Trajectory planning is of great importance for Unmanned Combat Aerial Vehicles (UCAVs) to make autonomous attacking.After extensive research to the related articles, we established a general model for UCAV trajectory planning, summarized the basic algorithms, the solving approaches, existed shortcomings and the latest development trends, with focuses on stealth UCAV penetration trajectory optimization and online trajectory planning methods under uncertain environment.