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A Type-2 Fuzzy Approach to Driver-Automation Shared Driving Lane Keeping Control of Semi-Autonomous Vehicles Under Imprecise Premise Variable

Yue Liu et al · KeAi Communications Co., Ltd · 2022

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Abstract The driver-automation shared driving is a transition to fully-autonomous driving, in which human driver and vehicular controller cooperatively share the control authority. This paper investigates the shared steering control of semi-autonomous vehicles with uncertainty from imprecise parameter. By considering driver’s lane-keeping behavior on the vehicle system, a driver-automation shared driving model is introduced for control purpose. Based on the interval type-2 (IT2) fuzzy theory, moreover, the driver-automation shared driving model with uncertainty from imprecise parameter is described using an IT2 fuzzy model. After that, the corresponding IT2 fuzzy controller is designed and a direct Lyapunov method is applied to analyze the system stability. In this work, sufficient design conditions in terms of linear matrix inequalities are derived, to guarantee the closed-loop stability of the driver-automation shared control system. In addition, an $$H_{\infty }$$ H ∞ performance is studied to ensure the robustness of control system. Finally, simulation-based results are provided to demonstrate the performance of proposed control method. Furthermore, an existing type-1 fuzzy controller is introduced as comparison to verify the superiority of the proposed IT2 fuzzy controller.

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APA 7

al, Y. L. E. (2022). A Type-2 Fuzzy Approach to Driver-Automation Shared Driving Lane Keeping Control of Semi-Autonomous Vehicles Under Imprecise Premise Variable. https://doi.org/10.1186/s10033-022-00706-3

MLA

al, Yue Liu et. "A Type-2 Fuzzy Approach to Driver-Automation Shared Driving Lane Keeping Control of Semi-Autonomous Vehicles Under Imprecise Premise Variable." 2022. https://doi.org/10.1186/s10033-022-00706-3.

Chicago

al, Yue Liu et. 2022. "A Type-2 Fuzzy Approach to Driver-Automation Shared Driving Lane Keeping Control of Semi-Autonomous Vehicles Under Imprecise Premise Variable.". https://doi.org/10.1186/s10033-022-00706-3.

Harvard

al, Y. L. E. 2022, A Type-2 Fuzzy Approach to Driver-Automation Shared Driving Lane Keeping Control of Semi-Autonomous Vehicles Under Imprecise Premise Variable, KeAi Communications Co, Ltd, available at: https://doi.org/10.1186/s10033-022-00706-3 [Accessed 7 Aug. 2026].

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Titolo
A Type-2 Fuzzy Approach to Driver-Automation Shared Driving Lane Keeping Control of Semi-Autonomous Vehicles Under Imprecise Premise Variable
Autore / collaboratori
Yue Liu et al
Editore
KeAi Communications Co., Ltd
Anno di pubblicazione
2022
ISSN
1000-9345
ISSN
1000-9345
Lingua
Inglés

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