Shared and Service-oriented CNC Machining System for Intelligent Manufacturing Process

被引:16
|
作者
Li Yao [1 ,2 ]
Liu Qiang [1 ,2 ]
Tong Ronglei [1 ,2 ]
Cui Xiaohong [1 ,2 ]
机构
[1] Beihang Univ, Sch Mech Engn, Beijing 100191, Peoples R China
[2] Beihang Univ, Beijing Engn Technol Res Ctr Highefficient & Gree, Beijing 100191, Peoples R China
基金
美国国家科学基金会;
关键词
intelligent; service-oriented; shared; database; monitor; optimization; evaluation; CHATTER DETECTION; WAVELET; IDENTIFICATION;
D O I
10.3901/CJME.2015.1010.119
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
To improve efficiency, reduce cost, ensure quality effectively, researchers on CNC machining have focused on virtual machine tool, cloud manufacturing, wireless manufacturing. However, low level of information shared among different systems is a common disadvantage. In this paper, a machining database with data evaluation module is set up to ensure integrity and update. An online monitoring system based on internet of things and multi-sensors "feel" a variety of signal features to "percept" the state in CNC machining process. A high efficiency and green machining parameters optimization system "execute" service-oriented manufacturing, intelligent manufacturing and green manufacturing. The intelligent CNC machining system is applied in production. CNC machining database effectively shares and manages process data among different systems. The prediction accuracy of online monitoring system is up to 98.8% by acquiring acceleration and noise in real time. High efficiency and green machining parameters optimization system optimizes the original processing parameters, and the calculation indicates that optimized processing parameters not only improve production efficiency, but also reduce carbon emissions. The application proves that the shared and service-oriented CNC machining system is reliable and effective. This research presents a shared and service-oriented CNC machining system for intelligent manufacturing process.
引用
收藏
页码:1100 / 1108
页数:9
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