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A stochastic user equilibrium model solving overlapping path and perfectly rational issues 被引量:1
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作者 YAN Dong-mei GUO Jian-hua 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第5期1584-1600,共17页
Traffic assignment has been recognized as one of the key technologies in supporting transportation planning and operations.To better address the perfectly rational issue of the expected utility theory(EUT)and the over... Traffic assignment has been recognized as one of the key technologies in supporting transportation planning and operations.To better address the perfectly rational issue of the expected utility theory(EUT)and the overlapping path issue of the multinomial logit(MNL)model that are involved in the traffic assignment process,this paper proposes a cumulative prospect value(CPV)-based generalized nested logit(GNL)stochastic user equilibrium(SUE)model.The proposed model uses CPV to replace the utility value as the path performance within the GNL model framework.An equivalent mathematical model is provided for the proposed CPV-based GNL SUE model,which is solved by the method of successive averages(MSA).The existence and equivalence of the solution are also proved for the equivalent model.To demonstrate the performance of the proposed CPV-based GNL SUE model,three road networks are selected in the empirical test.The results show that the proposed model can jointly deal with the perfectly rational issue and the overlapping path issue,and additionally,the proposed model is shown to be applicable for large road networks. 展开更多
关键词 stochastic user equilibrium cumulative prospect theory generalized nested logit method of successive averages
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Sensitivity analysis for stochastic user equilibrium with elastic demand assignment model
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作者 王建 吴鼎新 邓卫 《Journal of Southeast University(English Edition)》 EI CAS 2014年第3期363-367,共5页
This paper puts forward a rigorous approach for a sensitivity analysis of stochastic user equilibrium with the elastic demand (SUEED) model. First, proof is given for the existence of derivatives of output variables... This paper puts forward a rigorous approach for a sensitivity analysis of stochastic user equilibrium with the elastic demand (SUEED) model. First, proof is given for the existence of derivatives of output variables with respect to the perturbation parameters for the SUEED model. Then by taking advantage of the gradient-based method for sensitivity analysis of a general nonlinear program, detailed formulae are developed for calculating the derivatives of designed variables with respect to perturbation parameters at the equilibrium state of the SUEED model. This method is not only applicable for a sensitivity analysis of the logit-type SUEED problem, but also for the probit-type SUEED problem. The application of the proposed method in a numerical example shows that the proposed method can be used to approximate the equilibrium link flow solutions for both logit-type SUEED and probit-type SUEED problems when small perturbations are introduced in the input parameters. 展开更多
关键词 network modeling stochastic user equilibrium elastic demand sensitivity analysis first-order approximation
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A mixed stochastic user equilibrium model considering influence of advanced traveller information systems in degradable transport network 被引量:4
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作者 程琳 楼小明 +1 位作者 周静 马捷 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第5期1182-1194,共13页
