Integrated solution for anomalous driving detection based on BeiDou/GPS/IMU measurements

There has been an increasing role played by Global Navigation Satellite Systems (GNSS) in Intelligent Transportation System (ITS) applications in recent decades. In particular, centimeter/decimetre positioning accuracy is required for some safety related applications, such as lane control, collision avoidance, and intelligent speed assistance. Lane-level Anomalous driving detection underpins these safety-related ITS applications. The two major issues associated with such detection are (1) accessing high accuracy vehicle positioning and dynamic parameters; and (2) extraction of irregular driving patterns from such information. This paper introduces a new integrated framework for detecting lane-level anomalous driving, by combining Global Positioning Systems (GPS), BeiDou, and Inertial Measurement Unit (IMU) with advanced algorithms. Specifically, we use Unscented Particle Filter (UPF) to perform data fusion with different positioning sources. The detection of different types of Anomalous driving is achieved based on the application of a Fuzzy Inference System (FIS) with a newly introduced velocity-based indicator. The framework proposed in this paper yield significantly improved accuracy in terms of positioning and Anomalous driving detection compared to state-of-the-art, while offering an economically viable solution for performing these tasks.     

大洪山生态文化旅游区空间发展模式研究

文章针对近域旅游区主导旅游资源相似和相异并存的特点,提出旅游区＂整合-竞合＂发展模式（3C模式）,并以大洪山生态文化旅游区组织与规划为例,提出基于游客行为的旅游线路组织模式及相应的旅游公路网布局结构与交通设计理念。     

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.     

基于实训基地中职汽修专业教学模式构建探究

职业院校是培养专业技术人才的摇篮.而汽修专业是一门实践性很强的学科,要切实提高学生的汽车维修技术,大量的实践教学必不可少,这将有利于提高学生的专业素养以及实操能力,为学生夯实就业基础.因此,中职汽修专业实训基地的建设极为重要.尤其是如今人们生活水平大步提升,汽车已在我国获得普及应用.近年来私家车数量陡增,而汽修专业人才...     

电辅助驱动技术研究

文章提供一种第二轴采用传统驱动桥作为主驱动、第三轴采用电驱动桥作为辅助驱动的驱动力复合并联混合动力三轴车型方案,结合提升轴空气悬架控制技术,该方案在运营经济性方面比传统双后轴驱动车型更优.     

充电模式下锂离子电池组主动均衡控制方法研究

目前电动汽车都会采用到驱动动力强劲的锂离子电池,在充电模式下保证锂电子电池组实现主动均衡控制,有效推进电动汽车电力系统良性发展,提升电汽车整体性能.文章中所探讨的是基于双向Buck-Boost拓扑结构的主电路主动均衡控制系统,它其中基于荷电状态SOC建立主要均衡判据,进而实现了对主动均衡控制策略的有效改进.简单研究了充...     

“教学做合一”教学模式在汽车维修专业课教学中的实践

随着我国中等职业教育的发展与普及,学校对于学生的成绩要求降低,这也就在一定程度上导致所招收的学生综合素质能力水平不足。而在学习过程中,由于学生的学习基础较差、学习兴趣不足,影响专业技术的教学,不利于中职院校课堂教学的发展与进步。要想当前对教育教学形式,满足老师老师的教学需求,就要对中职院校的教学模式进行改变与创新。而"教学做合一"的教学模式能够通过实践活动、以学生为教学中心,引导学生主动参与到课堂教学当中,有效的提高课堂教学质量与效率。本文通过对"教学做合一"的教学模式的内涵和特征进行分析,进一步进行"教学做合一"教学模式在汽车维修专业课教学中的探索与实践。     

新机遇下我国新能源汽车换电模式发展前景分析

换电模式是一种新能源汽车快速补电方式,具有补电速度快、自动化水平高、集成度高等优点,可大大降低消费者里程焦虑.还可实现车电分离销售,解决消费者购车成本高的难题.由于受到换电标准不统一、换电车型少等因素限制,新能源汽车换电模式发展较为缓慢.随着财政补贴退坡,换电模式重新引起政府部门和行业企业重视.文章重点研究了换电模...     

山路行驶的柴油车污染物排放特性试验

在山路和平路上,进行了不同载荷下国V柴油车的实际道路行驶排放(RDE)试验.采集车速、海拔、氮氧化物(Nox)和颗粒物数量(PN)排放浓度等数据,分析了道路坡度、车辆载荷与输出功率对排放的影响.研究发现:测试柴油车辆,在平均坡度约6％山路行驶时Nox排放因子高于平路20％以上,PN低于平路20％以上.道路坡度自0增大到...     

基于车辆加速度数据的互通立交匝道驾驶风险分析

为明确互通立交匝道的运行特性和驾驶风险,在重庆市南山立交和江南立交开展了超过30位被试者的小客车实车驾驶试验,通过Speedbox和Mobileye等车载高精度仪器采集了小客车在4条迂回式匝道上的连续运行数据,包括行驶速度、横向加速度、纵向加速度等,明确了迂回式匝道的车辆运行状态,然后运用表征横、纵向加速度关系的G-G图分析了匝道行驶过程中的驾驶风险,确定了立交匝道不同位置的危险等级及危险驾驶行为的高发路段。研究结果表明：①立交匝道上小客车的横向加速度与速度呈三角形分布,纵向加速度与速度呈椭圆形分布;②小半径曲线匝道上出现危险驾驶行为的比例要高于大半径曲线匝道;③通过统计不同断面的危险驾驶行为点占比,将匝道的危险断面分为低风险、中风险、高风险3个等级;④男性驾驶员在立交匝道上的危险驾驶行为占比要高于女性驾驶员,冒险型驾驶员的危险驾驶行为占比要高于其他驾驶风格的驾驶员;⑤立交匝道的危险高发路段通常位于速度变化剧烈的路段,即入弯减速段和出弯加速段。