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Model-free adaptive robust control method for high-speed trains 高速列车的无模型自适应鲁棒控制方法
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-03-10 DOI: 10.1093/tse/tdad013
Li Zhong-qi, Zhou Liang, Yang Hui, Yan Yue
Aiming at the robustness issue in high-speed trains operation control, this paper proposes a model-free adaptive control (MFAC) scheme to suppress disturbance. Firstly, the dynamic linearization data model of train system under the action of measurement disturbance is given, and the Kalman filter based on this model is derived under the minimum variance estimation criterion. Then, according to Kalman filter, an anti-interference MFAC scheme is designed. This scheme only needs the input and output data of the controlled system to realize the MFAC of the train under strong disturbance. Finally, the simulation experiment of CRH380A high-speed trains is carried out and compared with the traditional MFAC and the MFAC with attenuation factor: the proposed control algorithm can effectively suppress the measurement disturbance, and can obtain smaller tracking error and larger data signal to noise ratio with better applicability.
针对高速列车运行控制中的鲁棒性问题,提出了一种无模型自适应控制(MFAC)方案来抑制扰动。首先,给出了列车系统在测量扰动作用下的动态线性化数据模型,并在最小方差估计准则下推导了基于该模型的卡尔曼滤波器。然后,根据卡尔曼滤波器,设计了一种抗干扰MFAC方案。该方案只需要控制系统的输入和输出数据就可以实现列车在强扰动下的MFAC。最后,对CRH380A高速列车进行了仿真实验,并与传统的MFAC和带衰减因子的MFAC进行了比较:所提出的控制算法能够有效地抑制测量干扰,并且能够获得更小的跟踪误差和更大的数据信噪比,具有更好的适用性。
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引用次数: 0
Research on virtual coupling technology in rail transit train collision protection 轨道交通列车碰撞防护中的虚拟耦合技术研究
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-27 DOI: 10.1093/tse/tdad012
Gaosong Li, Jinbai Zou, Weijie Ma, Meng Lan
In the research on the new generation of intelligent rail transit system, the prevention of train collision safety accidents is still a focus. Virtual coupling technology is a technology that cooperatively controls the running speed and interval distance of two or more trains through Train-to-Train(T2T) train workshop direct communication technology. The aim is to form a coordinated logical whole and jointly complete the train control and dispatching organization. In this paper, a virtual coupling train formation control method based on model predictive control (MPC) framework is proposed. From the aspects of the establishment of virtual coupling system, the construction of MPC model and decoupling method, how to integrate virtual coupling technology into the rail transit train collision protection is studied. And the safety and reliability of the system are calculated through fault tree and the method of constructing reliability function. The research shows that, if virtual coupling technology is used as a method of train collision protection, the overall safety and reliability of the train control system will be improved.
在新一代智能轨道交通系统的研究中,预防列车碰撞安全事故仍然是一个重点。虚拟耦合技术是通过列车对列车(T2T)车间直接通信技术,协同控制两列或两列以上列车的运行速度和间隔距离的技术。目的是形成一个协调的逻辑整体,共同完成列车控制和调度组织。本文提出了一种基于模型预测控制(MPC)框架的虚拟耦合列车编组控制方法。从虚拟耦合系统的建立、MPC模型的构建和解耦方法等方面,研究了如何将虚拟耦合技术融入轨道交通列车碰撞防护中。通过故障树和可靠性函数的构造方法,对系统的安全性和可靠性进行了计算。研究表明,如果将虚拟耦合技术作为列车碰撞防护的一种方法,将提高列车控制系统的整体安全性和可靠性。
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引用次数: 2
Research and Development of Prevention and Control Measures on the Transmission of Pathogens in Compartments of Passenger Transport 客运车厢内病原体传播防控措施的研究与发展
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-20 DOI: 10.1093/tse/tdad011
H. Tian, Tiantian Wang, Lei Xu, M. Sha, Shujun Chen, Zeyun Yang, Yan Zhu, Dawei Chen, Hengkui Li, Lei Zhang, Bosen Qian, X. Tian
Contagious pathogens like COVID-19 transmitted via respiratory droplets spread effortlessly in the passenger compartment of transport, significantly jeopardizing passengers’ safety when taking public transportation. To date, studies on the fundamental theories of airborne droplet transmission and the engineering application of decontamination techniques are insufficient for the prevention and control of pathogens transmitting in the compartment of passenger transport. It is essential to systematically investigate the control approaches to restrain pathogens from transmitting in passenger compartments. Herein, a theoretical framework for calculating the transmission of pathogens in a complex compartment environment was proposed, and experimental platforms that satisfy the Biosafety Level-2 Laboratory safety level for compartment environment simulations were built based on a set of real train cabins. On these bases, numerical investigations on motion of pathogen-laden droplets were conducted, and decontamination techniques were examined experimentally. Thereby, control measures on the pathogen transmission and pathogen decontamination schemes were proposed. Moreover, highly efficient decontamination devices were developed, and coping strategies for epidemic emergencies were devised. The outcomes provide theoretical and technical support for developing the next generation of transportation and the prevention and control measures cooperatively considering regular and pandemic times.
