Tianyuan Liu

发表

A Data-Driven Predictive Maintenance Approach for Spinning Cyber-Physical Production System

Jie Li, Jinsong Bao, B. Farooq, 2020 .

Semantic-aware event link reasoning over industrial knowledge graph embedding time series data

Yuqian Lu, Tianyuan Liu, Bin Zhou, 2022, Int. J. Prod. Res..

Transformer-based hierarchical latent space VAE for interpretable remaining useful life prediction

Pai Zheng, Tianyuan Liu, Tao Jing, 2022, Adv. Eng. Informatics.

Judging the Normativity of PAF Based on TFN and NAN

Tianyuan Liu, Jinsong Bao, Zhiqiang Li, 2020, Journal of Shanghai Jiaotong University (Science).

A novel knowledge graph-based optimization approach for resource allocation in discrete manufacturing workshops

Tianyuan Liu, Yuqian Lu, Jie Li, 2021, Robotics Comput. Integr. Manuf..

A Hybrid CNN–LSTM Algorithm for Online Defect Recognition of CO2 Welding

Jinsong Bao, Yiming Zhang, Junliang Wang, 2018, Sensors.

A reinforcement learning method for human-robot collaboration in assembly tasks

Tianyuan Liu, Jie Li, Rong Zhang, 2022, Robotics Comput. Integr. Manuf..

An expert knowledge-empowered CNN approach for welding radiographic image recognition

Pai Zheng, Tianyuan Liu, Jinsong Bao, 2023, Adv. Eng. Informatics.

3DSMDA-Net: An improved 3DCNN with separable structure and multi-dimensional attention for welding status recognition

Tianyuan Liu, Yuqian Lu, Jinsong Bao, 2021 .

An attention-based bilinear feature extraction mechanism for fine-grained laser welding molten pool/keyhole defect recognition

Huabin Chen, Pai Zheng, Lingling Zhang, 2023, Journal of Manufacturing Processes.

An Explainable Laser Welding Defect Recognition Method Based on Multi-Scale Class Activation Mapping

H. Zheng, Pai Zheng, Tianyuan Liu, 2022, IEEE Transactions on Instrumentation and Measurement.

Visual analytics for digital twins: a conceptual framework and case study

Tianyuan Liu, Jinsong Bao, Hangbin Zheng, 2023, Journal of Intelligent Manufacturing.

Deep learning-based welding image recognition: A comprehensive review

Pai Zheng, Tianyuan Liu, Jinsong Bao, 2023, Journal of Manufacturing Systems.

A state-of-the-art survey of welding radiographic image analysis: challenges, technologies and applications

Huabin Chen, Pai Zheng, Tianyuan Liu, 2023, Measurement.

Learning semantic-specific visual representation for laser welding penetration status recognition

Tianyuan Liu, Jinsong Bao, Junliang Wang, 2022 .

Improved Long Short-Term Memory Network with Multi-Attention for Human Action Flow Evaluation in Workshop

Yun Yang, Jinsong Bao, Xiaolei Lv, 2020, Applied Sciences.

An Assembly Information Model Based on Knowledge Graph

Zhiyu Chen, Jinsong Bao, Xiaohu Zheng, 2020 .

Deep learning for industrial image: challenges, methods for enriching the sample space and restricting the hypothesis space, and possible issue

Junliang Wang, Tianyuan Liu, Jinsong Bao, 2021, Int. J. Comput. Integr. Manuf..

A Framework of Cognitive Intelligence-Enabled Welding Cyber Physical System

Pai Zheng, Yanan Jiang, Tianyuan Liu, 2023, 2023 IEEE 19th International Conference on Automation Science and Engineering (CASE).

A multiple scale spaces empowered approach for welding radiographic image defect segmentation

Pai Zheng, Tianyuan Liu, Xiaojia Liu, 2023, NDT & E International.