CN110155126A - An integrated optimization method for high-speed train dispatching and control under temporary speed limit - Google Patents

An integrated optimization method for high-speed train dispatching and control under temporary speed limit Download PDF

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CN110155126A
CN110155126A CN201910477032.3A CN201910477032A CN110155126A CN 110155126 A CN110155126 A CN 110155126A CN 201910477032 A CN201910477032 A CN 201910477032A CN 110155126 A CN110155126 A CN 110155126A
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CN110155126B (en
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孟令云
王义惠
龙思慧
李璇
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Beijing Jiaotong University
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B61RAILWAYS
    • B61LGUIDING RAILWAY TRAFFIC; ENSURING THE SAFETY OF RAILWAY TRAFFIC
    • B61L27/00Central railway traffic control systems; Trackside control; Communication systems specially adapted therefor
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B61RAILWAYS
    • B61LGUIDING RAILWAY TRAFFIC; ENSURING THE SAFETY OF RAILWAY TRAFFIC
    • B61L27/00Central railway traffic control systems; Trackside control; Communication systems specially adapted therefor
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Abstract

本发明提供了一种临时限速下的高铁列车调度与控制一体优化方法。该方法包括:配置优化列车运行调整图及速度曲线所需的铁路线路拓扑结构、信号系统和列车动力学特性基础参数;配置临时限速场景基础数据;根据铁路线路拓扑结构、信号系统特性、列车动力学特性基础参数及临时限速场景基础数据建立在临时限速条件下的列车运行调整与驾驶控制一体化优化模型,采用混合整数线性规划来求解列车运行调整与驾驶控制一体化优化模型,获取带锁闭时间的列车运行调整图及各列车速度曲线。本发明可以在高速铁路运行受临时限速扰动的情况下,自动编制并提供带锁闭时间的列车运行调整图及速度曲线,可以保证列车调整计划与推荐速度运行曲线的优化性及可实施性。

The invention provides an integrated optimization method for high-speed train dispatching and control under temporary speed limit. The method includes: configuring and optimizing the train operation adjustment map and the basic parameters of the railway line topology, signal system and train dynamic characteristics required by the speed curve; configuring the basic data of the temporary speed limit scene; according to the railway line topology, signal system characteristics, train The basic parameters of the dynamic characteristics and the basic data of the temporary speed limit scene establish the integrated optimization model of train operation adjustment and driving control under the condition of temporary speed limit, and use mixed integer linear programming to solve the integrated optimization model of train operation adjustment and driving control, and obtain Adjustment map of train operation with locking time and speed curve of each train. The present invention can automatically compile and provide the train operation adjustment diagram and speed curve with lock-up time when the operation of the high-speed railway is disturbed by the temporary speed limit, and can ensure the optimization and implementability of the train adjustment plan and the recommended speed operation curve .

Description

临时限速下的高铁列车调度与控制一体优化方法An integrated optimization method for high-speed train dispatching and control under temporary speed limit

技术领域technical field

本发明涉及列车运行调整和控制技术领域,尤其涉及一种临时限速下的高铁列车调度与控制一体优化方法。The invention relates to the technical field of train operation adjustment and control, in particular to an integrated optimization method for high-speed train dispatching and control under temporary speed limit.

背景技术Background technique

作为一种大运量、低能耗、高效率的绿色出行方式,高速铁路系统在公共交通体系中占有重要地位。截止到2017年底,我国高速铁路运营总里程已突破2.2万公里。随着更多高铁线路的开通以及列车运行速度的提高,风、雨、雪、地震等自然灾害对列车运行安全和运行效率的负面影响也越来越显著。当灾害监测系统发出预警、报警信息时,下达临时限速命令是控制列车运行速度、保障列车运行安全的有效措施。As a green travel mode with large capacity, low energy consumption and high efficiency, the high-speed railway system occupies an important position in the public transportation system. By the end of 2017, the total mileage of my country's high-speed railways had exceeded 22,000 kilometers. With the opening of more high-speed rail lines and the increase of train speed, the negative impact of wind, rain, snow, earthquake and other natural disasters on the safety and efficiency of train operation is becoming more and more significant. When the disaster monitoring system sends out early warning and alarm information, issuing a temporary speed limit order is an effective measure to control the speed of the train and ensure the safety of the train.

运行速度的降低将导致列车在临时限速区段上的运行时间增加从而导致列车发生延误。此时,行车调度员的关键任务是调整受影响的列车时刻表并进一步减小潜在的负面影响,列车司机根据调度命令监控列车运行状态,人工驾驶列车并反馈确认信号。恶劣天气情况下调度指挥控制和列车运行控制的“两层式”控制方法会降低运营恢复能力且不能保证两者的全局优化解。The reduction in operating speed will increase the operating time of the train on the temporary speed limit section and cause the train to be delayed. At this time, the key task of the train dispatcher is to adjust the affected train schedule and further reduce the potential negative impact. The train driver monitors the running status of the train according to the dispatch order, manually drives the train and feeds back a confirmation signal. The "two-tier" control method of dispatching command control and train operation control under severe weather conditions will reduce the recovery ability of the operation and cannot guarantee the global optimal solution of the two.

现有的列车运行调整模型没有将列车驾驶控制细节列入考虑。有鉴于此,为提高临时限速下高速铁路应急处置能力,迫切需要一种临时限速下的高速铁路列车运行调整与驾驶控制一体化优化方法来实现列车调整计划与推荐速度运行曲线的优化性及可实施性。Existing train operation adjustment models do not take train driving control details into consideration. In view of this, in order to improve the emergency response capability of high-speed railway under temporary speed limit, an integrated optimization method of high-speed train operation adjustment and driving control under temporary speed limit is urgently needed to realize the optimization of train adjustment plan and recommended speed operation curve and implementability.

发明内容Contents of the invention

本发明的实施例提供了一种临时限速下的高铁列车调度与控制一体优化方法,以克服现有技术的问题。Embodiments of the present invention provide an integrated optimization method for high-speed train dispatching and control under temporary speed limit, so as to overcome the problems in the prior art.

为了实现上述目的,本发明采取了如下技术方案。In order to achieve the above object, the present invention adopts the following technical solutions.

