Publications by authors named "Mingfeng E"
Front Neurorobot
September 2024
Article Synopsis
- The paper discusses the growing use of robots in milling processes and highlights challenges like high temperature at the tool's front that affect tool life and machining quality.
- It introduces a new model using Gated Convolutional Recurrent Neural Network (CNN-GRU) to solve the inverse heat conduction problem for accurately reconstructing the tool's temperature field during milling.
- The proposed model utilizes knowledge distillation to enhance speed and accuracy, demonstrating strong performance with low error rates, even under noisy conditions, proving its effectiveness in improving robotic milling precision.
