WANG Meiqing,MA Pengfei,BIAN Yuan, CAO Yansheng. Multi-Source Heterogeneous Data Management Method for Intelligent Management and Control of CNC Machining Process. Aeronautical Manufacturing Technology, 2020, 63(8): 14-24.
WANG Meiqing,MA Pengfei,BIAN Yuan, CAO Yansheng. Multi-Source Heterogeneous Data Management Method for Intelligent Management and Control of CNC Machining Process. Aeronautical Manufacturing Technology, 2020, 63(8): 14-24. DOI: 10.16080/j.issn1671-833x.2020.08.014.
In order to improve the intelligent management and control capabilities of CNC machining processes
the data acquisition requirements for intelligent management and control of machining processes are analyzed. The characteristics of various types of data are sorted out in real-time
data volume
structured degree
access speed
and scalability. Based on this
multi-source heterogeneous data which include manufacturing situation data
real-time process data and product inspection data
are divided into three categories: non-real-time structured data
real-time process data
and historical process data. Data organization and management strategies that incorporate data management methods such as memory databases
relational databases
non-relational databases
and technical data management streaming (TDMS) files
enable the integrated management of manufacturing situation data and process data. Finally
the application of intelligent management and control of a typical thin-walled rotating part CNC machining process is taken as an example to verify the feasibility and effectiveness of the proposed method.