Siemens introduces new AI‑powered on‑premises analytics for industrial drives

(See Siemens at Machine Building North, 13 May 2026, on stand 50)

As the first module of the new solution, Siemens is releasing DTA Onsite - Monitoring, which provides continuous condition monitoring of mechanical and electrical drivetrain components using locally executed AI methods for pattern recognition and anomaly detection.

DTA Onsite - Monitoring captures highresolution, including precision time protocol (PTP) synchronised vibration and analog signals acquired - depending on the use case - via the Connection Modules Vibration (CM VIB), Fast Process Parameters (CM FPP), and IOT (CM IOT). This includes vibration data, analogue values and fingerprint information, which are preprocessed locally and then analysed within the system.

The user interface provides plantlevel overviews, KPI trend views and detailed diagnostic dashboards - all accessible through a standard web browser. The integrated Industrial AI identifies deviations from typical drivetrain behaviour and provides indications of potential mechanical changes or earlystage wear. All data remains within the user's own infrastructure, as the analytics are executed entirely on the industrial PC.

Complementing the existing cloud offering

With Drivetrain Analyzer Onsite, Siemens is expanding its drivetrain analytics portfolio with a solution tailored for users preferring strictly local data processing. The Drivetrain Analyzer Cloud, launched last year, supports crosssite, cloudbased analyses and fleetlevel evaluations.

In contrast, DTA Onsite targets industrial environments where data sovereignty, latency requirements or isolated network architectures are key considerations. Both systems follow the same modular concept but differ in operating model, integration environments and regulatory deployment contexts. Like Drivetrain Analyzer Cloud, DTA Onsite is part of Siemens Xcelerator.

DTA Onsite runs on industrial PCs and uses a containerised software architecture. The solution supports open and documented interfaces such as MQTT, gRPC, and OPC UA, enabling integration into SCADA systems, edge platforms, industrial IPC environments and maintenance software. Data streams from sensors and automation equipment are consolidated locally and visualised through a unified monitoring interface.

DTA Onsite - Monitoring can be deployed in a wide range of industrial environments and is specifically designed for applications with variable load, speed and operating profiles. This includes production machinery such as extruders, packaging machines and textile machines, where mechanical and processrelated changes must be detected early. The solution is equally suitable for infrastructure applications such as pump stations, compressors or conveyor systems, which often operate continuously or across varying load conditions. Motioncontrol applications with dynamic movement profiles also benefit from the detailed monitoring capabilities, as load peaks and changing operating states are systematically captured and analysed.