis, Engineering +16

A Compact Convolutional Neural Network Augmented with Multiscale Feature Extraction of Acquired Monitoring Data for Mechanical Intelligent Fault Diagnosis

Kaiyu Zhang, Jinglong Chen, Tianci Zhang et al. · Journal of Manufacturing Systems · 2020 · 104 citations

Fault Diagnosis, Engineering, Machine Learning +12