Experimental evaluation demonstrates effective cascaded control for pneumatic artificial muscle systems using integral sliding mode architectures, highlighting improved precision in robotic load...
This paper presents nonlinear control approaches for a prototypical assistance system driven by pneumatic artificial muscles (PAMs) for load handling. A cascaded control structure consisting of two loops is employed to control the internal muscle pressures and the position of the end-effector. In each loop, two different controller variants are implemented. In the inner cascade, two control strategies are designed and compared with each other. Either a model-free (MF) or a model-based (MB) controller is employed to regulate the internal muscle pressure. In addition, two alternative control approaches are implemented in the outer loop: An integral sliding mode (ISM) or an adaptive super-twisting (ASTW) ISM controller stabilizes the end-effector position. After a simulation-based evaluation of both position controllers, the proposed control architecture is successfully validated in experiments at a dedicated test rig.
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Ibrahim et al. (2026) studied this question.
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