The manipulation of liquid-filled containers in industrial robotics is inherently limited by sloshing phenomena, which may cause spillage, product loss, or reduced motion efficiency. While numerous slosh-suppression strategies have been proposed, most feedforward approaches assume that only the translational trajectory is prescribed. In practical pick-and-place tasks, however, the yaw orientation about the vertical axis is often constrained by process requirements, leading to so-called SCARA-like motions. This paper presents an analytical sloshing compensation method based on container tilting for robotic motions including a prescribed yaw profile. The liquid dynamics are modeled through a spherical pendulum approximation of the dominant sloshing mode, subject to three-dimensional translations and imposed rotations about the vertical axis. Closed-form expressions for the compensatory container orientation are derived from steady-state alignment conditions, enabling real-time implementation without numerical optimization. The proposed approach is experimentally validated on an industrial manipulator executing linear, planar, and spatial trajectories with simultaneous yaw rotations. Vision-based sloshing height reconstruction and force measurements confirm a significant reduction of peak sloshing during motion.

Soprani, S., Di Leva, R., Palli, G., Carricato, M., Biagiotti, L. (2026). Closed-Form Tilting Compensation for Slosh-Free Robotic Trajectories with Prescribed Yaw. Piscataway : IEEE [10.1109/AIM65483.2026.11658355].

Closed-Form Tilting Compensation for Slosh-Free Robotic Trajectories with Prescribed Yaw

Soprani S.;Di Leva R.;Palli G.;Carricato M.;
2026

Abstract

The manipulation of liquid-filled containers in industrial robotics is inherently limited by sloshing phenomena, which may cause spillage, product loss, or reduced motion efficiency. While numerous slosh-suppression strategies have been proposed, most feedforward approaches assume that only the translational trajectory is prescribed. In practical pick-and-place tasks, however, the yaw orientation about the vertical axis is often constrained by process requirements, leading to so-called SCARA-like motions. This paper presents an analytical sloshing compensation method based on container tilting for robotic motions including a prescribed yaw profile. The liquid dynamics are modeled through a spherical pendulum approximation of the dominant sloshing mode, subject to three-dimensional translations and imposed rotations about the vertical axis. Closed-form expressions for the compensatory container orientation are derived from steady-state alignment conditions, enabling real-time implementation without numerical optimization. The proposed approach is experimentally validated on an industrial manipulator executing linear, planar, and spatial trajectories with simultaneous yaw rotations. Vision-based sloshing height reconstruction and force measurements confirm a significant reduction of peak sloshing during motion.
2026
Proceedings of the 2026 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2026)
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Soprani, S., Di Leva, R., Palli, G., Carricato, M., Biagiotti, L. (2026). Closed-Form Tilting Compensation for Slosh-Free Robotic Trajectories with Prescribed Yaw. Piscataway : IEEE [10.1109/AIM65483.2026.11658355].
Soprani, S.; Di Leva, R.; Palli, G.; Carricato, M.; Biagiotti, L.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/1081653
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