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1.
基于宁波市公共自行车刷卡数据、POI(Point of Interest)数据、气象和空气质量等数据,从数据驱动视角,深入挖掘公共自行车使用的时空特征及站点租还车需求预测。在时间上,采用KMeans算法,将站点聚为5类,探讨各类站点的时变需求规律及影响因素;在空间上,提出基于POI 数据的站点用地类型识别方法,将站点分为居住类、交通设施类、办公类和商业休闲类。构建以 15,30,60 min 为间隔,以租还车需求为目标变量的随机森林预测模型,并与常用的 BP (Back Propagation)神经网络、K最近邻方法进行比较。结果表明,随机森林模型的精度更高,适用性更强。以30 min为间隔的站点租还车需求预测精度最高,考虑站点土地利用类型后能有效提高模型的预测精度。本文结果可作为未来站点平衡调度的依据并推广应用于共享单车系统,为改善服务水平提供技术和理论支撑。 相似文献
2.
ABSTRACTThe advent of the autonomous vehicle (AV) will affect not only the transportation system, but also future patterns of land development. Integrated land use and transportation models will be critical tools in assessing the path forward with this technology. Key questions with respect to land use impacts of AVs arise from potential changes in sensitivity to travel and reduced demand for parking. It is an open question whether AVs will induce urban sprawl, or whether spatial economies of agglomeration will mitigate any reductions in travel time sensitivity. The deployment of shared fleets of AVs would likely reduce parking demand, producing yet to be explored impacts on property development within existing urban footprints. We perform a critical assessment of currently operational models and their ability to represent the adoption of AVs. We identify the representation of time in such models as a vital component requiring additional development to model this new technology. Existing model applications have focused on the discrete addition of new infrastructure or policy at a fixed point in time, whereas AV adoption will occur incrementally through time. Stated adaptation surveys are recommended as tools to quantify preferences and develop relevant model inputs. It is argued that existing models that assume comparatively static equilibrium have been convenient in the past, but are insufficient to model technology adoption. In contrast, dynamic model frameworks lack sufficient structure to maintain reasonability under large perturbations from base conditions. The ongoing advancement of computing has allowed models to move away from being mechanistic aggregate tools, towards behaviourally rich depictions of individual persons and firms. However, much work remains to move from projections of existing conditions into the future, to the evolution of the spatial economy as it evolves through time in response to new technologies and exogenous stresses. Principles from complex and evolutionary systems theory will be important in the development of models with the capacity to consider such dynamics. 相似文献
3.
随着城市化进程的加快,我国机动车拥有量及道路交通量急剧增加,停车问题已成为诸多城市的难题。本文在分析了城市中心区停车设施供应的影响因素的基础上,建立了停车设施供应与停车需求关系模型以及停车设施供应与路网容量平衡关系模型,对如何合理确定城市中心区停车泊位供应量进行了探讨,并在浙江省台州市滨海工业城启动区块的停车设施供应规划中得到应用,可为我国城市中心区静态交通设施规划提供借鉴。 相似文献
4.
交通需求OD估计与预测的现状研究分析 总被引:3,自引:3,他引:0
目前,对于静态OD矩阵估计问题已经有很多研究者,对于动态OD前沿的研究工作则非常有限。关于对OD估计和预测的研究可分为封闭网络和开放网络。介绍了研究封闭网络的Bell,Van der Zijpp,Chang and Wu和Chang and Tao等人的方法,以及研究开放网络动态估计的3种方法,即Cascetta、Okutani、Ashok和Ben—Akiva等人的方法。并指出可以将OD估计问题陈述为具有不同误差特性、多个来源的不同类型信息的综合性和一致性的结合体,此联合估测就是经济计量学的混合估计的问题。 相似文献
5.
主要介绍了灵便型多用途船舶市场需求的趋势以及其设计理念。这一新理念的3万吨级多用途船被命名为"超灵便"型,4家中国船厂迄今收到了总共22艘该型船舶的订单,另有许多其他船舶公司表达了今后订购的意向。 相似文献
6.
Mohammed Ohidul Haque 《Transportation》1992,19(1):43-57
For the purpose of estimating Engel elasticity, one needs to find the best functional form among various alternatives. In this paper, a new function, which is called the double semi-log Engel function turns out to be the best functional form for the transport and communication items in Australia on the basis of the distance function (D2) criterion, and the non-nested hypothesis testing procedure. This function is then used to estimate total expenditure elasticity, and the percentage change in consumer demand due to changes in total expenditure and total expenditure inequalities; using the 1975–76 Household Expenditure Survey data. The results of the analyses demonstrate that transport and communication is a necessary item in Australia on the basis of two criteria, viz., its elasticity is not significantly greater than unity, and the percentage change in demand increases with a decrease of the total expenditure inequality [emphasised by Iyengar (I960)]. Policy implication of the analyses has also been discussed. 相似文献
7.
Ramp meters in the Twin Cities have been the subject of a recent test of their effectiveness, involving turning them off for eight weeks. This paper analyzes the results with and without ramp metering for several representative freeways during the afternoon peak period. Seven performance measures: mobility, equity, productivity, consumers’ surplus, accessibility, travel time variation and travel demand responses are compared. It is found that ramp meters are particularly helpful for long trips relative to short trips. Ramp metering, while generally beneficial to freeway segments, may not improve trip travel times (including ramp delays). The reduction in travel time variation comprises another benefit from ramp meters. Non-work trips and work trips respond differently to ramp meters. The results are mixed, suggesting a more refined ramp control algorithm, which explicitly considers ramp delay, is in order. 相似文献
8.
基于马尔可夫链的极值波高预测 总被引:1,自引:0,他引:1
本文研究了由日最大波高系列估算设计极值波高时,相邻日最大波高间的相关性对极值预测的影响,从日最大波高系列遵从马尔可夫链的假定出发,考虑到国内外经常采用对数一正态分布的韦布尔分布拟合波高长期分布的现实,本文用解析法求解了对数一正态分布情况下的极值预测。同时,对解析法难以求解的非正态随机变量情况(如韦布尔分布),用计算机随机模拟方法求解其极值预测,用上述两种方法对北大西洋和北海有关日最大波高系列的预测 相似文献
9.
根据箱梁预制工艺的要求,模具的周转周期T2通常为3~5 d,而文献[1]中制梁台座规模优化算法仅适合于模具的周转周期T2=1 d的情况。针对文献[1]的局限性,试图通过作图、试算和归纳等一系列工作,找出适用于T2=[1,T1]时计算最优制梁台座数和模具数的通用算法,进一步扩大了算法的适用性。同时,结合文献[1]的工程实例,利用Matlab语言编程验证了改进算法的可行性。 相似文献
10.
长江经济带沿江铁路通道规划建设必要性分析 总被引:2,自引:2,他引:0
《铁道标准设计通讯》2017,(6):49-52
长江经济带发展正式上升为国家战略。沿江铁路通道横跨我国长江经济带,是我国长江经济带发展战略的支撑性通道。以沿江通道区位特征、产业布局、经济特征为依据,通过分析沿江铁路通道的发展现状、存在问题,通道内不同时期铁路运输需求,以及对拟建项目的功能定位进行分析,从而提出沿江铁路通道规划建设的必要性。 相似文献