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Model Predictive Control for Variable Speed Limit in Freeway Work Zone

机译:高速公路工程区变速极限模型预测控制

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A new model for variable speed limit in freeway work zone was presented. Model predictive control was applied to optimizing variable speed limit in freeway work zone. The classic macroscopic traffic model METANET was a little modified for simulating the traffic in the work zone, considering the effect of speed limit. One new optimization model for solving the optimal variable speed was proposed, which is a real-time nonlinear controlling model. In the optimization model, the objective function considers efficiency and safety by minimizing the total time spent (TTS) and the speed variation. To solve this optimization model, discretization for time horizon was conducted firstly, on every control time step, SQP algorithm was applied to solve the nonlinear programming in the next, the optimization results were integer conversion for the real speed limit displayed. One example was conducted to prove the efficiency of the proposed model. And some valuable conclusion was obtained.
机译:提出了高速公路工作区中变速极限的新模型。模型预测控制应用于优化高速公路工作区的变速极限。考虑到速度限制的效果,经典的宏观流量模型Metanet有点修改,用于模拟工作区中的流量。提出了一种用于解决最佳变速的新优化模型,这是一个实时非线性控制模型。在优化模型中,客观函数通过最小化所花费的总时间(TTS)和速度变化来考虑效率和安全性。为了解决这种优化模型,首先进行时间范围的离散化,在每个控制时间步骤中,应用SQP算法来解决接下来的非线性编程,优化结果是显示实时限制的整数转换。进行一个示例以证明所提出的模型的效率。并且获得了一些有价值的结论。

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