COVID-19等通过呼吸道飞沫传播的传染性病原体在交通工具的客舱中毫不费力地传播,严重危及乘客乘坐公共交通工具的安全。目前,对飞沫传播的基础理论和净化技术的工程应用研究还不足以预防和控制病原体在客运车厢内的传播。有必要系统地研究抑制病原体在客舱传播的控制方法。在此基础上,提出了复杂车厢环境中病原体传播计算的理论框架,并基于一组真实车厢搭建了满足生物安全二级实验室安全水平的车厢环境模拟实验平台。在此基础上,对含病原体液滴的运动进行了数值研究,并对净化技术进行了实验研究。据此,提出了控制病原菌传播的措施和病原菌净化方案。此外,还开发了高效的净化设备,并制定了应对流行病突发事件的策略。研究结果为考虑正常和大流行时期协同制定下一代交通运输和防控措施提供了理论和技术支持。
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引用次数: 1
Analysis of the causes of expressway traffic accidents based on statistics of accidents on the Hunan Provincial expressway in 2012-2018 基于2012-2018年湖南省高速公路交通事故统计的高速公路交通事故原因分析
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-20 DOI: 10.1093/tse/tdad010
Xinyu Liu, Shengjun Huang, Qun Chen
Based on the 2012–2018 accident statistics on the Hunan Provincial Expressway in China, this paper analyzes the proportion to which various factors contribute to accidents, as well as the trends over time. From 2012 to 2018, the total number of general procedure handling accidents (i.e. major accidents) increased first and then decreased, while the number of accidents and deaths per 1 000 kilometers decreased year by year. The total number of simple procedure handling accidents (i.e. minor accidents) increased year by year, but the number of accidents per 1 000 kilometers remained relatively stable. Speeding, fatigued driving, improper driving operation, failure to maintain a safe distance from the preceding vehicle, and pedestrians entering the expressway are the main causes of general procedure handling accidents. Failure to maintain a safe distance from the preceding vehicle as required and improper driving operation accounted for approximately 2/3 of the simple procedure handling accidents. In view of the accidents caused by these factors, how to use law enforcement, education, science and technology, and facilities construction to further reduce the occurrence of expressway traffic accidents is discussed.
基于中国湖南省高速公路2012-2018年的事故统计数据,本文分析了各种因素导致事故的比例以及随时间的变化趋势。从2012年到2018年,一般程序处理事故(即重大事故)总数先增后降,而每千公里事故和死亡人数逐年下降。简易程序处理事故(即轻微事故)总数逐年增加,但每千公里事故数保持相对稳定。超速行驶、疲劳驾驶、驾驶操作不当、未能与前车保持安全距离以及行人进入高速公路是一般程序处理事故的主要原因。未按要求与前车保持安全距离以及驾驶操作不当约占简单程序处理事故的2/3。针对这些因素造成的交通事故,探讨了如何运用执法、教育、科技、设施建设等手段,进一步减少高速公路交通事故的发生。
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引用次数: 1
How does trip frequency distort time value to impact congestion charging scheme? 出行频率如何扭曲时间值来影响拥堵收费方案?
