This paper deals with the speed synchronization control of a connected vehicle subject to a replay attack. A large number of replay attack signals are injected into controller area network (CAN) through external network, which greatly reduces the real-time control performance of a connected integrated motor-transmission (IMT) system. In order to ensure the performance of an IMT speed tracking system under large random message delays, a robust reset controller combined with a delay-robust speed synchronization controller satisfying energyto-peak performance is designed in this paper. The uncertain impact caused by a replay attack is described by large random network delays which are modeled by polytopic inclusions. Then, a dynamic output-feedback controller considering the uncertain caused by attack-delays is proposed for online speed tracking. Moreover, a robust reset controller is designed to obtain better transient response at large attack-delays. Once the reset condition is triggered, the after-reset value calculated by linear matrix inequality (LMI) would replace the dynamic state vector. Finally, the effectiveness of the controller is verified by comparing it with model predictive control (MPC), existing PD control considering delays and energy-to-peak robust control in terms of performance.