公共自行车使用时空特性挖掘及租还需求预测

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。     

面向新型混合交通流的智能交叉口网络布局优化

考虑网联自动驾驶车辆(Connected Autonomous Vehicle, CAV)应用先进的车联网与自动驾驶技术，可以采用智能交叉口的组织形式，大幅提升交叉口的通行效率，为降低CAV与人工驾驶车辆(Human-driven Vehicle, HV)混行条件下城市交通系统的整体出行成本，提出智能交叉口在城 市交通网络中的布局优化问题，建立数学优化模型并求解。首先，基于对两类车辆行驶特性的分析，建立混合用户均衡模型，描述CAV与HV的路径选择行为；其次，从交通规划者的角度，以系统最优为目标，整合混合用户均衡模型，建立面向新型混合交通流的智能交叉口网络布局优化模型，并利用改进的遗传算法求解；最后，选取Sioux-Falls交通网络作为案例分析，验证模型与算法的有效性，并研究CAV渗透率变化对优化结果的影响。研究表明，智能交叉口在城市路网中的合理规划极大地提高了新型混行场景下城市交通系统的出行效率，同时，大幅降低了由于网联自动 驾驶单方面技术优势带来的CAV与HV的出行效率差距，增进了出行公平性。     

Integrated models of land use and transportation for the autonomous vehicle revolution

ABSTRACT

The 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.     

时间社会学视角下老年人对家庭出行行为的影响研究

为阐述家庭微观社会情境中老年人与同住成员之间的行为交互对个体出行决策的影响，本文从时间社会学视角出发，以昆明市有老年人家庭为分析单元，用家庭贡献度量化老年人家务活动的分担程度，构建结构方程模型揭示老年人对家庭成员日常活动时间结构的影响，进而剖析成员间的活动交互影响机理.结果表明：老年人家庭贡献度增加时，成员间在非通勤活动上的交互效用减弱；由于女家长在时间结构上呈现隐形的“时间贫困”特征，其在活动-出行模式上受老年人家庭贡献度的影响显著高于男家长；与此同时，老年人作用下女家长在非通勤活动出行决策时优先考虑家务活动的时间安排，而男家长则优先考虑自由活动的安排.     

城市中心区停车设施供应研究

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。     

交通需求OD估计与预测的现状研究分析

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。     

清水冲刷河床调整过程试验研究

通过沙质河床清水冲刷水槽试验,对河床纵剖面的调整、沙波尺度、粗化层厚度及其与沙波运动关系、粗化层级配、推移质级配等进行了观测分析,进一步揭示了清水冲刷,河床重建平衡的机理。水槽试验表明,沙质河床清水冲刷,上游河段比降调平,床沙粗化,沙波发育,河床阻力增大,水深增大,流速减小,导致河床供沙能力削弱,输沙能力降低,冲刷向不冲刷转化。     

超灵便型多用途船舶的开发和设计

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。     

Aggregate expenditure elasticity for transport and communication in Australia

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.     

产业集群企业人群行为的博弈分析

产业集群的形成和成长是集群外企业不断人群的过程，企业人群的行为是一种博弈决策。文中运用博弈理论、期望理论和效用理论的基本原理，以效用期望投资收益为依据，构建出企业人群的两类博弈模型：基于期望投资收益和具有偏好性的企业人群博弈模型，推导出企业人群的集群临界欢迎概率函数。描述了集群市场对企业人群行为欢迎概率的影响因素、构成模型和变化趋势。指出企业人群的偏好性对产业集群欢迎程度的具有很大的弹性。