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-20 DOI: 10.1093/tse/tdad008
Mao-sheng Li, H. Li
A notable feature of a city or a region with close economic and social connections with its neighbors is reflected in its highly mixed local and external traffic, and in some cases the external traffic volume is almost as high as that of local traffic. Whilst local traffic volume may be largely made up of the same regular local commuters making frequent trips, the external traffic from outside of the city (region) may not be the same people making regular trips to/from the city, but from a large pool of people making in-frequent trips to/from the city, the existence of external traffic is proven by data from the license plate recognition system of road vehicle in Changde of China. The function of value of time correlated with income/wage rate and trip frequency is exploited and verified statistically. The time value distorted by trip frequency is defined as perceived time value (PTV), which also influences the way travelers perceive any travel impedance such as congestion delay and toll charges. This paper analyses the price of anarchy (POA) when explicitly considering the travel frequency of the trip-makers and their PTV, and compares with previous analysis without considering travel frequency. We show that when travel frequency is considered, the optimal toll of congested road pricing schemes which converts road traffic flow from User Equilibrium into System Optimization, is much lower than that without considering travel frequency, and cost of license plate auction cannot be treated as congestion toll, which is only threshold of vehicle ownership. That travelers choose route by PTV rather than TV (time value) is proven by an example of Heishipu bridge of Changsha of Hunan Province in China.
一个城市或地区与其周边地区有着密切的经济和社会联系,其显著特征体现在其本地和外部交通的高度混合,在某些情况下,外部交通量几乎与本地交通量一样高。虽然当地的交通量很大程度上可能是由同一群经常出行的本地通勤者组成的,但来自城市(地区)外的交通量可能不是由同一群经常往返于城市的人组成的,但从大量不经常往返于城市的人群来看,中国常德道路车辆车牌识别系统的数据证明了外部交通量的存在。利用时间价值与收入/工资率和出行频率的相关函数,进行了统计验证。被出行频率扭曲的时间值被定义为感知时间值(PTV),它也会影响出行者对任何出行阻抗(如拥堵延迟和收费)的感知方式。本文分析了明确考虑出行者出行频率及其PTV的无政府状态价格(POA),并与不考虑出行频率的分析进行了比较。研究表明,考虑出行频率时,将道路交通流从用户均衡转化为系统优化的拥堵道路收费方案的最优收费远低于不考虑出行频率时的最优收费,且车牌拍卖成本不能被视为仅为车辆拥有量门槛的拥堵收费。以湖南省长沙市黑石铺大桥为例,证明了旅客通过PTV而不是TV(时间价值)来选择路线。
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引用次数: 0
A hybrid data-mining framework for train rescheduling strategy pattern discovery 一种用于列车改期策略模式发现的混合数据挖掘框架
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-16 DOI: 10.1093/tse/tdad007
Rui Chen, Xu Ge, Ping Huang, Chao Wen
This study presents a hybrid data-mining framework based on feature selection algorithms and clustering methods to perform the pattern discovery of high-speed railway train rescheduling strategies (RS). The proposed model is composed of two states. In the first state, decision tree, random forest, Gradient Boosting Decision Tree (GBDT), and eXtreme Gradient Boosting (XGBoost) models are used to investigate the importance of features. The features that have a high influence on RS are first selected. In the second state, a K-means clustering method is used to uncover the interdependences between RS and the influencing features, based on the results in the first state. The proposed method can determine the quantitative relationships between RS and influencing factors. The results clearly show the influences of the factors on RS, the possibilities of different train operation RS under different situations, as well as some key time periods and key trains that the controllers should pay more attention to. The research in this paper can help train traffic controllers better understand the train operation patterns and provides direction for optimizing rail traffic RS.
