Fig. 4From: Enabling real time big data solutions for manufacturing at scaleDigitalization layers of the data and communication protocols of the devices are shown on the diagram. There are 5 types of devices that produce data in different formats and frequencies on the shop floor. This data is digitalized using an OPC server and published via different methods such as MQTT, REST, ODBC to the big data platformBack to article page