Mindsphere application

Mara Hofacker,

AI optimizes the maintenance efficiency of drive systems

The Mindsphere application Predictive Service Assistance from Siemens uses artificial intelligence to optimize the maintenance efficiency of drive systems.

The new Artificial Intelligence module identifies specific fault patterns in engines at an early stage. © Siemens

Siemens has added an AI-based module to its Mindsphere Predictive Service Assistance application. The new Artificial Intelligence module identifies specific fault patterns in motors at an early stage, such as misalignment or a defective bearing. The application thus helps users to reduce downtimes and further improve spare parts and maintenance processing. What was previously implemented using a defined KPI threshold value is now solved in the new Artificial Intelligence module for motors using a neural network. As a result, the module detects anomalies even before the defined threshold value and provides clear indications of the type and severity of faults and their development. As soon as the application detects signs of a fault, it warns the user and generates a due date indicating when the fault should ideally be rectified and what corrective action is recommended to prevent an unplanned shutdown. Predictive Service Assistance with the new AI-based Artificial Intelligence module is offered as part of a Predictive Service Assessment. The package includes a customized configuration service that ensures that the Mindsphere application with the new AI-based module runs optimally for the customer's requirements.

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The Mindsphere application Predictive Service Assistance is a central component of Predictive Services for Drive Systems, a standardized extension to the local service contract. They are used for more efficient maintenance of Sinamics and Simotics drive systems, which are used on pumps, fans and compressors, among other things. With Predictive Services for Drive Systems, customers benefit from higher productivity and reduced unplanned downtimes of their machines and systems. With the support of the associated Mindsphere application, users also gain transparency regarding spare parts and maintenance activities to minimize risk through simple weak point analysis. The application also contributes to more efficient maintenance and shorter planned downtimes, according to the company.

With Predictive Services, Siemens offers a comprehensive range of services for industry. Every industry requires specific Predictive Services, which the technology group has developed on the basis of its extensive industry expertise. The modular services for recording, analyzing and evaluating machine data are adapted to the requirements of different industries.

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