一种临时限速下的高铁列车调度与控制一体优化方法,包括:An integrated optimization method for high-speed train dispatching and control under temporary speed limit, comprising:

配置优化列车运行调整图及速度曲线所需的铁路线路拓扑结构、信号系统和列车动力学特性基础参数;Configure the basic parameters of railway line topology, signaling system and train dynamics characteristics required for optimizing train operation adjustment diagram and speed curve;

配置临时限速场景基础数据;Configure basic data for temporary speed limit scenarios;

根据所述铁路线路拓扑结构、信号系统特性、列车动力学特性基础参数及临时限速场景基础数据建立在临时限速条件下的列车运行调整与驾驶控制一体化优化模型,该一体化优化模型包括:列车临时限速约束模型、基于离散距离的列车动力学模型、列车到发时刻模型、基于轨道区段锁闭时间的列车运行间隔计算模型、轨道区段能力约束模型和目标函数模型;An integrated optimization model of train operation adjustment and driving control under temporary speed limit conditions is established according to the railway line topology, signal system characteristics, basic parameters of train dynamic characteristics and temporary speed limit scene basic data, the integrated optimization model includes : Train temporary speed limit constraint model, train dynamics model based on discrete distance, train arrival and departure time model, train running interval calculation model based on track section locking time, track section capacity constraint model and objective function model;

采用混合整数线性规划来求解所述列车运行调整与驾驶控制一体化优化模型,获取带锁闭时间的列车运行调整图及各列车速度曲线。The mixed integer linear programming is used to solve the integrated optimization model of train operation adjustment and driving control, and the train operation adjustment diagram with lock-up time and the speed curve of each train are obtained.

优选地,所述配置优化列车运行调整图及速度曲线所需的列车动力学特性基础参数包括:高速铁路线路信息、车站信息、线路固定限速信息、轨道区段信息、初始时刻表、列车长度、路径、站内停站时间、列车发车时间窗、最小加速度与最大加速度。Preferably, the basic parameters of train dynamics characteristics required for the configuration optimization train operation adjustment map and speed curve include: high-speed railway line information, station information, line fixed speed limit information, track section information, initial timetable, train length , path, station stop time, train departure time window, minimum acceleration and maximum acceleration.

优选地,所述临时限速场景基础数据包括:临时限速轨道区段、临时限速开始时间及结束时间、临时限速值。Preferably, the basic data of the temporary speed limit scene includes: temporary speed limit track section, temporary speed limit start time and end time, and temporary speed limit value.

优选地,所述列车临时限速约束模型如下:Preferably, the train temporary speed limit constraint model is as follows:

ξf,i,j表示列车f在闭塞区间(i,j)是否受临时限速的影响ξ f,i,j indicates whether the train f is affected by the temporary speed limit in the blocked section (i,j)

为判断列车f在闭塞区间(i,j)是否受临时限速的影响,当列车f在闭塞区间(i,j)临时限速开始前已经离开该闭塞分区,或者是列车在临时限速结束后才进入该闭塞分区,则该列车不会被影响ξf,i,j=0,反之列车将会被临时限速影响ξf,i,j=1。In order to judge whether the train f is affected by the temporary speed limit in the block section (i, j), when the train f has left the block section before the temporary speed limit in the block section (i, j), or the train f is at the end of the temporary speed limit Then the train will not be affected by ξ f,i,j =0, otherwise the train will be affected by the temporary speed limit ξ f,i,j =1.

优选地,所述基于离散距离的列车动力学模型如下:Preferably, the train dynamics model based on discrete distance is as follows:

将每个闭塞分区分为nd个离散区间,在每个闭塞分区上,存在nd+1个速度点,设列车在一个离散区间上的加速度保持一致,加速度与速度、区间长度的关系如下式所示:Divide each block partition into nd discrete intervals, on each block partition, there are nd+1 speed points, assuming that the acceleration of the train in a discrete interval remains consistent, the relationship between acceleration, speed and interval length is given by the following formula Show:

其中accf,i,j,k表示列车f在闭塞区间(i,j)的第k个离散区间的加速度值;vf,i,j,k表示列车f在闭塞区间(i,j)的第k个速度点的速度值,表示闭塞区间(i,j)上的每个离散区间的长度,每个离散区间的长度与区间进入、出去速度及在该离散区间的运行时间的关系如下式所示:Where acc f, i, j, k represent the acceleration value of the train f in the kth discrete interval of the block interval (i, j); v f, i, j, k represent the acceleration value of the train f in the block interval (i, j). The velocity value of the kth velocity point, Indicates the length of each discrete interval on the block interval (i, j), and the relationship between the length of each discrete interval, the speed of entering and exiting the interval, and the running time in the discrete interval is shown in the following formula:

其中Δtf,i,j,k表示列车f在闭塞区间(i,j)的第k个离散区间的运行时间;Where Δt f,i,j,k represent the running time of train f in the kth discrete interval of the blocked interval (i,j);

列车运行速度约束:Train running speed constraint:

(1)列车运行速度不能超过每个闭塞分区的线路固定限速(1) The train running speed cannot exceed the line fixed speed limit of each block zone

其中为闭塞分区(i,j)所在线路的固定限速;in is the fixed speed limit of the line where the block zone (i, j) is located;

(2)如果列车在闭塞分区(i,j)受临时限速的影响,即ξf,i,j=1,那么该列车(2) If the train is affected by the temporary speed limit in the block area (i, j), that is, ξ f, i, j = 1, then the train

在通过该临时限速区段时,不能超过临时限速值;When passing through the temporary speed limit section, the temporary speed limit value cannot be exceeded;

其中为闭塞分(i,j)的临时限速值;in is the temporary speed limit value of block (i, j);

(3)相邻两个闭塞分区交界处列车速度连续性应满足如下约束(3) The train speed continuity at the junction of two adjacent block zones should satisfy the following constraints

(4)列车速度与列车停站的关系(4) Relationship between train speed and train stops

其中wf,i,j表示列车f在闭塞分(i,j)的停站时间。Where w f,i,j represent the stop time of train f at block point (i,j).

