This proposal responds to the first Open Calls issued by the Shift2Rail Joint Undertaking, as part of Shift2Rail Horizon 2020 programme. It specifically addresses the topic S2R-OC-IP5-03-2015: Intelligent freight wagon with predictive maintenance. This topic is complementary with topic S2R-CFM-IP5-02-2015: Start-up activities for Freight Automation. The INNOWAG project will work towards increasing ...