In this study. we used a particle swarm optimization (PSO) algorithm to address a variation of the non-deterministic polynomial-time NP-hard traveling tournament problem. which determines the optimal schedule for a double round-robin tournament. for an even number of teams. https://www.thebanyantreers.shop/product-category/candle-holder/