优选地,所述列车到发时刻模型如下:Preferably, the train arrival and departure time model is as follows:

(1)列车出发时间窗约束如下:(1) The train departure time window constraints are as follows:

式中表示列车f到达起点of的时刻,ESTf表示列车在起点站的最早始发时间;In the formula Indicates the moment when the train f arrives at the starting point o f , and EST f indicates the earliest departure time of the train at the starting station;

(2)相邻两个闭塞分区列车到达、出发时间约束如下:(2) The arrival and departure time constraints of trains in two adjacent block zones are as follows:

其中df,i,j表示列车f到达闭塞区间(i,j)的时刻,af,j,q表示列车f离开闭塞区间(i,j)的时刻;Where d f, i, j represent the moment when train f arrives at the block interval (i, j), and a f, j, q represent the moment when train f leaves the block interval (i, j);

(3)列车发车时间的计算如下:(3) The calculation of train departure time is as follows:

优选地,所述基于轨道区段锁闭时间的列车运行间隔计算模型如下:Preferably, the train running interval calculation model based on the track section locking time is as follows:

1:轨道区段锁闭时间计算1: Calculation of track section locking time

轨道区段锁闭时间包含进路建立时间、反应时间、接近时间、运行时间、出清时间和进路解锁时间,其中进路建立时间、反应时间、进路解锁时间均为固定参数,接近时间、运行时间、出清时间的计算如下所示:The track section locking time includes the route establishment time, reaction time, approach time, running time, clearing time and route unlock time, among which the route establishment time, reaction time and route unlock time are all fixed parameters, and the approach time , running time, and clearing time are calculated as follows:

接近时间的计算Calculation close to time

接近时间在车站到发线均假设为60s,在车站正线及区间正线的计算如下所示:The approach time is assumed to be 60s for both the arrival and departure lines at the station, and the calculation for the main line at the station and the main line at the section is as follows:

其中表示列车f在闭塞区间(i,j)的接近时间,表示列车f经过的闭塞区间(p,q)是闭塞区间(i,j)接近预告点所在区间;in Indicates the approach time of train f in the block interval (i, j), Indicates that the blocked interval (p, q) that train f passes is the interval where the blocked interval (i, j) is close to the forecast point;

运行时间的计算Calculation of running time

其中表示列车f通过闭塞区间(i,j)的运行时间;in Indicates the running time of train f passing through the block interval (i, j);

出清时间的计算Calculation of clearing time

其中表示列车f在闭塞区间(i,j)的出清时间;in Indicates the clearing time of train f in the block interval (i, j);

2:列车运行安全间隔的计算2: Calculation of train running safety interval

闭塞区间预占用闭塞区间时间的计算公式如下:The formula for calculating the pre-occupancy time of the blocking interval in the blocking interval is as follows:

其中gf,i,j表示列车f对闭塞区间(i,j)的预占用时间;Where g f, i, j represent the pre-occupancy time of train f for the block interval (i, j);

闭塞区间解锁时间的计算Calculation of unlocking time in blocked interval

其中hf,i,j表示列车f对闭塞区间(i,j)的解锁时间;Where h f, i, j represent the unlocking time of train f to the blocked section (i, j);

闭塞区间开始占用闭塞区间时刻的计算Calculation of the moment when the blocked interval starts to occupy the blocked interval

其中αf,i,j表示列车f开始占用闭塞区间(i,j)的时刻;Where α f, i, j represent the moment when train f starts to occupy the block interval (i, j);

闭塞区间结束占用闭塞区间时刻的计算Calculation of the time when the blocked interval ends and occupies the blocked interval

其中βf,i,j表示列车f结束占用闭塞区间(i,j)的时刻。Where β f, i, j represent the moment when train f finishes occupying the block interval (i, j).

优选地,所述轨道区段能力约束模型如下:Preferably, the track section capacity constraint model is as follows:

其中αf',i,j为列车运行顺序常量,θf,f',i,j=1表示列车f在列车f’前通过闭塞区间(i,j),θf,f',i,j=0表示列车f’在列车f前通过闭塞区间(i,j),该约束表示当列车f在列车f’前通过闭塞区间(i,j)时,列车f’开始占用闭塞区间(i,j)的时刻αf',i,j要大于等于列车f结束占用闭塞区间(i,j)的时刻βf,i,jWhere α f', i, j are constants of train operation sequence, θ f, f', i, j = 1 means that train f passes through the block interval (i, j) before train f', θ f, f', i, j = 0 means that train f' passes through the block interval (i, j) before train f, and this constraint means that when train f passes through the block interval (i, j) before train f', train f' starts to occupy the block interval (i ,j) at time α f',i,j must be greater than or equal to the time β f,i,j at which train f finishes occupying block interval (i,j).

优选地,所述目标函数模型如下:Preferably, the objective function model is as follows:

目标函数模型将最小化如下目标函数:The objective function model will minimize the following objective function:

Fobj=λ1×Fobj,time2×Fobj,comf F obj = λ 1 × F obj, time + λ 2 × F obj, comf

其中,λ1和λ2为权重;Wherein, λ 1 and λ 2 are weights;

目标函数中Fobj,time是对与调整后的列车运行图列车到达终点站的时刻与原列车运行图列车到达终点站时刻的偏差进行最小化的部分,其表示为:In the objective function, F obj, time is the part that minimizes the deviation between the time when the train in the adjusted train diagram arrives at the terminal station and the time when the train in the original train diagram arrives at the terminal station, and it is expressed as:

目标函数中Fobj,comf是对列车速度曲线加速度变化率进行最小化的部分,其表示In the objective function, F obj, comf is the part that minimizes the acceleration rate of the train speed curve, which expresses

优选地,所述的采用混合整数线性规划来求解所述列车运行调整与驾驶控制一体化优化模型,获取带锁闭时间的列车运行调整图及各列车速度曲线,包括:Preferably, the mixed integer linear programming is used to solve the integrated optimization model of train operation adjustment and driving control, and obtain the train operation adjustment diagram with lock-up time and the speed curves of each train, including:

将所述列车运行调整与驾驶控制一体化优化模型中非线性约束条件部分进行线性化,包括如下:The linearization of the nonlinear constraint condition part in the integrated optimization model of train operation adjustment and driving control includes as follows:

1:对二次项进行线性化1: Linearize the quadratic term

对基于离散距离的列车动力学模型的加速度计算中的二次项部分v2 f,i,j,k进行线性化,引入变量yf,i,j,k=v2 f,i,j,k,具体实现方法如下:Linearize the quadratic term part v 2 f,i,j,k in the acceleration calculation of the train dynamics model based on the discrete distance, and introduce the variable y f,i,j,k =v 2 f,i,j, k , the specific implementation method is as follows:

其中δx,f,i,j,k满足以下条件:Where δ x, f, i, j, k satisfy the following conditions:

