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基于神经网络实现交叉口多相位模糊控制 总被引:3,自引:5,他引:3
根据城市交叉口交通流的特点,给出了一种交叉口多相位自适应控制算法,综合考虑相邻车道上的车队长度,利用多层BP神经网络实现了道路交叉口多相位模糊控制。仿真结果表明,所设计的模糊神经网络控制器能有效地减少单交叉口平均车辆延误,具有较强的学习和泛化能力。 相似文献
3.
Bus Priority Using pre-signals 总被引:2,自引:0,他引:2
The need to provide efficient public transport services in urban areas has led to the implementation of bus priority measures in many congested cities. Much interest has recently centred on priority at signal controlled junctions, including the concept of pre-signals, where traffic signals are installed at or near the end of a with-flow bus lane to provide buses with priority access to the downstream junction. Although a number of pre-signals have now been installed in the U.K., particularly in London, there has been very little published research into their design, operation and optimisation. This paper addresses these points through the development of analytical procedures which allow pre-implementation evaluation of specific categories of pre-signals. The paper initially sets out three categories of pre-signal, which have different operating characteristics, different requirements for signalling and different impacts on capacity and delay. Key issues concerning signalling arrangements for these categories are then discussed, together with a summary of the analytical approach adopted and the assumptions required. Equations are developed to allow appropriate signal timings to be calculated for pre-signalised intersections. Further equations are then developed to enable delays to priority and non-priority traffic, with and without pre-signals, to be estimated with delay being taken here as the key performance criterion. The paper concludes with three application examples illustrating how the equations are applied and the impacts of pre-signals in different situations.The analyses confirm the potential benefits of pre-signals, where these signals apply to non-priority traffic only. Where buses are also subject to a pre-signal, it is shown that disbenefits to buses can often occur, unless bus detectors are used to gain priority signalling. 相似文献
4.
提出的自动判定和实时跟踪高速公路常发性拥挤路段的方法包含3个算法:①路段平均车速算法;②交通流区段类型判定算法;③排队类型判定算法。考虑采用两个前后相邻车辆检测站之间的路段平均车速来实时判定和跟踪常发性交通拥挤路段的情况,使得模型所提供的信息更能反映路段的真实交通状况。采用路段平均车速的方法克服了目前采用点速度来跟踪车队方法的局限性,并且采用“客观”标定临界车速作为基于现场数据判定车队状态的一种方法。 相似文献
5.
Nicholas B. Taylor 《运输规划与技术》2018,41(1):37-57
ABSTRACTPredicting the risk of traffic demands and delays exceeding critical limits at road junctions, airports, hospitals, etc., requires knowing how both mean and variance of queue size vary over time. Microscopic simulation can explore variability but is computationally demanding and gives only sample results. A computationally efficient approximation to the mean is used in many modelling tools, but only empirical extensions for variance in particular situations have been available. The paper derives theoretical formulae for time-dependent and equilibrium variance, believed to be novel and to apply generally to queues covered by the Pollaczek–Khinchin mean formula, and offering possible structural insights. These are applied in an extended approximation giving mutually consistent mean and variance estimates with improved accuracy. Tests on oversaturated peak demand cases are compared with Markov probabilistic simulation, demonstrating accuracy (R2?>?0.99) for typical random, priority-like (M/M/1) and traffic-signal-like (M/D/1) queues. Implications for risk analysis, planning and policy are considered. 相似文献
6.
公交车能耗碳排放强度与车辆、线路和驾驶员有显著相关关系,为精准刻画其能耗碳排放强度特征,整合OBD监测数据、加油(气)数据、运营排班数据等多源数据资源. OBD监测数据和加油(气)数据呈显著的线性关系,证明修正后的OBD监测数据可满足分析要求. 搭建“速度-能耗碳排放强度曲线”测算模型,幂函数关系的拟合优度R2 =0.972 6 为最高. 实证研究发现,平均速度在10~60 km/h 变化时,液化天然气(LNG)车比柴油车能耗碳排放强度高 3.3%~33.7%,双层车比铰接车高2.4%~13.3%;LNG铰接车在不同线路、相同速度下的强度相差9.6%;不同驾驶员在相同线路的能耗碳排放强度可相差24.2%. 模型为各城市基于多源数据开展公交能耗碳排放目标设定提供数据支撑. 相似文献
7.
Short period traffic counts (SPTCs) are conducted routinely to estimate the annual average daily traffic (AADT) at a particular site. This paper uses Indian traffic volume data to methodically and extensively study the effect of four aspects related to the design of SPTCs. These four aspects are: (i) for how long, (ii) on which days should SPTCs be carried out, (iii) how many times, and (iv) on which months should SPTCs be carried out? The analyses indicate that the best durations for conducting SPTCs are 3 days (starting with a Thursday) and 7 days, for total traffic and truck traffic, respectively. Further, these counts should be repeated twice a year keeping a separation of two months between the counts to obtain good estimates of AADT at minimal cost. An additional outcome of this study has been the determination of seasonal factor values for roads in developing economies, like India. 相似文献
8.
This paper reviews the existing procedures to compute the seasonal factors, growth factors, and the number of automatic traffic recorder stations (ATRs) for developing a statistically reliable traffic counting program. The review is based on, (i) theoretical evaluation of the procedures, (ii) analysis of the results obtained from applying these procedures to extensive real life data, and (iii) experience of past researchers with these methods. The paper primarily deals with existing statistical procedures for determining seasonal factors, since it is believed that these factors play the most important role in estimating Annual Average Daily Traffic (AADTs) from short counts. The procedure of cluster analysis (which is most commonly used to determine seasonal factors) is critically reviewed. The shortcomings of this method motivated the development of a different statistical procedure, based on regression analysis, to determine seasonal factors. It is shown that this newly developed method gives better results than the cluster analysis techniques. Furthermore, separate sections are dedicated to a thorough analysis of determination of number of ATR stations and computation of growth factors. 相似文献
9.
This paper suggests a methodological approach for the forecasting of marine fuel prices. The prediction of the bunker prices is of outmost importance for operators, as bunker prices affect heavily the economic planning and financial viability of ventures and determine decisions related to compliance with regulations. A multivariate nonstationary stochastic model available in the literature is being retrieved, after appropriate adjustment and testing. The model belongs to the class of periodically correlated stochastic processes with annual periodic components. The time series are appropriately transformed to become Gaussian, and then are decomposed to deterministic seasonal characteristics (mean value and standard deviation) and a residual time series. The residual part is proved to be stationary and then is modeled as a Vector AutoRegressive Mooving Average (VARMA) process. Finally, using the methodology presented, forecasts of a tetra-variate and an octa-variate time series of bunker prices are produced and are in good agreement with actual values. The obtained results encourages further research and deeper investigation of the driving characters of the multivariate time series of bunker prices. 相似文献
10.
公路平面信号交叉口左转车道长度设计 总被引:1,自引:0,他引:1
平面交叉口作为道路系统的一个重要组成部分,其服务水平的好坏对整个道路系统的安全和效率有着重要的影响。因为来自不同方向的车流在此处合流、分流和交叉,其中频繁的左转车辆阻碍直行车流的行驶,降低了交叉口的通行能力,增加了交叉口的延误,并增大交通事故率。如果合理设置左转车道能够有效地将左转车辆从直行车流中分离出来,减小车流速度方差,并降低追尾事故的发生;而左转车道,长度的设计是设置左转车道的关键元素,本文主要是针对信号交叉口选取适当的设计指标建立模型,并通过TSIS软件进行仿真分析,得出专用左转相位下的左转车道排队长度,进而计算出左转车道的设计长度。 相似文献