Accurate reference trajectories are required to validate autonomous agricultural robots
and highly automated off-road vehicles under real-world field conditions. In practice, robotic total
stations provide millimeter-level prism center coordinates, but the point of interest on the vehicle
is typically displaced by a lever arm, ranging from decimeters to multiple meters. Roll and pitch
motions, as typically observed in off-road machinery, therefore introduce horizontal point of interest
errors far exceeding the measurement accuracy of robotic total stations observations. This paper
presents the design, implementation, and validation of a Smart Prism prototype that augments a
robotic total station prism with an inertial measurement unit to enable real-time tilt compensation.
The prototype integrates an STM32H7 microcontroller and a Murata SCH16T-series IMU and
estimates roll and pitch angles using an adaptive complementary filter. The tilt-compensated point
of interest coordinates are obtained by transforming a calibrated lever arm from the body frame into
the navigation frame and combining it with robotic total station prism positions. To support vehicle-
side integration, the system can transmit prism and tilt-compensated point of interest coordinates
on the Controller Area Network bus, allowing the point of interest to be treated as a virtual position
sensor (e.g., co-located with a rear-axle reference point). Experiments with a fixed ground reference
point, using a prism to point of interest lever arm of approximately 1.07m and manual roll/pitch
excursions of up to 60°, yield three-dimensional root-mean-square errors between 2.9mm and
23.6mm across five test series. The results demonstrate that IMU-based tilt compensation enables
reference measurements suitable for validating centimeter-level navigation systems under dynamic
field conditions.
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Accurate reference trajectories are required to validate autonomous agricultural robots
and highly automated off-road vehicles under real-world field conditions. In practice, robotic total
stations provide millimeter-level prism center coordinates, but the point of interest on the vehicle
is typically displaced by a lever arm, ranging from decimeters to multiple meters. Roll and pitch
motions, as typically observed in off-road machinery, therefore introduce horizontal point of interest
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