AVL PUMA 2™ Machine Learning

Intelligent automation, quick and easy

Create machine learning models for intelligent automation and execute them in our 
automation system AVL PUMA 2™

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With PUMA 2 Machine Learning, we enable users to take full advantage of machine learning algorithms during their development process. With its semi-automatic workflow, users can easily create models out of previously recorded result data from the testbed. These models can then be executed in any application of the PUMA 2 automation platform during test run execution.

With the help of these models, users can intelligently monitor the health of the unit under test and the overall system by comparing predicted and measured values during runtime. 

The automotive industry today faces many challenges that include optimizing development costs and shortening time-to-market. In this environment, it is more important than ever to perform tests on the unit under test efficiently and to avoid unnecessary testing. It is critical to anticipate problems early to avoid costly damage to the unit under test and prevent delays in the project timescale.

Since tests are usually executed over several days and weeks, an intelligent mechanism is needed to detect errors and anomalies at an early stage. This enables the detection of a problem hours or even days before an incident happens in order to prevent potential damage to the unit under test and save valuable time.


PUMA 2 Machine Learning can be easily installed on any office computer. Its easy-to-use user interface enables even non-experts to take full advantage of well-known machine learning algorithms and various regression model types. This allows users to use learning patterns from test data without having to program them. PUMA 2 Machine Learning can be used to model and predict any channel values, and works in all test environments. 

Graphic PUMA 2 Machine Learning

PUMA 2 Machine Learning allows to detect any problems with the unit under test and the overall testbed equipment at an early stage.

Ease of Use

Easily configure learning patterns without the need for programming skills

Time Saving

Predict values that are not available or require great effort to obtain

Maximize Productivity

Increase productivity through early stop of invalid tests


With PUMA 2 Machine Learning, we want to make the potential of ML algorithms available to our users in a user-friendly way for testbed automation. This can improve the monitoring of the Unit Under Test and thus detect problems at an early stage.

– Stephan Lenhart, Senior Product Manager AVL PUMA 2 Machine Learning, Test Automation Products, AVL List

AVL PUMA 2™ Machine Learning Solution Sheet

AVL PUMA 2™ is the global industry standard for testbed automation. It is suitable for electrified testbed types as well as for conventional test environments.

e-motor performance
E-Motor Testing Solutions

AVL has a wide portfolio consisting of dedicated e-motor test systems, software, tools, and processes to test and validate these modern e-drive systems in shortest time and with highest quality standards.

battery testbed
Battery Testing Solutions

For battery (module/pack) testing, we offer complete test systems, stand-alone equipment, or even entire turnkey test labs.

KeyVisual PUMA 2 Live
AVL PUMA 2™ Live

Fully integrated web-based application to remotely access AVL PUMA 2 testbeds in a test field

AVL PEM Testing
PEM Fuel Cell Testing Solutions

Testing solutions for every development step from cell to system for all applications from passenger car to aviation

Product Testing
Production Testing for Hybrid/ICE

To meet the special requirements in production testing, we offer a specialized portfolio. 

Key visual puma 2 share
AVL PUMA 2™ Share

The industry standard for central management of parameters and result data. It is the hub that connects your AVL testbed to your engineers.

Software Maintenance
Software Maintenance

With software maintenance, AVL ensures the value and stability of AVL software for the customer throughout the entire product life cycle

AVL Application Support
Application Support

AVL Application Support is the right hub for any application and adaptation, related to Software.

Increase Productivity With Machine Learning for Intelligent Online Monitoring

In this webinar, experts from AVL explain how Machine Learning can be used to intelligently monitor the health of the unit under test and the overall system. The experts also demonstrate a solution using a real-world use case.

Expediting e-powertrain durability testing with artificial intelligence

Robust solutions are needed to detect and react on any problems occurring in the testbed. Durability for e-powertrain testing is taken to a new level thanks to AI-powered automation.

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