Work

Extrusion under material uncertainty with pressure-based closed-loop feedback control in robotic concrete additive manufacturing

Year: 2025
Type: article
Abstract: One of the main challenges in extrusion-based robotic concrete additive manufacturing process is material uncertainty under pressure which leads to geometric inaccuracies. Here, a real-time pressure-based closed-loop feedback control system is developed to address the geometric fidelity challenges that arise from the material uncertainty under extrusion. A robotic extrusion process is instrumented with a load sensor and assessed with and without activation of the pressure-based controller. The reliability and robustness of a pressure-based closed-loop control system is examined by introducing single- and double-perturbation of the extrusion and assessing the recovery of the geometry (width, height) of the extruded filaments to a baseline reference. The developed control system reacts to retrieve and maintain geometric fidelity among all experiments and repetitions, thereby highlighting the utility of pressure as a feedback parameter to handle material uncertainty that is common in extrusion-based robotic manufacturing process. Future directions include evaluating the control system in unseen conditions.
Language: English
Open Access status: hybrid
Estimated APC paid: $5,490
OpenAlex ID: W4413922009
FWCI: 5.231
Cites: 41
Cited by: 12
Related to: 10