0≤δx,f,i,j,k≤1,x=1...m0≤δ x,f,i,j,k ≤1,x=1...m

δx,f,i,j,k-2×ηx,f,i,j,k≤0δ x,f,i,j,k -2×η x,f,i,j,k ≤0

δx,f,i,j,k-ε×ηx,f,i,j,k≥0δ x,f,i,j,k -ε×η x,f,i,j,k ≥0

2:对实数变量乘以实数变量项进行线性化2: Linearize the real variable times the real variable term

对基于离散距离的列车动力学模型中的离散区间距离计算中的Δtf,i,j,k×vf,i,j,k部分进行线性化,具体实现方法如下:Linearize the Δt f, i, j, k × v f, i, j, k part of the discrete interval distance calculation in the train dynamics model based on the discrete distance, and the specific implementation method is as follows:

第一步,将该约束表示为:In the first step, express the constraint as:

第二步,引入变量 The second step is to introduce variables

第三步,运用二次项线性化方法将所含二次项进行线性化;The third step is to use the quadratic term linearization method to linearize the contained quadratic term;

3:对if-then约束进行线性化3: Linearize if-then constraints

对列车临时限速约束模型中的列车是否受临时限速影响的0-1变量部分的if-the条件进行线性化,具体实现方法如下:Linearize the if-the condition of the 0-1 variable part of whether the train in the train temporary speed limit constraint model is affected by the temporary speed limit, and the specific implementation method is as follows:

其中λ1,f.i.j、λ2,f.i.j应满足以下条件:Among them, λ 1, fij , λ 2, fi. j should meet the following conditions:

ξe,i,j=λ1,f.i.j×λ2,f.i.j ξ e, i, j = λ 1, fij × λ 2, fij

1,f.i.jf,i,j≤01,fijf,i,j ≤0

2,f.i.jf,i,j≤02,fijf,i,j ≤0

λ1,f.i.j2,f.i.jf,i,j≤1λ 1,fij2,fijf,i,j ≤1

4:输入配置参数,采用混合整数线性规划求解所述列车运行调整与驾驶控制一体化优化模型,获取最优解,根据所述最优解获取高速铁路列车在临时限速扰动情况下优化的列车运行调整计划,并为司机/ATO提供推荐列车速度曲线。4: Input the configuration parameters, use mixed integer linear programming to solve the integrated optimization model of train operation adjustment and driving control, obtain the optimal solution, and obtain the optimized train of the high-speed railway train under the condition of temporary speed limit disturbance according to the optimal solution Run the adjustment plan and provide the driver/ATO with a recommended train speed profile.

由上述本发明的实施例提供的技术方案可以看出,本发明实施例在高速铁路运行受临时限速扰动的情况下,自动编制并提供带锁闭时间的列车运行调整图及速度曲线,且将调整计划与运行曲线进行一体优化,不仅可以保证列车调整计划与推荐速度运行曲线的优化性及可实施性,且可显著降低临时限速对列车运行的干扰。It can be seen from the technical solutions provided by the above-mentioned embodiments of the present invention that the embodiments of the present invention automatically compile and provide train operation adjustment diagrams and speed curves with locking time when the operation of the high-speed railway is disturbed by temporary speed limits, and The integrated optimization of the adjustment plan and the operation curve can not only ensure the optimization and implementability of the train adjustment plan and the recommended speed operation curve, but also significantly reduce the interference of the temporary speed limit on the train operation.

本发明附加的方面和优点将在下面的描述中部分给出,这些将从下面的描述中变得明显,或通过本发明的实践了解到。Additional aspects and advantages of the invention will be set forth in part in the description which follows, and will become apparent from the description, or may be learned by practice of the invention.

附图说明Description of drawings

为了更清楚地说明本发明实施例的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the following will briefly introduce the accompanying drawings that need to be used in the description of the embodiments. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention. For Those of ordinary skill in the art can also obtain other drawings based on these drawings without making creative efforts.

图1为本发明实施例提供的一种临时限速下的高铁列车调度与控制一体优化方法的处理流程图;Fig. 1 is the processing flowchart of the integrated optimization method of high-speed train dispatching and control under a kind of temporary speed limit provided by the embodiment of the present invention;

图2为本发明实施例提供的一种列车通过临时限速示意图;Fig. 2 is a schematic diagram of a train passing a temporary speed limit provided by an embodiment of the present invention;

图3为本发明实施例提供的一种列车轨道区段锁闭时间示意图;Fig. 3 is a schematic diagram of the locking time of a train track section provided by an embodiment of the present invention;

图4为本发明实施例提供的一种列车运行安全间隔示意图;Fig. 4 is a schematic diagram of a train running safety interval provided by an embodiment of the present invention;

图5为本发明实施例提供的一种带轨道区段锁闭时间的调整后列车运行图;Fig. 5 is an adjusted train running diagram with track section locking time provided by an embodiment of the present invention;

图6(a)(b)(c)(d)为本发明实施例提供的一种带轨道区段锁闭时间的调整后列车运行图对应的列车运行曲线。Figure 6(a)(b)(c)(d) is a train operation curve corresponding to an adjusted train operation diagram with track section locking time provided by an embodiment of the present invention.

具体实施方式Detailed ways

下面详细描述本发明的实施方式,所述实施方式的示例在附图中示出,其中自始至终相同或类似的标号表示相同或类似的元件或具有相同或类似功能的元件。下面通过参考附图描述的实施方式是示例性的,仅用于解释本发明,而不能解释为对本发明的限制。Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals denote the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary only for explaining the present invention and should not be construed as limiting the present invention.

本技术领域技术人员可以理解,除非特意声明,这里使用的单数形式“一”、“一个”、“所述”和“该”也可包括复数形式。应该进一步理解的是,本发明的说明书中使用的措辞“包括”是指存在所述特征、整数、步骤、操作、元件和/或组件,但是并不排除存在或添加一个或多个其他特征、整数、步骤、操作、元件、组件和/或它们的组。应该理解,当我们称元件被“连接”或“耦接”到另一元件时,它可以直接连接或耦接到其他元件,或者也可以存在中间元件。此外,这里使用的“连接”或“耦接”可以包括无线连接或耦接。这里使用的措辞“和/或”包括一个或更多个相关联的列出项的任一单元和全部组合。Those skilled in the art will understand that unless otherwise stated, the singular forms "a", "an", "said" and "the" used herein may also include plural forms. It should be further understood that the word "comprising" used in the description of the present invention refers to the presence of said features, integers, steps, operations, elements and/or components, but does not exclude the presence or addition of one or more other features, Integers, steps, operations, elements, components, and/or groups thereof. It will be understood that when an element is referred to as being "connected" or "coupled" to another element, it can be directly connected or coupled to the other element or intervening elements may also be present. Additionally, "connected" or "coupled" as used herein may include wirelessly connected or coupled. As used herein, the term "and/or" includes any and all combinations of one or more of the associated listed items.