提出了一种基于特征选择算法和聚类方法的混合数据挖掘框架,用于高速铁路列车重调度策略的模式发现。该模型由两种状态组成。在第一种状态下,使用决策树、随机森林、梯度提升决策树(GBDT)和极限梯度提升(XGBoost)模型来研究特征的重要性。首先选择对RS影响较大的特征。在第二种状态下,基于第一种状态的结果,使用K-means聚类方法来揭示RS与影响特征之间的相互依赖性。该方法可以确定RS与影响因素之间的定量关系。结果清楚地显示了各因素对RS的影响,不同情况下不同列车运行RS的可能性,以及控制人员应注意的一些关键时间段和关键列车。本文的研究可以帮助列车交通管制员更好地了解列车运行模式,为优化轨道交通RS提供指导。
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引用次数: 0
Availability analysis of private cloud safety computer platform based on markov process 基于马尔可夫过程的私有云安全计算机平台可用性分析
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-14 DOI: 10.1093/tse/tdad004
Limin Fu, Jiakun Wen
To solve the problem that it is difficult to calculate the availability analysis of the existing private cloud safety computer platform, this paper proposes an executable availability analysis method of the private cloud safety computer platform based on Markov process. Firstly, according to the characteristics of private cloud safety computer platform, the executor is divided into three states: running, hot standby and cold standby. Secondly, the dynamic migration Markov model of private cloud safety computer platform is established. Then the equations based on Markov process are solved. Finally, the availability analysis model of private cloud safety computer platform based on Markov process is used to analyze the factors affecting the availability of the platform. Experimental results show that increasing the number of hot spare actuators can improve platform availability.
为了解决现有私有云安全计算机平台的可用性分析难以计算的问题,本文提出了一种基于马尔可夫过程的私有云安全计算平台的可执行可用性分析方法。首先,根据私有云安全计算机平台的特点,将执行器分为运行、热备和冷备三种状态。其次,建立了私有云安全计算机平台的动态迁移马尔可夫模型。然后求解了基于马尔可夫过程的方程组。最后,利用基于马尔可夫过程的私有云安全计算机平台可用性分析模型,分析了影响平台可用性的因素。实验结果表明,增加热备用执行器的数量可以提高平台的可用性。
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引用次数: 0
Simulation of Fire emergency evacuation in a large-passenger-flow subway station based on the on-site measured data of shenzhen metro 基于深圳地铁现场实测数据的大客流地铁站火灾应急疏散模拟
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-14 DOI: 10.1093/tse/tdad006
Hua Chen, Chenyang Zhang, Jieyu Zhang, Ya Shu, Xinjian Qi, Chaozhe Jiang
Because of its large capacity, high efficiency, and energy savings, the subway has gradually become the primary mode of transportation for citizens. A high density of passengers exists within a large-passenger-flow subway station, and the number of casualties and injuries during a fire emergency is substantial. In this paper, Pathfinder software and on-site measured data of Pingzhou station in Shenzhen were utilized to simulate a fire emergency evacuation in a large-passenger-flow subway station. The Required Safe Egress Time (RSET), number of passengers, and flow rates of stairs and escalators were analysed for three fire evacuation scenarios: train fire, platform fire, and hall fire. The evacuation time of the train fire, which was 1173 s, was the longest, and 3621 occupants needed to evacuate when the train was fully loaded. Occupants could not complete the evacuation within 6 mins in all three fire evacuation scenarios, which does not meet the currently standards requirements and codes. By changing the number of passengers and the number of stairs for evacuation, the flow rate capacity and evacuation time were explored, which have reference values for safety management and emergency evacuation plan optimization during peak hours of subway operation.