Advanced traveler information systems (ATIS) can not only improve drivers' accessibility to the more accurate route travel time information, but also can improve drivers' adaptability to the stochastic network cap... Advanced traveler information systems (ATIS) can not only improve drivers' accessibility to the more accurate route travel time information, but also can improve drivers' adaptability to the stochastic network capacity degradations. In this paper, a mixed stochastic user equilibrium model was proposed to describe the interactive route choice behaviors between ATIS equipped and unequipped drivers on a degradable transport network. In the proposed model the information accessibility of equipped drivers was reflected by lower degree of uncertainty in their stochastic equilibrium flow distributions, and their behavioral adaptability was captured by multiple equilibrium behaviors over the stochastic network state set. The mixed equilibrium model was formulated as a fixed point problem defined in the mixed route flows, and its solution was achieved by executing an iterative algorithm. Numerical experiments were provided to verify the properties of the mixed network equilibrium model and the efficiency of the iterative algorithm. 展开更多
关键词 mixed stochastic user equilibrium model degradable transport network advanced traveler information systems (ATIS) drivers' behavioral adaptability multiple equilibrium behaviors fixed point problem
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Cumulative prospect theory-based user equilibrium model with stochastic perception errors 被引量:1
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作者 WANG Wei SUN Hui-jun 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第9期2465-2474,共10页
The cumulative prospect theory(CPT) is applied to study travelers' route choice behavior in a degradable transport network. A cumulative prospect theory-based user equilibrium(CPT-UE) model considering stochastic ... The cumulative prospect theory(CPT) is applied to study travelers' route choice behavior in a degradable transport network. A cumulative prospect theory-based user equilibrium(CPT-UE) model considering stochastic perception error(SPE) within travelers' route choice decision process is developed. The SPE is conditionally dependent on the actual travel time distribution, which is different from the deterministic perception error used in the traditional logit-based stochastic user equilibrium. The CPT-UE model is formulated as a variational inequality problem and solved by a heuristic solution algorithm. Numerical examples are provided to illustrate the application of the proposed model and efficiency of the solution algorithm. The effects of SPE on the reference point determination, cumulative prospect value estimation, route choice decision and network performance evaluation are investigated. 展开更多
关键词 cumulative prospect theory user equilibrium stochastic perception error variational inequality
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Modified stochastic user-equilibrium assignment algorithm for urban rail transit under network operation
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作者 朱炜 胡昊 +1 位作者 徐瑞华 洪玲 《Journal of Central South University》 SCIE EI CAS 2013年第10期2897-2904,共8页
Based on the framework of method of successive averages(MSA), a modified stochastic user-equilibrium assignment algorithm was proposed, which can be used to calculate the passenger flow distribution of urban rail tran... Based on the framework of method of successive averages(MSA), a modified stochastic user-equilibrium assignment algorithm was proposed, which can be used to calculate the passenger flow distribution of urban rail transit(URT) under network operation. In order to describe the congestion's impact to passengers' route choices, a generalized cost function with in-vehicle congestion was set up. Building on the k-th shortest path algorithm, a method for generating choice set with time constraint was embedded, considering the characteristics of network operation. A simple but efficient route choice model, which was derived from travel surveys for URT passengers in China, was introduced to perform the stochastic network loading at each iteration in the algorithm. Initial tests on the URT network in Shanghai City show that the methodology, with rational calculation time, promises to compute more precisely the passenger flow distribution of URT under network operation, compared with those practical algorithms used in today's China. 展开更多
