© Fraunhofer IESE (DO NOT) TRUST IN ECOSYSTEMS M. Sc. Emilia Cioroaica Dr. Ing. Thomas Kuhn Dr. Ing. Barbora Buhnova {Emilia.Cioroaica, Thomas.Kuhn}@iese.fraunhofer.de, buhnova@mail.muni.cz © Fraunhofer IESE 2 Products are forming Digital Ecosystems © Fraunhofer IESE 3 Vehicles are forming Automotive Smart Ecosystems © Fraunhofer IESE 4 © Fraunhofer IESE 4 Safeguard Intelligence Smart Agent © Fraunhofer IESE 5 Those system should not hurt children! © Fraunhofer IESE 6 Predict Decisions & Decide Control © Fraunhofer IESE 7 Method Sim DT 21 Simulation ECU SW Real World © Fraunhofer IESE 8 Challenges ■ Conformity between the smart agent and its digital twin ■ Creation of digital twins that accurately represent the behavior of the smart agent ■ Creation of holistic scenarios that accurately reflect the technical situation encountered at runtime or anticipated in the near future ■ Addressing uncertainties of running the digital twin in a predictive simulation ■ The control algorithm under evaluation should not detect it is under evaluation ■ Deploy mechanisms that accurately compute the level of trust in a smart agent © Fraunhofer IESE 9 Challenges ■ Conformity between the smart agent and its digital twin ■ Creation of digital twins that accurately represent the behavior of the smart agent ■ Creation of holistic scenarios that accurately reflect the technical situation encountered at runtime or anticipated in the near future ■ Addressing uncertainties of running the digital twin in a predictive simulation ■ The control algorithm under evaluation should not detect it is under evaluation ■ Deploy mechanisms that accurately compute the level of trust in a smart agent © Fraunhofer IESE 10 Trust AI