Provided is an integrated scheduling method for key loading and unloading resources of an automatic container terminal. The integrated scheduling method comprises the steps of setting chromosome coding modes, initializing population, defining the fitness function, setting the interlacing operation guideline and the mutation operation guideline, setting the parental generation selection strategy and the filial generation receiving strategy, using the fitness function to conduct chromosome iterative computation, and when meeting the iterative stopping criterion, stopping iteration and outputtingthe optimum solution. The integrated scheduling method can reasonably control device operation and space resource distribution of the container terminal, improves the operation efficiency of the automatic container terminal, reasonably distributes devices and space resources, avoids congestion, shortens the driving time of three types of devices, and optimizes space resource usage of a storage yard.