本技术领域技术人员可以理解,除非另外定义,这里使用的所有术语(包括技术术语和科学术语)具有与本发明所属领域中的普通技术人员的一般理解相同的意义。还应该理解的是,诸如通用字典中定义的那些术语应该被理解为具有与现有技术的上下文中的意义一致的意义,并且除非像这里一样定义,不会用理想化或过于正式的含义来解释。Those skilled in the art can understand that, unless otherwise defined, all terms (including technical and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. It should also be understood that terms such as those defined in commonly used dictionaries should be understood to have a meaning consistent with the meaning in the context of the prior art, and unless defined as herein, are not to be interpreted in an idealized or overly formal sense explain.

为便于对本发明实施例的理解,下面将结合附图以几个具体实施例为例做进一步的解释说明,且各个实施例并不构成对本发明实施例的限定。In order to facilitate the understanding of the embodiments of the present invention, several specific embodiments will be taken as examples for further explanation below in conjunction with the accompanying drawings, and each embodiment does not constitute a limitation to the embodiments of the present invention.

实施例一Embodiment one

本发明实施例提供了一种临时限速下的高速铁路列车运行调整与驾驶控制一体化方法。该方法主要包括:根据中国高速铁路线路拓扑结构及信号系统特性、临时限速信息及列车动力学特性建立在临时限速条件下的列车运行调整与驾驶控制一体化优化模型,该一体化优化模型包括:列车临时限速约束模型、基于离散距离的列车动力学模型、列车到发时刻模型、基于轨道区段锁闭时间的列车运行间隔计算模型、轨道区段能力约束模型和目标函数模型;采用混合整数规划算法来求解所述一体化优化模型,获取高速铁路列车在临时限速扰动情况下优化的列车运行调整计划,并为司机/ATO(Automatic TrainOperation,列车自动驾驶系统)提供推荐速度曲线。An embodiment of the present invention provides a method for integrating operation adjustment and driving control of a high-speed railway train under a temporary speed limit. The method mainly includes: establishing an integrated optimization model of train operation adjustment and driving control under the condition of temporary speed limit according to the topological structure and signal system characteristics of China's high-speed railway line, temporary speed limit information and train dynamics characteristics, the integrated optimization model Including: train temporary speed limit constraint model, train dynamics model based on discrete distance, train arrival and departure time model, train running interval calculation model based on track section locking time, track section capacity constraint model and objective function model; A mixed integer programming algorithm is used to solve the integrated optimization model, obtain an optimized train operation adjustment plan for the high-speed railway train under the temporary speed limit disturbance situation, and provide a recommended speed curve for the driver/ATO (Automatic TrainOperation, automatic train driving system).

为了实现上述运行图编制方法,本发明实施例提供的一种临时限速下的高铁列车调度与控制一体优化方法的处理流程如图1所示,包括如下的处理步骤:In order to realize the above-mentioned operation diagram preparation method, the processing flow of a high-speed train dispatching and control integrated optimization method under temporary speed limit provided by the embodiment of the present invention is shown in Figure 1, including the following processing steps:

步骤S10、配置优化列车运行调整图及速度曲线所需的铁路线路拓扑结构、信号系统和列车动力学特性基础参数。Step S10 , configure and optimize the train operation adjustment map and the speed curve required for the topology of the railway line, the signal system and the basic parameters of the dynamic characteristics of the train.

步骤S20、配置临时限速场景基础数据。Step S20, configuring the basic data of the temporary speed limit scene.

步骤S30、根据所述铁路线路拓扑结构、信号系统特性、列车动力学特性基础参数及临时限速场景基础数据建立在临时限速条件下的列车运行调整与驾驶控制一体化优化模型,该一体化优化模型包括:列车临时限速约束模型、基于离散距离的列车动力学模型、列车到发时刻模型、基于轨道区段锁闭时间的列车运行间隔计算模型、轨道区段能力约束模型和目标函数模型。Step S30, establishing an integrated optimization model of train operation adjustment and driving control under temporary speed limit conditions according to the railway line topology, signal system characteristics, basic parameters of train dynamic characteristics, and temporary speed limit scene basic data. The optimization model includes: train temporary speed limit constraint model, train dynamics model based on discrete distance, train arrival and departure time model, train running interval calculation model based on track section locking time, track section capacity constraint model and objective function model .

步骤S40、采用混合整数线性规划来求解上述一体化优化模型,获取带锁闭时间的列车运行调整图及各列车速度曲线。Step S40 , using mixed integer linear programming to solve the above-mentioned integrated optimization model, and obtain the train operation adjustment map with lock-up time and the speed curves of each train.

进一步,步骤S10中配置的列车运行调整图及速度曲线所需基础参数包括:Further, the basic parameters required for the train operation adjustment map and speed curve configured in step S10 include:

根据实际高速铁路线路拓扑结构、信号系统、列车动力学特性配置一体化优化模型所需的基础参数,该基础参数包括高速铁路线路信息、车站信息、线路固定限速信息、轨道区段信息、初始时刻表、列车长度、路径、站内停站时间、列车发车时间窗、最小加速度与最大加速度。Configure the basic parameters required for the integrated optimization model according to the actual high-speed railway line topology, signal system, and train dynamics characteristics. The basic parameters include high-speed railway line information, station information, line fixed speed limit information, track section information, initial Timetable, train length, route, station stop time, train departure time window, minimum acceleration and maximum acceleration.

进一步,步骤S20中配置的临时限速场景基础数据包括:Further, the temporary speed limit scene basic data configured in step S20 includes:

临时限速场景基础数据包括临时限速轨道区段、临时限速开始时间及结束时间、临时限速值。The basic data of the temporary speed limit scene includes the temporary speed limit track section, the start time and end time of the temporary speed limit, and the temporary speed limit value.