关键词 urban rail TRANSIT stochastic user equilibrium ASSIGNMENT ALGORITHM method of successive AVERAGES network operation
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Development potential of the Northeast Passage based on a multinomial-logit-based stochastic user equilibrium model
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作者 ZHOU Xuelian HU Maixiu 《Advances in Polar Science》 CSCD 2023年第1期45-55,共11页
We developed a multinomial-logit-based stochastic user equilibrium(MNL SUE)model incorporating time value of cargo to investigate future proportions of cargo flow through the Northeast Passage(NEP)and the Suez Canal R... We developed a multinomial-logit-based stochastic user equilibrium(MNL SUE)model incorporating time value of cargo to investigate future proportions of cargo flow through the Northeast Passage(NEP)and the Suez Canal Route between representative ports.We studied navigation during the ice-free and ice-covered seasons using sea ice projections for 2070 based on 1991–2021 NEP ice data.Sailing distance and time between selected ports are lower via the NEP than the Suez Canal Route.Under the scenario of year-round operation of the NEP,the proportion of cargo flow through the NEP is estimated to be 68.5%,which represents considerable commercial potential.Proportions are higher for the ice-free season and for ports at high latitudes.We also assessed flow under different scenarios.Under the scenario of fuel price increase,proportion of flow through the NEP in the ice-covered season is expected to increase.If time value is ignored,flow through the NEP is expected to increase all year round.If shippers become more cost-conscious,flow through the NEP is also expected to increase. 展开更多
关键词 Northeast Passage multinomial-logit-based stochastic user equilibrium(MNL sue) time value scenario analysis
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Integrating Origin-Destination Survey and Stochastic User Equilibrium: A Case Study for Route Relocation
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作者 Deo Chimba Daniel Emaasit Boniphace Kutela 《Journal of Transportation Technologies》 2012年第4期297-304,共8页
The paper analyses integrating origin-destination (O-D) survey results with stochastic user equilibrium (SUE) in traffic assignment. The two methods are widely used in transportation planning but their applications ha... The paper analyses integrating origin-destination (O-D) survey results with stochastic user equilibrium (SUE) in traffic assignment. The two methods are widely used in transportation planning but their applications have not yet fully integrated. While O-D gives a generalized trip patterns, purpose and characteristics, SUE provides optimal trip distributions using the characteristics found in O-D survey. The paper utilized O-D and SUE in route relocation study for the town of Coamo in Puerto Rico. The O-D survey was used initially in studying possible trip distribution and assignment for the new route. Initial distribution and assignment of traffic to the existing roadway networks and the proposed route were allocated utilizing the O-D survey findings. The SUE was then used to optimize the assignments considering roadway characteristics such as number of lanes, capacity limits, free flow speed, signal spacing density, travel time and gasoline cost. The travel time was optimized through the Bureau of Public Roads (BPR) equation found in 2000 HCM. The optimal trips found from the SUE were then used to propose the final alignment of the new route. Traffic assignment from the SUE was slightly different from those initially assigned using O-D, indicating there was optimization. The assignment on new route was increased by 13.8% from the one assigned using O-D while assignment on the existing link was reduced by 22%. 展开更多
关键词 ROUTE RELOCATION Origin-Destination stochastic user equilibrium
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Generalized nested logit-based stochasticuser equilibrium model with distance constraint of electric vehicles
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作者 Yan Dongmei Guo Jianhua Park B.Brian 《Journal of Southeast University(English Edition)》 EI CAS 2022年第2期186-194,共9页
