I. Introduction
The electric vehicle has attracted more attention due to its advantages of reducing the energy consumption and traffic noise [1], [2], [3]. Distributed drive electric vehicles (DDEVs) with four independent in-wheel motor torque inputs provide an effective approach to enhance the vehicle stability through the direct yaw moment control (DYC), and are regarded as a promising chassis architecture in the future [4], [5]. The studies and experiments in [6] proved that the DYC can modulate the vehicle steering characteristics, thereby improving the stability in extreme driving conditions. In recent years, combining DYC with other vehicle active safety systems [e.g., active front-wheel steering (AFS)] is also a hot topic to pursue better performance [7], [8], [9], [10], such as driving comfort and stability during collision avoidance [11]. However, the vehicle enters an unstable state and behaves with nonlinear characteristics when the tire force approaches the saturation value. It poses a great challenge to vehicle dynamics modeling and control.