Continuity without GNSS
Maintain consistent navigation through tunnels and areas with degraded satellite signals.
Lokirail · Railway positioning
Lokirail fuses GNSS, inertial data, odometry and digital track maps to deliver a continuous, measurable position in real time — even when satellite signals degrade.
01 · The challenge
A train does not move freely through space. It follows a geometry, passes through tunnels and turnouts, and may run only metres away from a parallel track. Lokirail places this structure at the heart of the calculation.
Maintain consistent navigation through tunnels and areas with degraded satellite signals.
Identify the branch actually taken through a turnout, with or without GNSS.
Handle timestamps, latency, asynchronous streams, missing measurements and degraded modes.
02 · The Lokirail approach
Track geometry helps constrain the trajectory, correct motion estimates and deliver an along-track position that railway systems can use directly.
GNSS, inertial data, odometry and the digital map contribute to a continuous, diagnosed solution.
03 · Measured evidence
On a 78 km route from a public dataset produced by the CLUG project, including a 5.4 km tunnel, Lokirail maintains positioning with or without GNSS.
Public dataset
78 km
Route from the CLUG project, including 5.4 km of tunnel.
Without GNSS
2.07 m
Longitudinal RMSE using IMU, odometry and digital mapping.
Standard GNSS
0.94 m
Longitudinal RMSE on the same route, a 54% improvement.
These results were obtained in post-processing on a public dataset produced by the CLUG project, where some input data is of limited quality. On other real-world proprietary railway datasets that cannot be published, Lokirail has demonstrated substantially better performance.
04 · Applications
Lokirail initially targets non-safety applications that need a continuous position, an identified track and clear quality indicators.
Position, speed and progress along the line to enrich operational systems.
Evaluate onboard positioning when trackside readers become obsolete or costly to maintain.
Compare architectures through a reproducible replay chain before making industrialisation decisions.
Replay railway journeys to measure positioning accuracy, continuity and robustness.
Associate each detected defect with an accurate on-track position to support inspection and maintenance.
Trigger or verify pantograph actions according to the train’s position on the track.
05 · Lokigo Systems
Lokigo Systems is a French company specialising in positioning, navigation and timing technologies for complex systems. Founded by Anouar El Mahyaoui, it builds on six years of systems engineering experience, particularly in positioning guided vehicles — trains and trams.
A route to locate?
Describe your line, sensors and expected outcome. Lokigo will propose a short, progressive and measurable evaluation framework.