Considering the range anxiety issue caused by the limited driving range and the scarcity of battery charging stations,the conventional multinomial logit(MNL)model with the overlapping path issue was used in route choi... Considering the range anxiety issue caused by the limited driving range and the scarcity of battery charging stations,the conventional multinomial logit(MNL)model with the overlapping path issue was used in route choice modeling to describe the route choice behavior of travelers effectively.Furthermore,the generalized nested logit-based stochastic user equilibrium(GNL-SUE)model with the constraints of multiple user classes and distance limits was proposed.A mathematical model was developed and solved by the method of successive averages.The mathematical model was proven to be analytically equivalent to the modified GNL-SUE model,and the uniqueness of the solution was also confirmed.The proposed mathematical model was tested and compared with the GNL-SUE model without a distance limit and the MNL-SUE model with a distance limit.Results show that the proposed mathematical model can effectively handle the range anxiety and overlapping path challenges. 展开更多
关键词 traffic engineering stochastic user equilibrium generalized nested logit multinomial logit method of successive averages distance limit
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A Discrete-Time Stochastic Traffic Assignment Model
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作者 王炜 朱中 曲大义 《Journal of Southeast University(English Edition)》 EI CAS 2001年第1期13-17,共5页
A discrete time stochastic traffic assignment model is proposed. The model provides a discrete time description of the variations of flows on a road network during a day or a peak period. The congestion effect at li... A discrete time stochastic traffic assignment model is proposed. The model provides a discrete time description of the variations of flows on a road network during a day or a peak period. The congestion effect at links and link junctions are taken into account. The first in first out principle is enforced on all links at all periods of the day. A stochastic user equilibrium assignment is achieved when the tripmaker is unable to find better travel alternatives. A computational procedure is also presented. 展开更多
关键词 stochastic user equilibrium traffic assignment discrete time traffic assignment
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Traffic assignment problem under tradable credit scheme in a bi-modal stochastic transportation network: A cumulative prospect theory approach 被引量:2
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作者 HAN Fei ZHAO Xiang-mo CHENG Lin 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第1期180-197,共18页
The traffic equilibrium assignment problem under tradable credit scheme(TCS) in a bi-modal stochastic transportation network is investigated in this paper. To describe traveler’s risk-taking behaviors under uncertain... The traffic equilibrium assignment problem under tradable credit scheme(TCS) in a bi-modal stochastic transportation network is investigated in this paper. To describe traveler’s risk-taking behaviors under uncertainty, the cumulative prospect theory(CPT) is adopted. Travelers are assumed to choose the paths with the minimum perceived generalized path costs, consisting of time prospect value(PV) and monetary cost. At equilibrium with a given TCS, the endogenous reference points and credit price remain constant, and are consistent with the equilibrium flow pattern and the corresponding travel time distributions of road sub-network. To describe such an equilibrium state, the CPT-based stochastic user equilibrium(SUE) conditions can be formulated under TCS. An equivalent variational inequality(VI) model embedding a parameterized fixed point(FP) model is then established, with its properties analyzed theoretically. A heuristic solution algorithm is developed to solve the model, which contains two-layer iterations. The outer iteration is a bisection-based contraction method to find the equilibrium credit price, and the inner iteration is essentially the method of successive averages(MSA) to determine the corresponding CPT-based SUE network flow pattern. Numerical experiments are provided to validate the model and algorithm. 展开更多
