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Everything about Particle-Tracking

Spoke 3 Technical Review Meeting in Perugia

From May 26 to 29, 2025, the periodic technical review meeting of the Spoke 3 projects was held in Perugia. Nuclear Instruments contributed with a talk on machine learning and hardware acceleration for space-based detection, presenting advances in particle track reconstruction and low-energy gamma imaging within the Spartan and LEGIMaC projects.

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SPARTAN: Space Particle Tracking with Neural Networks

SPARTAN (SPace pARTicle trAcking with Neural-networks) is a PNRR-funded project that developed an innovative machine-learning-based system for tracking charged particles in space applications. By combining Graph Neural Networks, 2D Convolutional Neural Networks, and FPGA-based real-time inference, the project demonstrated the feasibility of intelligent on-board processing for future space missions under strict power and reliability constraints.

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