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Predictive analysis , Digital twins, as well as augmented and virtual reality technologies, can be used in manufacturing operations - From line installation and maintenance to process training , More information on the vibrator chain .

according to PMMI Business intelligence's latest report , Predictive analysis （ Allows manufacturers to monitor machine status and identify future problems , For example, failure or failure ） It's one of the areas of Automation , It is expected to continue to grow .

With this technology , The sensor can track the wear of a single machine , And can identify when maintenance is needed , This allows manufacturers to proactively plan their machine maintenance schedules , To serve multiple machines at the same time . Predictive analysis can also help manufacturers avoid emergency shutdowns and downtime .

Digital twin is an application that finds new uses in the field of predictive analysis . At present , OEM mainly uses digital twin technology to model machine functions and processes before commissioning construction , And enables manufacturers to calibrate machine parameters to suit their existing operations .

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at present , There are about 33％ The leading CPG Working with mechanical manufacturers who are using digital twins , And there are predictions that this technology will be extended to future designs , To simplify installation .

Digital twin technology is also expanding , To include the entire production line recreated in digital space , Even the whole operation of multiple production lines . The simulation of the whole production line running in full virtual format can accurately simulate the performance of the production line , And greatly expand the function and scope of standard prediction analysis .

per contra , Virtual reality and augmented reality are two technologies that are just beginning to find applications in manufacturing . Manufacturers have found augmented reality （AR） It can be used in the field of maintenance and training guide for workshop staff . Augmented reality systems create virtual overlay layers in real physical space , Instruct employees how to use embedded video / Audio and digital changes to the existing environment to complete the task .

Virtual reality （VR） You can create a completely digital world , Instead of putting numbers on top of the existing environment . In manufacturing ,VR Application ratio AR With more restrictions , however VR In the field of virtual modeling, production process and space, it has found its use . actually , Digital twinning is an important kind of VR Tools , Is beginning to be widely adopted , More information on the vibrator chain .