关键词 tradable credit scheme cumulative prospect theory endogenous reference points generalized path costs stochastic user equilibrium variational inequality model heuristic solution algorithm
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Reliability analysis of stochastic park-and-ride network
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作者 Wenbo FAN 《Journal of Modern Transportation》 2012年第1期57-64,共8页
Park-and-ride (P&R) facilities can alleviate the traffic burden in central urban areas by enabling car drivers to park at the perimeter of congested areas and continue their journeys with public transportation (e.... Park-and-ride (P&R) facilities can alleviate the traffic burden in central urban areas by enabling car drivers to park at the perimeter of congested areas and continue their journeys with public transportation (e.g., metro and bus rapid transit). Whether a P&R scheme is successful depends on its attractiveness to car users. This paper presents anevaluation method for the reliability analysis of P&R mode. Two indices, P&R reliability and mode reliability, are in- troduced to represent the reliabilities of a transfer point and an entire trip, respectively. Then, a systematic reliability analysis is conducted for a stochastic P&R network, where travelers can complete their journeys via two options: auto mode or P&R mode. A variational inequality (VI) model is proposed and solved by a heuristic solution algorithm. Nu- merical results show that the P&R facility reliability is significantly influenced by the capacity of parking facilities, the dispatching frequency of the connecting metro, and the metro fare. In addition, a higher level of total demand in the network has significant negative impacts on P&R mode's attractiveness compared to auto mode. 展开更多
关键词 park-and-ride facility stochastic user equilibrium reliability variational inequality model
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基于双重限制的公交网络SUE配流模型及算法 被引量:3
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作者 张林峰 范炳全 +1 位作者 马良 吕智林 《系统工程学报》 CSCD 北大核心 2005年第3期278-284,共7页
考虑站点泊车容量和运送能力双重限制条件下的公交网络系统随机平衡分配问题,建立了与其相等价的数学规划模型,并提出有效的迭代算法.由于线路容量的限制,会导致乘客的过载延迟,车辆排队会使过载延迟进一步增加.在该模型中,乘客的过载... 考虑站点泊车容量和运送能力双重限制条件下的公交网络系统随机平衡分配问题,建立了与其相等价的数学规划模型,并提出有效的迭代算法.由于线路容量的限制,会导致乘客的过载延迟,车辆排队会使过载延迟进一步增加.在该模型中,乘客的过载延迟时间可由相应容量约束的拉格朗日乘子计算得到,车辆排队延误时间由排队论的理论求得.最后,实例表明该模型和算法是合理和有效的. 展开更多
关键词 公交网络 泊车容量 能力限制 随机用户平衡
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交通信息条件下道路和停车选择SUE模型及算法 被引量:8
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作者 四兵锋 林兴强 《管理科学学报》 CSSCI 北大核心 2007年第2期19-25,共7页
考虑交通信息系统(advanced traveler information system,ATIS)对出行者道路和停车选择行为的影响,并将出行者分成两类:一类出行者使用ATIS,另一类不使用ATIS.在此基础上,构造了一个基于概率的随机用户均衡模型来描述ATIS条件下的道路... 考虑交通信息系统(advanced traveler information system,ATIS)对出行者道路和停车选择行为的影响,并将出行者分成两类:一类出行者使用ATIS,另一类不使用ATIS.在此基础上,构造了一个基于概率的随机用户均衡模型来描述ATIS条件下的道路和停车选择问题,并给出了相应的求解算法.最后,通过一个算例分析了模型及算法的使用效果. 展开更多
关键词 交通信息系统 随机用户均衡 优化模型 求解算法
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基于出行时间预算的SUE交通分配 被引量:4
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作者 刘燕妮 吴义虎 郑颖杰 《长沙交通学院学报》 2007年第4期44-49,共6页
基于均匀分布的路段容量,分析了降级路网中路段和路径出行时间的随机变动,假定出行者根据以往的出行经验获取路径出行时间的可变性,并以出行时间预算的形式将这种可变性纳入到其路径选择过程中,进而定义路径出行时间预算为路径出行时间... 基于均匀分布的路段容量,分析了降级路网中路段和路径出行时间的随机变动,假定出行者根据以往的出行经验获取路径出行时间的可变性,并以出行时间预算的形式将这种可变性纳入到其路径选择过程中,进而定义路径出行时间预算为路径出行时间均值与出行时间安全边际之和.在此基础上,采用变分不等式技术构建了基于出行时间预算的多用户类型弹性需求随机用户均衡交通分配模型,并证明了模型解的等价性. 展开更多
关键词 交通分配 随机用户均衡 出行时间可靠性 出行时间预算 多用户类型 弹性需求
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城市轨道交通拟动态随机用户均衡分配方法
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作者 苏焕银 莫尚霖 代慧子 《交通运输系统工程与信息》 北大核心 2025年第2期273-281,共9页