由于地铁容量大、效率高、节能,地铁已逐渐成为市民的主要交通方式。大客流地铁站内存在高密度的乘客,火灾紧急情况下的伤亡人数非常多。本文利用探路者软件和深圳平洲站的现场实测数据,对某大客流地铁站的火灾应急疏散进行了模拟。针对三种火灾疏散场景:列车火灾、站台火灾和大厅火灾,分析了所需安全出口时间(RSET)、乘客人数以及楼梯和自动扶梯的流量。列车火灾的疏散时间为1173秒,是最长的,列车满载时需要疏散3621名乘客。在所有三种火灾疏散场景中,占用人都无法在6分钟内完成疏散,这不符合当前的标准要求和规范。通过改变乘客数量和疏散楼梯数量,探索出流量容量和疏散时间,对地铁运营高峰时段的安全管理和应急疏散计划优化具有参考价值。
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引用次数: 0
Multi-component system maintenance optimization of rail transit train based on opportunistic correlations 基于机会关联的轨道交通列车多部件系统维修优化
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-14 DOI: 10.1093/tse/tdad005
Jisheng Dai, Rongjun Ding, Yong Fu, Yong Qin
In order to deal with the problems of insufficient or excessive maintenance in current maintenance activities of China transit train, this paper develops a novel multi-component system maintenance optimization approach based on an opportunistic correlation model. Based on the minimal reliability and failure rate change rule of each train component, the novel proposed maintenance optimization benefits from an improved opportunistic maintenance model with system structure correlation, fault correlation and reliability correlation under imperfect maintenance. Then, different maintenance modes can be determined by a proposed maintenance factor under the different condition of components. Specifically, the reliability threshold of each component is also considered to optimize the maintenance cost by the system reliability and operational availability of the train. Furthermore, as the mentioned problem belongs to the NP-Hard optimization problems, a modified PSO with the improvement of inertia weight is proposed to cope with the optimization problem. Based on a specific case under the practical recorded failure data, the analysis shows that the proposed model and approach can effectively cut the maintenance cost.
针对目前中国轨道交通列车维修活动中存在的维修不足或维修过度的问题,提出了一种基于机会相关模型的多部件系统维修优化方法。基于每个列车部件的最小可靠性和故障率变化规律,新提出的维修优化得益于一种改进的机会维修模型,该模型具有系统结构相关性、故障相关性和不完全维修下的可靠性相关性。然后,在不同的部件条件下,通过提出的维修系数可以确定不同的维修模式。具体而言,还考虑了每个部件的可靠性阈值,以通过列车的系统可靠性和运行可用性来优化维护成本。此外,由于上述问题属于NP-Hard优化问题,提出了一种改进的粒子群算法来处理优化问题,该算法改进了惯性权重。基于一个具体案例,在实际记录的故障数据下,分析表明,所提出的模型和方法可以有效地降低维修成本。
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引用次数: 0
Piecewise model based adaptive compensation control for high-speed trains with unknown actuator failures 基于分段模型的高速列车执行器未知故障自适应补偿控制
IF 2.2 4区 工程技术 Q1 Engineering Pub Date : 2023-02-14 DOI: 10.1093/tse/tdad003
Chang Tan, Junhui Zhang, Hui Yang, Leilei Zhang
In order to deal with the uncertainties caused by different operation conditions and unknown actuator failures of high-speed trains, an adaptive failures compensation control scheme is designed based on the piecewise model. A piecewise constant model is introduced to describe the variable system parameters caused by the variable operation environments, and a multiple-particle piecewise model of high-speed trains, with unknown actuator failures is then established. An adaptive failure compensation controller is developed for the multiple-particle piecewise constant model, by using a direct model reference adaptive control method. Such an adaptive controller can not only compensate the uncertainties from unknown actuator failures, but also effectively deal with the uncertainties caused by different operating conditions. Finally, a CRH380A type high-speed train model is taken as the controlled object for the simulation study. The simulation results show that the proposed controller ensures the desired system performance in the presence of unknown actuator failures and uncertain operation conditions.
针对高速列车运行工况的不确定性和执行机构故障的未知,设计了一种基于分段模型的自适应故障补偿控制方案。引入分段常数模型来描述运行环境变化引起的系统参数变化,建立了执行机构故障未知的高速列车多粒子分段模型。针对多粒子分段常数模型,采用直接模型参考自适应控制方法,提出了一种自适应故障补偿控制器。这种自适应控制器不仅可以补偿未知执行器故障带来的不确定性,而且可以有效地处理不同运行条件带来的不确定性。最后以CRH380A型高速列车模型为控制对象进行仿真研究。仿真结果表明,在执行器故障未知和运行条件不确定的情况下,所提出的控制器能保证系统的性能。
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引用次数: 0
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Transportation Safety and Environment
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