2026. Optimizing YOLOv8 architecture using particle swarm optimization for high-precision binary quality classification in industrial welding seams. Journal of Soft Computing Exploration. 7, 2 (May 2026), 343–352. DOI:https://doi.org/10.52465/joscex.v7i2.84.