Abstract: Boyen-Koller（BK） algorithm is the primary algorithm of approximate inference for DBNs,however,more eror is introduced by the artificial division of the network. A new modeling means of cooperation problem in Robocup was given in this paper based on DBNs b

Key words: Dynamic Bayesian networks, Approximate inference, BK algorithm, 1.5-slice junction tree