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。     

Economic and ecological optimization of electric bus charging considering variable electricity prices and CO2eq intensities

In many cities, diesel buses are being replaced by electric buses with the aim of reducing local emissions and thus improving air quality. The protection of the environment and the health of the population is the highest priority of our society. For the transport companies that operate these buses, not only ecological issues but also economic issues are of great importance. Due to the high purchase costs of electric buses compared to conventional buses, operators are forced to use electric vehicles in a targeted manner in order to ensure amortization over the service life of the vehicles. A compromise between ecology and economy must be found in order to both protect the environment and ensure economical operation of the buses.In this study, we present a new methodology for optimizing the vehicles’ charging time as a function of the parameters CO_2eq emissions and electricity costs. Based on recorded driving profiles in daily bus operation, the energy demands of conventional and electric buses are calculated for the passenger transportation in the city of Aachen in 2017. Different charging scenarios are defined to analyze the influence of the temporal variability of CO_2eq intensity and electricity price on the environmental impact and economy of the bus. For every individual day of a year, charging periods with the lowest and highest costs and emissions are identified and recommendations for daily bus operation are made. To enable both the ecological and economical operation of the bus, the parameters of electricity price and CO₂ are weighted differently, and several charging periods are proposed, taking into account the priorities previously set. A sensitivity analysis is carried out to evaluate the influence of selected parameters and to derive recommendations for improving the ecological and economic balance of the battery-powered electric vehicle.In all scenarios, the optimization of the charging period results in energy cost savings of a maximum of 13.6% compared to charging at a fixed electricity price. The savings potential of CO_2eq emissions is similar, at 14.9%. From an economic point of view, charging between 2 a.m. and 4 a.m. results in the lowest energy costs on average. The CO_2eq intensity is also low in this period, but midday charging leads to the largest savings in CO_2eq emissions. From a life cycle perspective, the electric bus is not economically competitive with the conventional bus. However, from an ecological point of view, the electric bus saves on average 37.5% CO_2eq emissions over its service life compared to the diesel bus. The reduction potential is maximized if the electric vehicle exclusively consumes electricity from solar and wind power.     

考虑高铁客运产品间交叉弹性的动态票价策略

将由特定高铁列车所提供的起讫点间的旅客运输服务定义为单个高铁客运产品。随着高速铁路越来越"公交化",同一起讫点间客运产品间的可替代性越来越强,票价的调整有了更精细化的要求。用经济学中的交叉弹性理论描述客运产品间的可替代程度,用指数需求函数描述客运产品的需求与票价的关系,构建并求解高铁动态票价优化模型,对客运产品间不同可替代程度下的最优动态票价策略进行研究。结果显示:高铁客运产品间的可替代性会影响票价策略的选择,且客运产品间可替代程度的增加是否有利于客票收益的提高与可行折扣票价集合的选取有关。     

内河船舶和国内海船CO2系统的异同分析

针对船舶现场检验中发现的固定式灭火系统的CO₂系统以及瓶头阀及其相关组件的各种缺陷,主要阐述内河船舶CO₂系统和国内海船CO₂系统的异同、瓶头阀的结构、释放总管的安装要求、泄放总管的安装要求、控制管路的安装要求,这也是验船师现场检验的难点,以期相关人员在遇到问题时了解如何处理。     

多模式交通环境下上海居民职住选择行为

随着城市尺度不断扩张,由职住分离带来的长距离、长时间通勤交通问题日益严重。为研究多模式交通环境上海居民职住位置选择行为及其影响因素,基于网络问卷调查数据、上海市路网数据及房价数据,构建方式选择与目的地选择联合模型,按照选择次序,分析各出行方式的服务水平和房价等变量对居住地和工作地的选择影响。结果表明,居民倾向于选择通勤距离近、交通可达性良好、房价低和人文生活环境较好的小区工作生活,同时年长者和低收入群体对通勤距离和房价更敏感。     

我国机场货运规模体系评价及优化建议

新形势下,优化中国机场货运规模体系对中国民航高质量发展和民航强国建设具有重要现实意义。从总量规模、货运功能、整体优化水平的多视域角度可以对中国机场货运规模体系进行综合评价。分析表明:(1)目前,我国航空货运形成了"4+3+N"机场发展格局;(2)我国机场货运功能整体呈现"低水平、扁平化"发展态势;(3)我国机场货邮规模体系优化程度有待提高,与美国也存在一定发展差距。本文的政策涵义在于,中国机场货运规模体系优化要有系统性思维,结合当前发展新形势和新机遇,重点应在供需两侧、系统布局、改革协同三个维度进行顶层设计。     

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。     

柴油机曲轴的三维形状优化

采用序列线性规划算法对16V240ZJ柴油机锻钢曲轴圆角进行了形状优化设计。优化的目标函数是最大应力最小,设计变量是圆角附近设计单元控制节点的坐标。优化结果完全满足曲轴设计与制造工艺的要求。     

水深平均k—ε紊流模型在大尺度水域中的应用研究

本文利用Patanker求解紊动输运方程标准的SIMPLEC计算程式,对小尺度丁坝绕流进行了模拟计算,取得了与水槽试验一致的流速分布结果。为了探讨大尺度水域紊动量K、ε壁面边界条件的给定,本文将水槽看成是一种比尺模型,将水槽试验流速分布按重力相似和阻力相似准则延伸到大尺度水域,并以此研究k—ε模型模拟大尺度回流的置信水平。计算结果表明通过选择合适的紊动量壁面边界条件,该模型对大尺度回流计算也能取得较好的结果。     

狗左右心室和肺循环功能的同步测定与评价

本文介绍了狗左、右心室和肺循环功能的同步测定方法,并同时观察了左、右心室收缩、舒张性能、泵功能和肺循环功能的多项指标。在实验条件下,动物的生理状况在3小时内基本稳定。