Integrated optimal control model of freeway network based on particle swarm optimization
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摘要: 应用非线性最优控制方法, 研究了高速公路网的匝道控制和路径诱导的集成问题, 构造了集成控制的最优控制模型。在模型中, 以路网总耗时最小为优化目标, 以METANET模型为网络交通流模型, 考虑了控制变量的更新周期约束, 采用粒子群优化技术求解优化模型。仿真结果表明: 无控制时, 路网总耗时为3376 veh·h; 仅实施匝道控制时, 路网总耗时为3005 veh·h; 仅实施路径诱导时, 路网总耗时为2768 veh·h; 集成控制时, 路网总耗时为2464 veh·h。可见, 集成控制效果最优。Abstract: With nonlinear optimal control method, the integrated control problem of ramp and route guidance for freeway network was studied, and an integrated optimal control model was put forward. In the model, the control objective is to minimize the total time spent (TTS) of freeway network, METANET model was taken as the process model of traffic flow, the minimum updating cycles of control variables were considered, and the numerical solution of the model was achieved by using particle swarm optimization (PSO) method. Simulation result shows that TTS is 3 376 veh·h under uncontrol, TTS is 3 005 veh·h under only ramp control, TTS is 2 768 veh·h under only route guidance, and TTS is 2 464 veh·h under integrated control. Obviously, the control effect of integrated control is optimal. 3 figs, 14 refs.
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Key words:
- traffic coutrol /
- integrated control /
- freeway network /
- particle swarm optimization /
- route guidance /
- ramp control
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[1] HEGYI A, DE SCHUTTER B, HELLENDOORN H. Model predictive control for optimal coordination of ramp metering and variable speed limits[J]. Transportation Research Part C, 2005, 13 (3): 185-209. doi: 10.1016/j.trc.2004.08.001 [2] KOTSIALOS A, PAPAGEORGIOU M, MANGEAS M, et al. Coordinated and integrated control of motorway networks via non-linear optimal control[J]. Transportation Research Part C, 2002, 10 (1): 65-84. doi: 10.1016/S0968-090X(01)00005-5 [3] DIAKAKI C, PAPAGEORGIOU M. Simulation studies of integrated corridors control in Glasgow[J]. Transportation Research Part C, 1997, 5 (3/4): 211-224. [4] PAPAGEORGIOU M. An integrated control approach for traffic corridors[J]. Transportation Research Part C, 1995, 3 (1): 19-30. doi: 10.1016/0968-090X(94)00012-T [5] MEORENO J C, PAPAGEORGIOU M. Integrated optimal flow control in traffic networks[J]. European Journal of Operational Research, 1993, 71 (2): 317-323. doi: 10.1016/0377-2217(93)90057-T [6] MA Shou-feng, LI Yan-jun, HE Guo-guang. System analysis for coordination modes between urban traffic control and vehicle route guidance[J]. Journal of Management Sciences in China, 2003, 6(3): 72-78. (in Chinese) [7] YANG Zhao-sheng, BAO Li-xia, LIU Xin-jie, et al. Study on coordination of ramp metering and dynamic speed guidance for urban expressway[J]. Journal of Jilin University: Engineering and Technology Edition, 2006, 3 (S): 144-147. [8] GAN Hong-cheng, WEI Yun, FAN Bing-quan, et al. Integrated feedback control of urban freeway networks via nonlinear opti mization[C]//Transportation Research Board. Proceedings of the86th Annual Meeting of Transportation Research Board. Washington DC: Transportation Research Board, 2007: 1-26. [9] LU Zhi-lin, FAN Bing-quan, GAN Hong-cheng. Integrated control of urban expressway networks under incident i mpacts[C]//IEEE. Proceedings of the9thInternational Conference on Control, Automation, Robotics and Vision. Singapore: IEEE, 2006: 1-6. [10] PAPAGEORGIOU M. Dynamic modeling, assignment, and route guidance in traffic networks[J]. Transportation Research Part B, 1990, 24 (6): 471-495. [11] MESSMER M, PAPAGEORGIOU METANET. A macroscopic simulation program for motorway networks[J]. Traffic Engineering and Control, 1990, 31 (8/9): 466-470, 549. [12] PAPAGEORGIOU M, BLOSSEVILLE J M, HADJ-SALEM H. Modelling and real-time control of traffic flow on the southern part of Boulevard Peripherique in Paris: part I: modelling[J]. Transportation Research Part A, 1990, 24 (5): 345-359. doi: 10.1016/0191-2607(90)90047-A [13] KENNEDY J, EBERHART R C. Particle swarm optimization[J]. IEEE. Proceedings of IEEE International Conference on Neural Networks (ICNN). NJ: IEEE, 1995: 1942-1948. [14] HAN Yin, LI We-i bin, LI Xiao-feng. The algorithm PSO of adjustment and optimization for public traffic network[J]. China Journal of Highway and Transport, 1999, 12(3): 100-104. (in Chinese) -
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