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Riccardo Zuliani

2 papers indexed

arxiveess.SYmath.OC2026-07-21

Model-Agnostic Meta Learning for Differentiable MPC

Salma Elfeki, Riccardo Zuliani, Niklas Schmid, Efe C. Balta, John Lygeros

Applying policy optimization to Model Predictive Control (MPC) yields high-performance and reliable controllers. However, the resulting controllers often overfit their training conditions and suffer significant performance degradation in unseen tasks. We propose a novel framework…

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arxiveess.SY2026-07-19

Multi-scale closed-loop melt pool control for LPBF via policy optimization

Junan Lin, Riccardo Zuliani, Baris Kavas, Markus Bambach, John Lygeros, Efe C. Balta

Laser powder bed fusion (LPBF) is a metal additive manufacturing process where temperature stabilization is of vital importance to avoid defects such as distortion and cracking. Existing control methods require manual tuning, increasing the risk of part failure when printing comp…

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