进一步,步骤S30中所述临时限速条件下的列车运行调整与驾驶控制一体化优化模型包括:Further, the integrated optimization model of train operation adjustment and driving control under the condition of temporary speed limit described in step S30 includes:

1:列车临时限速约束模型:1: Train temporary speed limit constraint model:

ξf,i,j表示列车f在闭塞区间(i,j)是否受临时限速的影响ξ f,i,j indicates whether the train f is affected by the temporary speed limit in the blocked section (i,j)

图2为本发明实施例提供的一种列车通过临时限速示意图,如图2所示,为判断列车f在闭塞区间(i,j)是否受临时限速的影响,当列车f在闭塞区间(i,j)临时限速开始前已经离开该闭塞分区,或者是列车在临时限速结束后才进入该闭塞分区,则该列车不会被影响ξf,i,j=0,反之列车将会被临时限速影响ξf,i,j=1。该逻辑关系可用如下约束表示:Fig. 2 is a schematic diagram of a train passing through a temporary speed limit provided by an embodiment of the present invention. As shown in Fig. 2, in order to judge whether the train f is affected by the temporary speed limit in the blocked section (i, j), when the train f is in the blocked section (i,j) If the train has already left the block area before the temporary speed limit starts, or the train enters the block area after the temporary speed limit ends, the train will not be affected ξ f,i,j = 0, otherwise the train will Will be affected by the temporary speed limit ξ f,i,j =1. This logical relationship can be represented by the following constraints:

其中df,i,j表示列车f离开闭塞分区(i,j)的时间,af,i,j表示列车f到达闭塞分区(i,j)的时间,tsta表示临时限速开始的时刻,tend表示临时限速结束的时刻。where d f,i,j represent the time when train f leaves the block (i,j), a f,i,j represent the time when train f arrives at the block (i,j), and t sta represents the moment when the temporary speed limit starts , t end indicates the moment when the temporary speed limit ends.

2:基于离散距离的列车动力学模型:2: Train dynamics model based on discrete distance:

将每个闭塞分区分为nd个离散区间,在每个闭塞分区上,存在nd+1个速度点,本发明实施例假设列车在一个离散区间上的加速度保持一致,加速度与速度、区间长度的关系如下所示:Divide each block partition into nd discrete intervals, on each block partition, there are nd+1 speed points, the embodiment of the present invention assumes that the acceleration of the train on a discrete interval is consistent, and the acceleration is consistent with the speed and interval length The relationship looks like this:

其中accf,i,j,k表示列车f在闭塞区间(i,j)的第k个离散区间的加速度值,vf,i,j,k表示列车f在闭塞区间(i,j)的第k个速度点的速度值,表示闭塞区间(i,j)上的每个离散区间的长度。每个离散区间的长度与区间进入、出去速度及在该离散区间的运行时间的关系可以表示为:Where acc f, i, j, k represent the acceleration value of the train f in the kth discrete interval of the block interval (i, j), and v f, i, j, k represent the acceleration value of the train f in the block interval (i, j). The velocity value of the kth velocity point, Indicates the length of each discrete interval on the occluded interval (i, j). The relationship between the length of each discrete interval and the entry and exit speeds of the interval and the running time in the discrete interval can be expressed as:

其中Δtf,i,j,k表示列车f在闭塞区间(i,j)的第k个离散区间的运行时间。Where Δt f,i,j,k represents the running time of train f in the kth discrete interval of the blocked interval (i,j).

列车运行速度约束:Train running speed constraint:

(1)列车运行速度不能超过每个闭塞分区的线路固定限速(1) The train running speed cannot exceed the line fixed speed limit of each block zone

其中为闭塞分区(i,j)所在线路的固定限速。in is the fixed speed limit of the line where the block partition (i, j) is located.

(2)如果列车在闭塞分区(i,j)受临时限速的影响(即ξf,i,j=1),那么该列(2) If the train is affected by the temporary speed limit in the block zone (i, j) (ie ξ f, i, j = 1), then the column

车在通过该临时限速区段时,不能超过临时限速值。When a vehicle passes through the temporary speed limit section, it cannot exceed the temporary speed limit value.

其中为闭塞分(i,j)的临时限速值。in is the temporary speed limit value of block point (i, j).

(3)相邻两个闭塞分区交界处列车速度连续性应满足如下约束(3) The train speed continuity at the junction of two adjacent block zones should satisfy the following constraints

(4)列车速度与列车停站的关系(4) Relationship between train speed and train stops

其中wf,i,j表示列车f在闭塞分(i,j)的停站时间Where w f,i,j represent the stop time of train f at block point (i,j)

3:列车到发时刻模型3: Train arrival and departure time model

(1)列车出发时间窗约束(1) Train departure time window constraints

式中表示列车f到达起点of的时刻,ESTf表示列车在起点站的最早始发时间。In the formula Indicates the moment when train f arrives at the starting point o f , and EST f indicates the earliest departure time of the train at the starting station.

(2)相邻两个闭塞分区列车到达、出发时间约束(2) Arrival and departure time constraints of trains in two adjacent block zones

其中df,i,j表示列车f到达闭塞区间(i,j)的时刻,af,j,q表示列车f离开闭塞区间(i,j)的时刻。Where d f, i, j represent the moment when train f arrives at the block interval (i, j), and a f, j, q represent the moment when train f leaves the block interval (i, j).

(3)列车发车时间的计算如下(3) The calculation of train departure time is as follows

4:基于轨道区段锁闭时间的列车运行间隔计算模型4: Calculation model of train running interval based on track section locking time

(1)轨道区段锁闭时间计算(1) Calculation of track section locking time

图3为本发明实施例提供的一种列车轨道区段锁闭时间,如图3所示,锁闭时间包含进路建立时间、反应时间、接近时间、运行时间、出清时间、进路解锁时间6个时间要素,其中进路建立时间、反应时间、进路解锁时间均为固定参数。接近时间、运行时间、出清时间的计算如下所示:Fig. 3 is the locking time of a train track section provided by the embodiment of the present invention. As shown in Fig. 3, the locking time includes route establishment time, reaction time, approach time, running time, clearance time, and route unlocking Time has 6 time elements, among which the route establishment time, reaction time, and route unlocking time are all fixed parameters. The calculations for approach time, run time, and clear time are as follows:

接近时间的计算Calculation close to time

接近时间在车站到发线均假设为60s,在车站正线及区间正线的计算如下所示:The approach time is assumed to be 60s for both the arrival and departure lines at the station, and the calculation for the main line at the station and the main line at the section is as follows:

其中表示列车f在闭塞区间(i,j)的接近时间,表示列车f经过的闭塞区间(p,q)是闭塞区间(i,j)的接近预告点所在区间。接近预告点的设置参考列车的制动性能和运行速度。in Indicates the approach time of train f in the block interval (i, j), Indicates that the block section (p, q) passed by the train f is the block section (i, j) where the approach warning point is located. The setting of approaching the warning point refers to the braking performance and running speed of the train.

