In long-distance gas transmission pipelines, there are many booster compressor stations consisting of parallel compressors that provide pressure for the delivery natural gas. So, it is economically important to optimize operation station. The station optimization problem a typical mixed integer nonlinear programming (MINLP) problem, and solving accurately stably challenge. this paper, we propos...