Intelligent Maintenance of Moving Joints on Large-scale Machine Tool
Authors
Mulan Wang, Xuanyu Chen, Wenzheng Ding, Hao Zhu, Lei Zhu
Corresponding Author
Mulan Wang
Available Online December 2016.
- DOI
- https://doi.org/10.2991/mcei-16.2016.276How to use a DOI?
- Keywords
- Intelligent maintenance; Joints; Machine tool; Genetic algorithm (GA), Artificial neural network (ANN).
- Abstract
- In order to reduce the maintenance cost and the downtime of large-scale machine tool, the initial weights and thresholds of the back propagation (BP) neural network are optimized to overcome the disadvantages of the slow convergence and fall into the local optimal solutions easily. Based on the GA-BP neural network, the fault prediction model of machine tool joint surface is established. With the help of this model, the fault after training can be predicted and the maintenance plan can be optmized.In order to reduce the maintenance cost and the downtime of large-scale machine tool, the initial weights and thresholds of the back propagation (BP) neural network are optimized to overcome the disadvantages of the slow convergence and fall into the local optimal solutions easily. Based on the GA-BP neural network, the fault prediction model of machine tool joint surface is established. With the help of this model, the fault after training can be predicted and the maintenance plan can be optmized.In order to reduce the maintenance cost and the downtime of large-scale machine tool, the initial weights and thresholds of the back propagation (BP) neural network are optimized to overcome the disadvantages of the slow convergence and fall into the local optimal solutions easily. Based on the GA-BP neural network, the fault prediction model of machine tool joint surface is established. With the help of this model, the fault after training can be predicted and the maintenance plan can be optmized.
- Open Access
- This is an open access article distributed under the CC BY-NC license.
Cite this article
TY - CONF AU - Mulan Wang AU - Xuanyu Chen AU - Wenzheng Ding AU - Hao Zhu AU - Lei Zhu PY - 2016/12 DA - 2016/12 TI - Intelligent Maintenance of Moving Joints on Large-scale Machine Tool BT - 2016 6th International Conference on Mechatronics, Computer and Education Informationization (MCEI 2016) PB - Atlantis Press SP - 1357 EP - 1361 SN - 1951-6851 UR - https://doi.org/10.2991/mcei-16.2016.276 DO - https://doi.org/10.2991/mcei-16.2016.276 ID - Wang2016/12 ER -