运行时间的计算Calculation of running time

其中表示列车f通过闭塞区间(i,j)的运行时间。通过的过程可能是不停车的过程,也可能是停车再启动通过的过程。这取决于闭塞区段在线路上的位置,是在区间,还是在车站。in Indicates the running time of train f passing through the block interval (i, j). The process of passing may be a process of not stopping, or a process of stopping and then starting to pass. It depends on where the block is on the line, whether it's in a section, or at a station.

出清时间的计算Calculation of clearing time

其中表示列车f在闭塞区间(i,j)的出清时间。in Indicates the clearing time of train f in the block interval (i, j).

(2)列车运行安全间隔的计算(2) Calculation of train running safety interval

图4为本发明实施例提供的一种列车运行安全间隔示意图,闭塞区间预占用闭塞区间时间的计算公式如下:Fig. 4 is a schematic diagram of a train running safety interval provided by an embodiment of the present invention, and the calculation formula for pre-occupied blocking interval time in the blocked interval is as follows:

其中gf,i,j表示列车f对闭塞区间(i,j)的预占用时间。Where g f, i, j represent the pre-occupancy time of train f for the block section (i, j).

闭塞区间解锁时间的计算Calculation of unlocking time in blocked interval

其中hf,i,j表示列车f对闭塞区间(i,j)的解锁时间。Where h f, i, j represent the unlocking time of train f to the blocked section (i, j).

闭塞区间开始占用闭塞区间时刻的计算Calculation of the moment when the blocked interval starts to occupy the blocked interval

其中αf,i,j表示列车f开始占用闭塞区间(i,j)的时刻。Where α f, i, j represent the moment when train f starts to occupy the block section (i, j).

闭塞区间结束占用闭塞区间时刻的计算Calculation of the time when the blocked interval ends and occupies the blocked interval

其中βf,i,j表示列车f结束占用闭塞区间(i,j)的时刻。Where β f, i, j represent the moment when train f finishes occupying the block interval (i, j).

5:轨道区段能力约束模型:5: Track section capacity constraint model:

其中αf',i,j为列车运行顺序常量,θf,f',i,j=1表示列车f在列车f’前通过闭塞区间(i,j),θf,f',i,j=0表示列车f’在列车f前通过闭塞区间(i,j)。该约束表示当列车f在列车f’前通过闭塞区间(i,j)时,列车f’开始占用闭塞区间(i,j)的时刻αf',i,j要大于等于列车f结束占用闭塞区间(i,j)的时刻βf,i,jAmong them, α f', i, j are constants of train operation sequence, θ f, f', i, j = 1 means that train f passes through the block interval (i, j) before train f', θ f, f', i, j = 0 means that train f' passes through the block section (i, j) before train f. This constraint means that when train f passes through the block interval (i, j) before train f', the time α f', i, j when train f' starts to occupy the block interval (i, j) must be greater than or equal to the time when train f stops occupying the block Time β f,i,j of interval (i,j).

6:目标函数模型;6: Objective function model;

进一步,步骤S30中的目标函数模型包括:Further, the objective function model in step S30 includes:

目标函数模型将最小化如下目标函数:The objective function model will minimize the following objective function:

Fobj=λ1×fobj,time2×fobj,comf F obj = λ 1 × f obj, time + λ 2 × f obj, comf

其中,λ1和λ2为权重。Among them, λ 1 and λ 2 are weights.

目标函数中Fobj,time是对与调整后的列车运行图列车到达终点站的时刻与原列车运行图列车到达终点站时刻的偏差进行最小化的部分,其表示为:In the objective function, F obj, time is the part that minimizes the deviation between the time when the train arrives at the terminal station in the adjusted train diagram and the time when the train arrives at the terminal station in the original train diagram, which is expressed as:

目标函数中Fobj,comf是对列车速度曲线加速度变化率进行最小化的部分,其表示In the objective function, F obj, comf is the part that minimizes the acceleration rate of the train speed curve, which expresses

进一步,步骤S40中所述将优化模型中非线性约束条件部分进行线性化来采用混合整数线性规划求解该优化模型,获取高速铁路列车在临时限速扰动情况下优化的列车运行调整计划并为司机/ATO提供推荐速度曲线,包括:Further, as described in step S40, linearize the part of the nonlinear constraints in the optimization model to solve the optimization model by using mixed integer linear programming, obtain the optimized train operation adjustment plan of the high-speed railway train under the condition of temporary speed limit disturbance and provide the driver /ATO provides recommended speed profiles, including:

(1)对二次项进行线性化(1) Linearize the quadratic term

对步骤S30中所述基于离散距离的列车动力学模型的加速度计算中的二次项部分进行线性化,引入变量具体实现方法如下:To the quadratic term in the acceleration calculation of the train dynamics model based on the discrete distance described in step S30 Partially linearized, introducing variables The specific implementation method is as follows:

其中δx,f,i,j,k应满足以下条件:Among them, δ x, f, i, j, k should meet the following conditions:

0≤δx,f,i,j,k≤1,x=1...m,0≤δ x,f,i,j,k ≤1,x=1...m,

(2)对实数变量乘以实数变量项进行线性化:(2) Linearize the real variable multiplied by the real variable term:

对步骤S30中基于离散距离的列车动力学模型中的离散区间距离计算中的In step S30, in the discrete interval distance calculation based on the train dynamics model of discrete distance

Δtf,i,j,k×vf,i,j,k部分进行线性化,具体实现方法如下:Δt f, i, j, k × v f, i, j, k are partly linearized, and the specific implementation method is as follows:

第一步,将该约束表示为:In the first step, express the constraint as:

第二步,引入变量 The second step is to introduce variables

第三步,运用二次项线性化方法将所含二次项进行线性化。The third step is to use the quadratic term linearization method to linearize the contained quadratic term.

(3)对if-then约束进行线性化(3) Linearize if-then constraints

对步骤S30中列车临时限速约束模型中的列车是否受临时限速影响的0-1变量部分的if-the条件进行线性化,具体实现方法如下:Carry out linearization to the if-the condition of the 0-1 variable part of whether the train in the train temporary speed limit constraint model is affected by the temporary speed limit in step S30, the specific implementation method is as follows:

其中λ1,f.i.j、λ2,f.i.j应满足以下条件:Among them, λ 1, fij , λ 2, fij should meet the following conditions:

ξe,i,j=λ1,f.i.j×λ2,f.i.j ξ e, i, j = λ 1, fij × λ 2, fij

1,f.i.jf,i,j≤01,fijf,i,j ≤0

2,f.i.jf,i,j≤02,fijf,i,j ≤0

λ1,f.i.j2,f.i.jf,i,j≤1。λ 1,fij2,fijf,i,j ≤1.

