The process of collecting raw data from machines is completely automated by the new AI controller which operates on the “Edge” within the machine, ensuring higher data fidelity and consistency. In addition, the controller automatically creates data models from correlation analysis and monitors machine status based on that model. Without this automation, machine designers and operators would otherwise need to develop their own analytics and optimization capabilities in order to avoid cloud solution costs. The AI functionality in the controller is able to identify unforeseen machine behaviour, without being explicitly programmed to do so. Since there could be many different factors and measurements that indicate an issue when observed together, automating the feature extraction process saves a significant amount of time and resources. Leveraging the machine learning results during production is key to ensuring end user cost savings. Rather than being a cloud solution, Omron’s unique approach to AI-based control involves hardware, software and in-person service. No internet connectivity is required. The hardware is based on the Sysmac NY5 IPC and the NX7 CPU and includes Omron’s AI Application Components, a library of pre-programmed predictive maintenance function blocks, based on the know-how that Omron has gathered from typical applications. Several additional AI specific utilities are also included, such as the Time Series Database Function, which collects and accumulates time series data synchronized with the control cycle at high speed, and the AI Engine, which detects unforeseen abnormalities at high speed and accuracy based on the data. Omron works with its customers to accomplish its original manufacturing innovation concept, "innovative-Automation". With the AI Controller and Sysmac Library, the company accelerates the realization of intelligence for automation. This enables a factory of the future, where humans and machines collaborate in harmony to reduce machine downtime, maximizes performance, and achieve zero-defect equipment.