Who you are is how you travel: A framework for transportation mode detection using individual and environmental characteristics

With the increasing prevalence of geo-enabled mobile phone applications, researchers can collect mobility data at a relatively high spatial and temporal resolution. Such data, however, lack semantic information such as the interaction of individuals with the transportation modes available. On the other hand, traditional mobility surveys provide detailed snapshots of the relation between socio-demographic characteristics and choice of transportation modes. Transportation mode detection is currently approached using features such as speed, acceleration and direction either on their own or in combination with GIS data. Combining such information with socio-demographic characteristics of travellers has the potential of offering a richer modelling framework that could facilitate better transportation mode detection using variables such as age and disability. In this paper, we explore the possibility to include both elements of the environment and individual characteristics of travellers in the task of transportation mode detection. Using dynamic Bayesian Networks, we model the transition matrix to account for such auxiliary data by using an informative Dirichlet prior constructed using data from traditional mobility surveys. Results have shown that it is possible to achieve comparable accuracy with the most widely used classification algorithms while having a rich modelling framework, even in the case of sparse mobility data.     

基于虚拟化云技术的路局中心地震预警监测系统方案及联动研究

通过研究铁路地震预警监测系统现状和建设趋势,从资源共享、重复性建设、地震联动触发信号系统停车、牵引供电系统断电等多角度分析存在的问题,结合实际需求,提出铁路局中心系统采用虚拟化云技术的建设思路,并提出地震预警监测系统通过路局中心系统与信号RBC、牵引供电中心接口的联动触发策略。文中论述了采用虚拟化云技术搭建的地震预警监测铁路局中心系统功能、系统构成、硬件配置,从而解决各条铁路接入路局中心增加大量服务器等所带来的资源浪费严重、重复性建设等问题,为建设项目节省投资;阐述了通过路局中心系统与信号RBC、牵引供电中心接口的联动触发方案,为安全提供保障的同时尽可能节省建设投资和维护成本,更好地为铁路安全保驾护航。     

Connectivity analysis of the global shipping network by eigenvalue decomposition

ABSTRACT

Maritime shipping necessitates flexible and cost-effective port access worldwide through the global shipping network. This paper presents an efficient method to identify major port communities, and analyses the network connectivity of the global shipping network based on community structure. The global shipping network is represented by a signless Laplacian matrix which can be decomposed to generate its eigenvectors and corresponding eigenvalues. The largest gaps between the eigenvalues were then used to determine the optimal number of communities within the network. The eigenvalue decomposition method offers the advantage of detecting port communities without relying on a priori assumption about the number of communities and the size of each community. By applying this method to a dataset collected from seven world leading liner shipping companies, we found that the ports are clustered into three communities in the global container shipping network, which is consistent with the major container trade routes. The sparse linkages between port communities indicate where access is relatively poor.     

高职高专中药炮制技术课程数字化教学资源的构建与运用——以郑州铁路职业技术学院中药专业为例

数字化信息化教学模式已经逐渐发展为高职高专教学的主流,为了适应数字化信息化教学模式的变化,郑州铁路职业技术学院依托信息化教学平台,通过构建中药炮制技术课程数字化资源,建设了微课、PPT、在线题库等数字资源,以线上线下相结合的混合教学模式,激发了学生学习的积极性和热情,丰富并提高了师生互动的方式和频率,达到了提高教学质量的目的。     

跃龙门隧道多功能钢拱架安装机快速施工配套技术

隧道施工机械化是我国隧道施工的发展方向。相较于开挖、衬砌机械化的快速发展,钢拱架安装机械化水平存在不足,长期以来较多采用人工作业,施工人员多、劳动强度大、施工效率及安装精度低,同时存在很大的安全隐患。本文通过跃龙门隧道机械化配置配套应用,分析了钢拱架安装机在机械化快速施工体系中的关键作用,并详细介绍了XZGMT411多功能钢拱架安装机相关参数、施工操作要点及注意事项。多功能钢拱架安装机的使用大幅提高了隧道施工效率及施工质量,缩短了施工工期。     

长大货物车适应THDS轴温探测技术的研究

针对不适应THDS轴温探测系统的长大货物车,分析论证了现车轴箱改进方案适应THDS轴温探测的不足,并提出了轴箱优化方案。经计算、试验和装车验证表明,新轴箱可行、有效、安全,满足THDS轴温探测要求,保证了长大货物车运输安全。     

BIM技术在清华珠三角公建项目施工中的应用研究

随着科技的进步及项目管理水平的提高,BIM技术应运而生。本文以清华珠三角研究院粤港澳大湾区创新基地项目为依托,从应用目标、应用前准备工作、前期策划管理、技术管理、质量安全管理、物资设备管理、进度管理、经济成本管理等方面开展BIM技术在公建项目施工中的应用研究,结果表明:使用BIM技术,使项目管理走向精细化、全面化、高效化,并提高质量标准,增加安全保障,减少项目成本,提高项目利润率;同时与AI技术相结合,使BIM技术更加具有简便性,产出更大效益。     

双块式轨枕外形质量快速检测系统研制及应用

SK?2型双块式混凝土轨枕是高速铁路无砟轨道结构中的重要预制件,单一生产厂日均产量达到800~1400根,但目前的人工检测方式无法满足双块式轨枕的出厂检验要求。本文提出的双块式轨枕外形质量快速检测系统可满足TB/T 3397—2015《CRTS双块式无砟轨道混凝土轨枕》的出厂检验要求,与双块式轨枕生产线相匹配,大大提高了检测效率,实现了双块式轨枕全参数、自动化、智能化检测。检测数据自动上传至生产管理平台,可对双块式轨枕生产质量进行跟踪管理。     

BIM技术在铁路预应力混凝土连续梁零号节段深化设计中的应用

近年来,部分铁路预应力混凝土连续梁支座附近出现浇筑不密实、蜂窝麻面等问题,一定程度上影响了连续梁质量。针对这一现状,结合BIM及C#语言技术,从深化设计平台的选择、精细化模型的构建以及BIM技术在深化设计中的应用开展研究。结果表明:(1)通过合理拆分并在空间上进行布尔组合,能够较快构建铁路连续梁零号节段BIM模型,满足深化设计条件;(2)基于BIM模型开展深化设计、生成2D图纸并统计工程数量,能够直观发现设计中的不足,一定程度上提升设计质量和效率。     

垃圾土力学特性及其路基填筑应用研究

将垃圾土应用于公路路基填筑是实现垃圾土大规模资源化利用的有效途径。本文首先对实际垃圾土进行筛分处理,制得适用于公路路基的垃圾筛余土(简称垃圾土);进而,通过室内试验研究了直接压实垃圾土和固化垃圾土的抗剪强度、CBR值等力学特性;以此为基础,修筑直接压实垃圾土路基试验段,并采用适宜的新型施工工艺修筑固化垃圾土路基试验段,监测路基的工后沉降随时间的变化规律,对比两种垃圾土路基的应用效果。结果表明:固化垃圾土与直接压实垃圾土相比,粘聚力提高1.6~1.9倍,内摩擦角提高30%以上,CBR值提高4.5~5.1倍;固化垃圾土路基的工后沉降比直接压实垃圾土路基降低64.7%,且能够更早地趋于稳定。以上结果证明:本文提出的固化垃圾土路基施工工艺和垃圾土资源化利用途径是可行的。