Swarm and bayesian optimization strategies for the PIAVE-ALPI accelerators at LNL

WEPD053
24 Sept 2025, 16:30
1h 30m
Palmer House Hilton Chicago

Palmer House Hilton Chicago

17 East Monroe Street Chicago, IL 60603, United States of America
Poster Presentation MC13: Artificial Intelligence & Machine Learning WEPD Posters

Speaker

Mauro Giacchini (Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali di Legnaro)

Description

The ALPI linear accelerator at the Legnaro National Laboratories serves as the final superconducting stage in a complex chain designed to accelerate heavy ions—from carbon to uranium—for nuclear and applied physics experiments. It also plays a key role in the SPES project, aimed at re-accelerating exotic radioactive ion beams. Within the TANDEM-PIAVE-ALPI (TAP) complex, the PIAVE injector provides superconductive acceleration of very low velocity ions before they enter ALPI. Managing the interface between these two systems poses significant operational challenges: manual tuning is often required, resulting in lengthy setup procedures and reduced transmission efficiency. Beam instabilities further complicate operations, requiring frequent manual re-adjustments. To address these limitations, advanced optimization strategies based on swarm intelligence and Bayesian algorithms have been applied. These methods enable coordinated control of multiple subsystems, including beam optics, RF settings, and ion source parameters, offering a more autonomous and adaptive tuning process. Experimental results demonstrating the effectiveness of this approach will be presented.

Author

Maurizio Montis (Istituto Nazionale di Fisica Nucleare)

Co-authors

Damiano Bortolato (Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali di Legnaro) Luca Bellan (Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali di Legnaro) Mauro Giacchini (Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali di Legnaro) Ysabella Kassandra Ong (Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali di Legnaro)

Presentation materials

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