The invention relates to the field, and discloses a game AI automatic test
robot system and method, and the
system comprises an initialization module which is used for shielding an interference process, configuring a game test environment and importing a model; the detection module is used for capturing a game picture at the frequency of 30fps, analyzing the picture through a CNN-LSTM
scene analysis model, and outputting a scene
state vector; the behavior module is used for selecting an optimal action through an epsilon-greedy strategy, mapping the optimal action into an
operating system level instruction and executing the
operating system level instruction, and obtaining a new scene
state vector; the log module is used for monitoring whether the game is stuck, endless loop and state disorder exceptions or not, calling an Apriori model to mine association rules of exceptions, actions and states, and generating a structured log; the control circulation module is used for dynamically adjusting the test priority and
resource allocation according to the checkpoint abnormal frequency and the test
completion rate, and performing circulation execution; according to the invention, the
test efficiency and scene coverage are improved, and the manual
troubleshooting cost is reduced.