错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

On Enhancing Legacy CNC Machine Tools for Process Monitoring and Cloud Integration in Industry 4.0

  • E. Tzimas,
  • E. Stathatos,
  • I. Tsekos,
  • P. Benardos,
  • G.-C. Vosniakos

摘要

Industry 4.0 approaches in manufacturing rely on extensive data to create digital twins. Modern CNC machine tools can provide such data via built-in systems. However, legacy CNC machines, still prevalent in SMEs, lack these features. This paper focuses on enhancing legacy CNC machines towards process monitoring and integration into a cloud manufacturing ecosystem. The proposed methodology, demonstrated on a specific turning center, begins with instrumenting the machine and using a DAQ device to capture and synchronize analog signals e.g. for motor speed, torque and vibration. Next, a software application developed following a Service Oriented Architecture, operates on a single producer service to accumulate sensor data, group it into buffers, and distribute it in near-real time to other software components. These include a process monitoring service using a CNN to predict quality parameters, a bridge service to transmit streaming data via Server Sent Events and a web-based visualization interface.