ATTENTION – Artificial intelligence for real-time injury prediction
The aim of the ATTENTION project is to develop a method for predicting injuries to vulnerable road users (VRU) such as pedestrians or cyclists in real time. With the help of data-driven procedures and digital human models, video data from vehicles and virtual tests are used to determine a situation-specific risk of injury. In the future, injury prediction could help to ensure safe and efficient transport thanks to risk minimization strategies for automated vehicles.
Key achievements as a result of the project include putting in place a position and movement database for pedestrians and cyclists. Data from Bosch accident research are analyzed and used as a basis for biomechanical and AI-based movement prediction. Finite-element crash simulations then provide potential injury patterns, which are compared with real accident data and stored in an additional collision and injury database. The results of the crash simulations serve as training data and lay the foundation for an AI prediction of situation-specific injury values, from which an injury risk index is derived. Based on the injury risk index, further measures will be defined, such as an adaptation of the driving behavior. A virtual demonstrator has been set up for the project.
Fraunhofer EMI focuses on VRU-car-impact simulations
Fraunhofer EMI will contribute to the development of the collision and injury database as part of the ATTENTION project and is represented by the Human Body Dynamics and Digital Engineering groups. Their expertise in the areas of finite-element analysis, vehicle crash simulation, application of human models, injury biomechanics as well as data analysis will be used to address multiple challenges at the interface between simulation-based training data generation and optimization and the use of AI methods in close cooperation with the partner QualityMinds.
Project duration: 7/2021–6/2024
Funding program: Federal Ministry for Economic Affairs and Energy (BMWi);
Research program: “New vehicle and system technology”
– DYNAmore (Gesellschaft für FEM Ingenieurdienstleistungen mbH)
– Fraunhofer-Institute for High-Speed Dynamics, Ernst-Mach-Institut, EMI
– QualityMinds GmbH
– Robert Bosch GmbH
– University of Stuttgart – Institute for the Modelling and Simulation of Biomechanical Systems (IMSB)
Associated partners: Mercedes-Benz AG
Contact for scientific information:
Niclas Trube, reserach fellow Human Body Dynamics, Fraunhofer Institute for High-Speed Dynamics, Ernst-Mach-Institut, EMI, Ernst-Zermelo-Strasse 4, 79104 Freiburg, Germany, firstname.lastname@example.org
Dr. Martin Voß, group manager Advanced Autonomous Systems: Safety & Off-Road, Robert Bosch GmbH, Bosch Research, Robert-Bosch-Campus 1, 71272 Renningen, Germany, email@example.com
Fraunhofer EMI press release:
http://Contact Fraunhofer EMI group Human Body Dynamics:
http://Press release by Robert Bosch GmbH:
http://Press release by DYNAmore GmbH: