openalexScientific Reports2026-07-24
A hybrid forecasting and fuzzy comprehensive evaluation approach for graded early warning of experimental task frequency
Abstract Accurate prediction and graded warning of experimental task frequencies are critical for resource optimization and operational safety in large-scale scientific facilities. To address this, we propose a novel graded early-warning framework that seamlessly integrates deep…