Abstract: A new particle swarm optimization (PSO) algorithm is proposed for scheduling in manufacturing execution systems (MES).By taking scheduling function as a standalone module in an MES, the proposed algorithm uses clustering technique to improve the particles’ search space.Simulation results demonstrate that it is more efficient than the traditional scheduling algorithms.