为准确、快速掌握客流在城市轨道交通网络上的时空分布,本文提出适用于城市轨道交通网络的拟动态随机用户均衡分配模型及算法,将OD客流分配到线路区间上的不同时段内,获得网络上各线路区间在各时段内的客流分布。首先,设计换乘网络描述... 为准确、快速掌握客流在城市轨道交通网络上的时空分布,本文提出适用于城市轨道交通网络的拟动态随机用户均衡分配模型及算法,将OD客流分配到线路区间上的不同时段内,获得网络上各线路区间在各时段内的客流分布。首先,设计换乘网络描述不同出发时段的乘客出行过程,综合考虑候车时间、停站时间、运行时间、拥挤效益、换乘时间和换乘惩罚费用设计路径费用,路径费用随出发时段发生变化。在此基础上,设计拟动态随机用户均衡分配模型,并通过理论推导证明了模型的最优解在各个时段内均达到随机用户均衡状态。设计基于有效路径的动态相继平均算法对模型进行求解,在广州地铁网络上进行实验,算法收敛速度较快,达到了较高的收敛精度要求。分析不同随机性参数下的乘客路径选择情况,多数乘客倾向于选择最小费用有效路径,这些路径换乘次数往往最少,但出行里程不一定最短。分析线路区间上客流的时空分布特征,结果显示,部分线路区间上的客流分布具有显著的早晚高峰特征和潮汐现象,符合线路所在的区域特征和市内乘客的通勤出行习惯,证实了客流分配结果的合理性,具有一定的实际应用价值。 展开更多
关键词 铁路运输 随机用户均衡 相继平均算法 客流分配 换乘网络
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基于“四阶段法”的交通需求预测与改善优化
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作者 陈杉栅 《黑龙江交通科技》 2025年第2期125-128,F0003,共5页
交通需求分析是项目建设的依据和基础,对于交通系统改善优化具有重要影响。为研究新建项目对周边路网的影响,以“四阶段法”为基础,构建了城市交通需求分配模型,分析了研究区域的交通需求特征及其空间分布规律。利用交通规划软件,对项... 交通需求分析是项目建设的依据和基础,对于交通系统改善优化具有重要影响。为研究新建项目对周边路网的影响,以“四阶段法”为基础,构建了城市交通需求分配模型,分析了研究区域的交通需求特征及其空间分布规律。利用交通规划软件,对项目周边区域现状路网和未来交通需求进行了模拟与预测,量化了新增交通流量对路网运行状态的影响。最后,提出了交通系统改善与组织优化策略,包括出入口改善、优化内外部交通组织形式以及提升交通节点运行效率。 展开更多
关键词 交通工程 交通需求预测 四阶段法 随机用户均衡模型
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基于SUE客流分配的城市轨道交通可达性研究 被引量:7
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作者 张翔 刘杰 +1 位作者 殷勇 彭其渊 《交通运输工程与信息学报》 2019年第2期138-145,共8页
多数学者在研究城市轨道交通可达性以分析网络的静态拓扑属性为主,部分学者通过站点间的时间最短路或距离最短路分析城市轨道交通的可达性。本文在研究城市轨道交通可达性时,以乘客为城市轨道交通主体,在考虑客流分布的情况下建立一套... 多数学者在研究城市轨道交通可达性以分析网络的静态拓扑属性为主,部分学者通过站点间的时间最短路或距离最短路分析城市轨道交通的可达性。本文在研究城市轨道交通可达性时,以乘客为城市轨道交通主体,在考虑客流分布的情况下建立一套系统的可达性指标。从可动性和易达性两个方面分析城市轨道交通车站、线路及路网的可达性。并以《黔江区现代有轨电车线网规划》中规划线路为例,采用规划文件中数据,对黔江区有轨电车网络的早高峰站间OD进行随机用户均衡客流分配,得出可达性指标。对比分析未考虑客流分配时的可达性指标,发现该方法和指标能更好地反应城市居民的出行特征和城市轨道交通网络的实际特征。该方法和指标对城市轨道交通线网规划、线路调整及城市轨道交通运营管理具有一定参考意义。 展开更多
关键词 城市交通 城市轨道交通 可达性 随机用户均衡模型 客流分配
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MSA算法求解轨道交通SUE模型问题研究 被引量:5
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作者 邓军生 孔繁钰 《重庆科技学院学报(自然科学版)》 CAS 2008年第1期129-131,136,共4页
建立了拥挤条件下的出行阻抗函数,通过引入随机均衡配流条件,构建Logit形式的Fisk轨道交通随机均衡配流(SUE)模型。以随机网络加载算法作为相继平均法(MSA)的基础,给出了轨道交通SUE模型的求解算法。
关键词 随机均衡 轨道交通 拥挤条件 MSA
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Bounding the Inefficiency of the C-Logit Stochastic User Equilibrium Assignment 被引量:3
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作者 YONG Gui HUANG Haijun +1 位作者 LIU Tianliang XU Yan 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2016年第6期1629-1649,共21页
Compared with standard logit-based stochastic user equilibrium assignment model,the C-logit model describes route choice behavior in a more realistic way by considering the overlapping effect between routes.This paper... Compared with standard logit-based stochastic user equilibrium assignment model,the C-logit model describes route choice behavior in a more realistic way by considering the overlapping effect between routes.This paper investigates the inefficiency upper bounds of this model against the deterministic system optimum and the C-logit stochastic system optimum in terms of the total network travel time.It is found that the commonality factor of overlapping routes significantly affects the inefficiency bound,besides link congestion degree,total demand and the number of feasible routes.If the commonality factor is not considered,the efficiency loss resulting from selfishly stochastic travel behavior will be to large extent underestimated. 展开更多
关键词 Inefficiency bounding logit-based stochastic user equilibrium route overlapping.
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ATIS与收费策略下多用户随机均衡的效率损失
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作者 张俊婷 朱文龙 +1 位作者 叶顺强 陈华友 《运筹与管理》 CSSCI CSCD 北大核心 2024年第4期147-152,I0046,I0047,共8页
考虑ATIS作用的交通网络,用户具有交通信息接受程度的异质性;进一步,考虑实施道路收费策略情形下,用户具有时间价值的异质性;基于这两类异质性,研究了ATIS下异质性交通网络的效率损失问题。用户对ATIS系统的响应程度,亦即ATIS信息遵从率... 考虑ATIS作用的交通网络,用户具有交通信息接受程度的异质性;进一步,考虑实施道路收费策略情形下,用户具有时间价值的异质性;基于这两类异质性,研究了ATIS下异质性交通网络的效率损失问题。用户对ATIS系统的响应程度,亦即ATIS信息遵从率,是影响ATIS系统运行效率的关键因素。因此,通过ATIS信息遵从率参数的引入,将用户分为不同类型。假设用户均按照随机方式进行择路,建立了基于时间准则与基于费用准则的多用户Logit-随机均衡变分不等式。当系统总出行成本包含收费时,建立了多用户双准则系统最优模型,界定了多用户Logit-随机均衡相对于多用户系统最优的效率损失,推导出效率损失上界;进一步分析了当路段阻抗函数为多项式情形时,引入了自由流出行时间参数,给出了双准则下效率损失上界的解析式,分析了效率损失上界与各参数之间的关系。研究结论表明,双准则下效率损失上界为ATIS信息遵从率的减函数;此外,效率损失上界与路段阻抗函数、用户时间价值及其对路网的熟悉程度、路网本身复杂程度等因素有关。最后,通过算例验证了结论的有效性。 展开更多
关键词 ATIS 道路收费 多用户随机均衡 多用户系统最优 效率损失
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