It is of significant social and economical impact to achieve green and reliable operation of data center.The optimization and control methods for green and reliable data center were reviewed briefly.An event-based reinforcement learning approach for improving the energy efficiency was developed.And a method to improve the accuracy of battery lifetime forecasting was developed.