Tianci Zhang

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 · 245 citations

Computing, Computer Engineering, Computer Science +14

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 · 240 citations

Computing, Computer Science, Machine Learning +8

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 · 184 citations

Computing, Computer Science, Mechanical Engineering +17

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 · 125 citations

Computing, Computer Science, Automation +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 · 106 citations

Computing, Computer Science, Data Science +17