在被破坏的地铁网络中通过混合群群智能进行路线指导的双层模拟驱动优化
Xuanchuan Zheng1, Yong Qin2, Jianyuan Guo1
1School of Traffic and Transportation, Beijing Jiaotong University, Beijing 100044, China.
Sensors (Basel, Switzerland)
|March 14, 2026
概括
本研究介绍了城市铁路交通中断的优化框架,通过减少拥堵和旅行时间来改善路线指导. 它通过智能模拟和优化,通过智能模拟和优化增强紧急情况下的乘客体验.
科学领域:
- 运营研究 运营研究
- 运输科学 运输科学
- 计算科学 计算科学
背景情况:
- 城市铁路交通中断需要有效的实时路线指导.
- 现有的策略往往难以平衡缓解拥堵和乘客旅行时间.
研究的目的:
- 在城市铁路运输中断期间开发实时路线指导的优化框架.
- 为了纳入乘客的行为反应,包括旅行时间,拥堵感知和信息成本.
主要方法:
- 一个双层模拟评估机制,使用物理一致的增量模拟器进行快速,高准确度的评估.
- 一种混合算法,结合了灰狼优化器和自适应大邻里搜索来优化原点-目的地路线指导.
- 集成基于领域知识的运营商和顺序修复机制,以实现高效的全球和本地搜索.
主要成果:
- 拟议的框架减少了36%的拥堵,平均旅行时间减少了7.16分钟.
- 与基线算法相比,解决方案质量提高了12-30%.
- 模拟机制实现了599倍的速度提升,具有高保真性 (皮尔森相关性>0.96).
结论:
- 该框架证明了在大型地铁网络中应急路线指导的实际应用.
- 将智能优化与高效仿真相结合,可以有效地管理交通中断.
- 该方法成功地平衡了在中断期间运营效率与乘客需求.
相关概念视频
Design Example: Alignment of a Road Line Using GIS
394
The alignment of a road line using Geographic Information Systems (GIS) is a critical process in civil engineering, combining advanced technology with practical decision-making. This methodology begins with the collection of geospatial data, including information on land cover, geomorphology, drainage patterns, slope, and contour details. Such data is typically acquired through satellite imagery and GIS tools, offering a comprehensive understanding of the terrain.Once the data is gathered, it...
394
Multimachine Stability
602
Multimachine stability analysis is crucial for understanding the dynamics and stability of power systems with multiple synchronous machines. The objective is to solve the swing equations for a network of M machines connected to an N-bus power system.
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
In analyzing the system, the nodal equations represent the relationship between bus voltages, machine voltages, and machine currents. The nodal equation is given by:
602
Distributed Loads: Problem Solving
1.2K
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
1.2K
Manipulation and Analysis
320
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
320
Fast Decoupled and DC Powerflow
799
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
799
Maximum Power Flow and Line Loadability
690
The maximum power flow for lossy transmission lines is derived using ABCD parameters in phasor form. These parameters create a matrix relationship between the sending-end and receiving-end voltages and currents, allowing the determination of the receiving-end current. This relationship facilitates calculating the complex power delivered to the receiving end, from which real and reactive power components are derived.
690

