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The problems of traffic congestion, car accident and fuel scarcity can be relieved by forming vehicular platoon with small inter-vehicle spacing, where vehicles transmit their position, velocity and acceleration profiles via wireless communication networks. However, unavoidable and heterogeneous communication delays in reality among vehicles become a challenging problem in the controller design process. This study presents a decoupled control method for a vehicular platoon with heterogeneous communication delays and sampled data, which are closer to the real world. Directed graphs are adopted to describe the information flow of connecting automated vehicles. By designing the state estimator, the influence of communication delays that bring the state errors can be eliminated. The complex coupled platoon control system is decoupled through the eigenvalue decomposition of information topology and the linear transformation of the whole system.

ADAS must be tested thoroughly before they can be deployed for series production. Comparing with road and field test, bench test has been widely used owing to its advantages of less labor costs, more controllable scenarios, etc. However, there is no satisfied systematic approach to generate high-efficiency and full-coverage test scenarios automatically because of its integration of human, vehicle and traffic. Most of the test scenarios generated by the existing methods are either too simple or too few to be able to achieve full coverage of requirements. Besides, the cost is high when the ET method is used. To solve the aforementioned problems, an automatic test scenario generation method based on complexity for bench test is presented in this paper. Firstly, considering the fact that the device is easier to malfunction under complex cases, an index measuring the complexity of test case is proposed by using the method of AHP.