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.
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™ is the global industry standard for testbed automation. It is suitable for electrified testbed types as well as for conventional test environments.
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.
For battery (module/pack) testing, we offer complete test systems, stand-alone equipment, or even entire turnkey test labs.
Fully integrated web-based application to remotely access AVL PUMA 2 testbeds in a test field
Testing solutions for every development step from cell to system for all applications from passenger car to aviation
To meet the special requirements in production testing, we offer a specialized portfolio.
The industry standard for central management of parameters and result data. It is the hub that connects your AVL testbed to your engineers.
With software maintenance, AVL ensures the value and stability of AVL software for the customer throughout the entire product life cycle
AVL Application Support is the right hub for any application and adaptation, related to Software.
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.
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.
About AVL
With more than 12,200 employees, AVL is one of the world's leading mobility technology companies for development, simulation and testing in the automotive industry and in other sectors such as rail, shipping and energy. Based on extensive in-house research activities, AVL delivers concepts, technology solutions, methodologies and development tools for a greener, safer and better world of mobility and beyond.
AVL supports international partners and customers in sustainable and digital transformation. The focus here is on the areas of electrification, software, AI and automation. AVL also supports companies in energy-intensive sectors on their way to green and efficient energy generation and supply.
AVL's passion is innovation. Together with an international network of experts spanning 90 locations with more than 50 competence and development centers worldwide, AVL is driving the future of mobility. In 2024, the company generated a turnover of 2.03 billion euros, of which 11% was invested in R&D activities.
For more information: www.avl.com