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基于粒子群算法的多匝道協(xié)調控制
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五邑大學(xué) 信息工程學(xué)院,電子科技大學(xué)中山學(xué)院 機電工程學(xué)院,五邑大學(xué) 信息工程學(xué)院

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廣東省教育廳項目資助(No. 2014KTSCX132)


Coordinated Multi-Ramp Control Based on Particle Swarm Algorithm
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College of Information Engineering,Wuyi University,Jiangmen Guangdong,Mechanical Electrical Engineering Department,University of Electronic Science and Technology of China,Zhongshan Institute,Zhongshan Guangdong,College of Information Engineering,Wuyi University,Jiangmen Guangdong

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Supported by the project of the education department of Guangdong province (No. 2014KTSCX132)

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    摘要:

    高速公路入口多匝道協(xié)調控制是調節各個(gè)入口匝道進(jìn)入到主線(xiàn)的交通量,從而使主線(xiàn)交通流處于最佳狀態(tài)。由于多個(gè)入口匝道相互關(guān)聯(lián)和相互影響,多匝道協(xié)調控制具有強的耦合性、非線(xiàn)性和時(shí)變性。針對上述問(wèn)題,提出了一種基于系統分層和粒子群優(yōu)化算法的控制方法。首先論述了高速公路多匝道系統的原理模型;然后闡述了多匝道協(xié)調控制系統的實(shí)現,系統由協(xié)調控制層和直接控制層組成,其中前者負責模型選擇、參數調整和確定期望的密度軌跡,后者采用比例積分微分控制器實(shí)施控制,并引入粒子群算法對控制器的比例系數、積分系數和微分系數進(jìn)行優(yōu)化;最后進(jìn)行了仿真實(shí)驗。結果表明,當高速公路出現交通擁堵時(shí),系統能夠快速地消除擁堵,并使主線(xiàn)交通流趨于穩定。該方法為高速公路多匝道控制提供了一種切實(shí)可行的新途徑。

    Abstract:

    Coordinated multi-ramp control at freeway entrance is to regulate the traffic volume entering into freeway mainlines from all on-ramps. Thus, mainline traffic flow is at its best. The coordinated multi-ramp control system is a strong coupling, nonlinear, and time-varying system because of the interaction of multi-ramps. Aiming at the problems as mentioned above, a coordinated control method is proposed based on a system hierarchy and a particle swarm optimization algorithm. Firstly, the principle and model of freeway multi-ramp system are dissertated. Then, the realization of a coordinated multi-ramp control system is expounded. This control system is composed of a coordination control layer and a direct control layer. Coordination control layer is used to select traffic models, to adjust the model parameters, and to determine desired trajectories of traffic densities. The direct control layer is responsible for control implementation by using proportional-integral-derivative controllers. A particle swarm algorithm is utilized for optimizing the proportional coefficients, integral coefficients, and derivative coefficients. Finally, simulation experiments are carried out. Simulation results show that the control system can quickly eliminate traffic jams and can stabilize the mainline traffic flow when freeway traffic congestion occurs. This approach provides a new and practical way for freeway coordinated multi-ramp control.

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梁新榮,朱春媚,顏沐.基于粒子群算法的多匝道協(xié)調控制計算機測量與控制[J].,2018,26(3):74-77.

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  • 收稿日期:2017-08-12
  • 最后修改日期:2017-08-27
  • 錄用日期:2017-08-28
  • 在線(xiàn)發(fā)布日期: 2018-03-29
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