Instantaneous optimum wheel slip estimation of anti-lock braking system based on extremum seeking algorithm and fuzzy method

Samira Deylaghian, H. Mirzaeinejad
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Abstract

The anti-lock braking system (ABS) adjusts the longitudinal wheel slip at its optimum value to achieve the maximum braking forces. The highest braking force capacity happens at a specific slip value and depends on the friction coefficient between the tire and the road, vertical tire force, and vehicle speed. Hence, using a fixed value for the desired longitudinal slip is not appropriate. To solve this problem, the instantaneous optimum wheel slip is determined via the sliding mode-based extremum seeking algorithm in combination with the fuzzy method to achieve the maximum possible brake deceleration. Then the nonlinear prediction-based controller is designed to find the braking torque by adjusting the longitudinal slip in the calculated desired value. In addition, a nonlinear half-vehicle model considering pitch dynamics is developed and validated with the Carsim software. The main contribution of the present work involves the combination of the optimal nonlinear predictive control method with the fuzzy extremum seeking algorithm to design a wheel slip controller. Additionally, the pitch dynamics has been taken into account in the design of the control system. The performance of the designed control system is investigated through conducted simulations in Matlab/Simulink software environment. The obtained results show an enhancement in the braking performance along with a considerable reduction in the stopping distance.
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基于极值搜索算法和模糊方法的防抱死制动系统瞬时最佳轮滑估计
防抱死制动系统(ABS)将车轮纵向滑移调整到最佳值,以实现最大制动力。最大制动力容量发生在特定的滑移值,取决于轮胎与路面之间的摩擦系数、垂直轮胎力和车速。因此,对期望的纵向滑移使用固定值是不合适的。为了解决这一问题,采用基于滑模的极值搜索算法结合模糊方法确定瞬时最优车轮滑移,以实现最大可能的制动减速度。然后设计了基于非线性预测的控制器,通过在计算出的期望值内调整纵向滑移来求出制动力矩。建立了考虑俯仰动力学的非线性半车模型,并用Carsim软件进行了验证。本文的主要贡献是将最优非线性预测控制方法与模糊极值求算法相结合,设计了轮滑控制器。此外,在控制系统的设计中考虑了螺距动力学的影响。在Matlab/Simulink环境下对所设计的控制系统的性能进行了仿真研究。所获得的结果表明,在提高制动性能的同时,停车距离也有相当大的减少。
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来源期刊
CiteScore
4.10
自引率
11.10%
发文量
38
审稿时长
>12 weeks
期刊介绍: The Journal of Multi-body Dynamics is a multi-disciplinary forum covering all aspects of mechanical design and dynamic analysis of multi-body systems. It is essential reading for academic and industrial research and development departments active in the mechanical design, monitoring and dynamic analysis of multi-body systems.
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