Use cases

iRoute

Predictive maintenance and electric fleet management are new challenges for public transport. The iRoute use case exploits the e mobility-aware data governance framework using mobility analytics to drive strategic decisions and provide intelligent transportation services to the public and to local authorities. iRoad allows for better performance in e-bus scheduling, monitoring and prevention of low battery problems, optimisation of maintenance and services and overall increased punctuality.

SmartSense

BOSCH employs smart sensors to collect data that enable Environmental Sensitive Traffic Management following a close loop approach.

MarineTrafficTracker

The Automatic Identification System (AIS), standardized by the IMO in 2008, requires commercial vessels over 300 gross tonnage to carry transceivers broadcasting voyage and vessel data. Though originally designed to prevent collisions, AIS is now crucial for maritime intelligence platforms like www.marinetraffic.com. Its voluntary nature means vessels can go “dark” due to equipment failure or intentional deactivation for illegal activities. To enhance situational awareness, the MarineTraffic Tracker use case develops an edge device that processes AIS and radio frequency (RF) data, enabling the detection of vessels that try to evade tracking.

VesselEdge

In VesselEdge, vessels serve as distributed mobile sensors that enable machine learning in-situ (on-board) of the vessels (close to the data production). This enables efficient data operations across the maritime data life cycle and leads to better situational awareness, increased safety, and reduction of illegal activity.

CrowdSeaMapping

This use case demonstrates how crowd-sourced bathymetry (CSB) data, collected from vessels equipped with autonomous data recording systems, can be effectively utilized to improve the accuracy and reliability of depth models. Using decentralized data acquisition and a federated learning approach combined with anomaly detection, the system efficiently processes and validates bathymetric measurements collected at sea.