Employing deep reinforcement learning for machining process planning: An improved framework

H Zhang, W Wang, Y Wang, Y Zhang, J Zhou… - Journal of Manufacturing …, 2025 - Elsevier
Abstract Utilizing Deep Reinforcement Learning (DRL) in machining process planning
presents a promising avenue to enhance automation, efficiency, and adaptability to diverse …

Generating the assembly instructions of helicopter subassemblies using the hierarchical pruning strategy and large language model

M Jiang, Y Guo, S Huang, J Pu - Journal of Industrial Information …, 2024 - Elsevier
Assembly instructions are process documents in detail describing the operation steps,
materials, tools, fixtures, and assembly sequences in assembly procedures. Due to …

Generative adversarial network model-based knowledge recommendation with knowledge graph in product design

Z Wu, J Tan, H Wu, W Zha - Journal of Engineering Design, 2025 - Taylor & Francis
As the integration of manufacturing with advanced information technology progresses, data
and knowledge have become foundational pillars, ensuring a seamless transition to …

A knowledge graph-based intelligent planning method for remanufacturing processes of used parts

S Zhu, L Gao, Z Jiang, W Yan… - Journal of Engineering …, 2025 - Taylor & Francis
Intelligent remanufacturing process planning is crucial for the efficient and high-quality
remanufacturing of used parts with complex failure characteristics. However, due to the …

A multimodal approach for fostering knowledge transfer in engineering design activity: an eye-tracking and fNIRS study

F Wang, Z Jiang, K Cheng, G Fan… - Journal of Engineering …, 2024 - Taylor & Francis
Knowledge transfer in engineering design activity involves effectively applying prior practical
experience in novel contexts. While related works fostering knowledge transfer focus on …

A knowledge-guided process planning approach with reinforcement learning

L Zhang, H Wu, Y Chen, X Wang… - Journal of Engineering …, 2024 - Taylor & Francis
With the widespread application of computer-aided technologies such as CAD and CAM in
the manufacturing industry, a growing number of process documents and design documents …