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A hybrid model predictive control for traffic flow stabilization and pollution reduction of freeways

机译:高速公路交通流稳定与减少污染的混合模型预测控制

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摘要

In this work a control system is developed and analyzed for the suppression of moving jamwaves and the reduction of pollutant concentrations near motorways. The system is based on the second-order macroscopic freeway traffic model METANET, joined by an emission dispersion model, introduced in a previous work of the authors. For the control tasks dedicated controllers are designed, both using the nonlinear model predictive control method. The control objectives require a distinction in the utilized control measures, thus different controllers are designed and used in predefined control modes. The first mode of the controller is responsible for keeping pollutant concentrations below prescribed limits under stable conditions. The second mode of the controller is working in case of a shockwave threat, aiming for traffic stabilization. Between the control modes switching is based on an appropriate rule set that satisfies the stability of the controlled system. The hybrid controller structure is realized by a finite automata. A complex case study is presented for the evaluation of the suggested controller.
机译:在这项工作中,开发并分析了控制系统,以抑制移动的干扰波并降低高速公路附近的污染物浓度。该系统基于二阶宏观高速公路交通模型METANET,并结合了作者先前的工作中引入的排放扩散模型。对于控制任务,设计了专用的控制器,均使用非线性模型预测控制方法。控制目标要求在使用的控制措施上有所区别,因此在预定义的控制模式下设计和使用了不同的控制器。控制器的第一种模式负责在稳定条件下将污染物浓度保持在规定的限值以下。控制器的第二种模式是在受到冲击波威胁时工作,旨在稳定流量。在控制模式之间进行切换是基于满足受控系统稳定性的适当规则集。混合控制器的结构是通过有限自动机实现的。提出了一个复杂的案例研究,以评估建议的控制器。

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  • 来源
    《Transportation Research》 |2018年第3期|174-191|共18页
  • 作者单位

    Hungarian Acad Sci, Inst Comp Sci & Control Syst & Control Lab, Kende Utca 13-17, H-1111 Budapest, Hungary;

    Budapest Univ Technol & Econ, Dept Control Transportat & Vehicle Syst, Stoczek Utca 2, H-1111 Budapest, Hungary;

    Hungarian Acad Sci, Inst Comp Sci & Control Syst & Control Lab, Kende Utca 13-17, H-1111 Budapest, Hungary;

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