(4)输入配置参数,对该混合整数线性规划优化问题求解,若优化问题可获取最优解,则输出最优解,并画出推荐速度曲线及铺画列车运行图。(4) Input the configuration parameters, and solve the mixed integer linear programming optimization problem. If the optimization problem can obtain the optimal solution, output the optimal solution, and draw the recommended speed curve and the train operation diagram.

实施例二Embodiment two

按照本发明实施例的方法自动编制的一种带轨道区段锁闭时间的调整后列车运行图如图5所示,其对应列车运行曲线如图6(a)(b)(c)(d)所示。图6中横坐标为高速铁路线路运营时间,从下午6点到6点50,纵坐标为空间即闭塞分区,图6中灰色块表示在闭塞分区的锁闭时间。图6中横坐标为空间即闭塞分区,纵坐标为列车的速度(单位为米/秒)。According to the method of the embodiment of the present invention, a kind of adjusted train running diagram with track section locking time is shown in Figure 5, and its corresponding train running curve is shown in Figure 6 (a)(b)(c)(d) ) shown. The abscissa in Figure 6 is the operating time of the high-speed railway line, from 6:00 p.m. to 6:50 p.m., and the ordinate is the space, that is, the block zone. The gray blocks in Figure 6 represent the locking time in the block zone. In Fig. 6, the abscissa is the space, that is, the block partition, and the ordinate is the speed of the train (the unit is m/s).

综上所述,本发明实施例实现了高速铁路列车在临时限速扰动情况下优化的列车运行调整计划自动编制及推荐速度曲线获取,并具有如下优点:In summary, the embodiment of the present invention realizes the automatic preparation of the optimized train operation adjustment plan and the acquisition of the recommended speed curve for high-speed railway trains under the condition of temporary speed limit disturbance, and has the following advantages:

1、自动编制的运行调整计划可满足到发时刻、安全间隔、列车顺序、轨道区段能力等约束条件,保证调整计划的可行性,减少列车延误时间;推荐速度曲线可满足列车在轨道区段的固定限速及临时限速要求,保证列车在临时限速条件下的平稳运行,保证乘客舒适性。1. The automatically compiled operation adjustment plan can meet constraints such as arrival and departure time, safety interval, train sequence, track section capacity, etc., to ensure the feasibility of the adjustment plan and reduce train delay time; the recommended speed curve can meet the requirements of the train on the track section The fixed speed limit and temporary speed limit requirements ensure the smooth running of trains under temporary speed limit conditions and ensure the comfort of passengers.

2、基于锁闭时间的列车运行间隔计算模型可满足高速铁路系统调度指挥的精细化要求,为突发事件下高速铁路线路能力的保障奠定基础。2. The train running interval calculation model based on the locking time can meet the refined requirements of high-speed railway system dispatching and command, and lay the foundation for the guarantee of high-speed railway line capacity under emergencies.

本领域普通技术人员可以理解:附图只是一个实施例的示意图,附图中的模块或流程并不一定是实施本发明所必须的。Those skilled in the art can understand that the accompanying drawing is only a schematic diagram of an embodiment, and the modules or processes in the accompanying drawing are not necessarily necessary for implementing the present invention.

通过以上的实施方式的描述可知,本领域的技术人员可以清楚地了解到本发明可借助软件加必需的通用硬件平台的方式来实现。基于这样的理解,本发明的技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品可以存储在存储介质中,如ROM/RAM、磁碟、光盘等,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本发明各个实施例或者实施例的某些部分所述的方法。It can be seen from the above description of the implementation manners that those skilled in the art can clearly understand that the present invention can be implemented by means of software plus a necessary general hardware platform. Based on this understanding, the essence of the technical solution of the present invention or the part that contributes to the prior art can be embodied in the form of software products, and the computer software products can be stored in storage media, such as ROM/RAM, disk , CD, etc., including several instructions to make a computer device (which may be a personal computer, server, or network device, etc.) execute the methods described in various embodiments or some parts of the embodiments of the present invention.

本说明书中的各个实施例均采用递进的方式描述,各个实施例之间相同相似的部分互相参见即可,每个实施例重点说明的都是与其他实施例的不同之处。尤其,对于装置或系统实施例而言,由于其基本相似于方法实施例,所以描述得比较简单,相关之处参见方法实施例的部分说明即可。以上所描述的装置及系统实施例仅仅是示意性的,其中所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部模块来实现本实施例方案的目的。本领域普通技术人员在不付出创造性劳动的情况下,即可以理解并实施。Each embodiment in this specification is described in a progressive manner, the same and similar parts of each embodiment can be referred to each other, and each embodiment focuses on the differences from other embodiments. In particular, for the device or system embodiments, since they are basically similar to the method embodiments, the description is relatively simple, and for relevant parts, refer to part of the description of the method embodiments. The device and system embodiments described above are only illustrative, and the units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, It can be located in one place, or it can be distributed to multiple network elements. Part or all of the modules can be selected according to actual needs to achieve the purpose of the solution of this embodiment. It can be understood and implemented by those skilled in the art without creative effort.

以上所述,仅为本发明较佳的具体实施方式,但本发明的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本发明揭露的技术范围内,可轻易想到的变化或替换,都应涵盖在本发明的保护范围之内。因此,本发明的保护范围应该以权利要求的保护范围为准。The above is only a preferred embodiment of the present invention, but the scope of protection of the present invention is not limited thereto. Any person skilled in the art within the technical scope disclosed in the present invention can easily think of changes or Replacement should be covered within the protection scope of the present invention. Therefore, the protection scope of the present invention should be determined by the protection scope of the claims.

Claims (10)

1. the integrated optimization method of high-speed rail train scheduling and control under a kind of temporary speed limitation characterized by comprising
Rail track topological structure, signal system and train dynamics needed for configuration optimization adjusted train diagram figure and rate curve Learn characteristic underlying parameter;
Configure temporary speed limitation scene basic data;
According to the rail track topological structure, signal system characteristic, train dynamics characteristic underlying parameter and temporary speed limitation field Scape basic data establishes adjusted train diagram and Driving control Integrated optimization model under the conditions of temporary speed limitation, the integration Optimized model includes: train temporary speed-limiting restricted model, the Modeling Method for Train Dynamics based on discrete distance, train arrival and leaving moment mould Type, the Train Interval computation model based on the track section locking time, track section capacity consistency model and objective function Model;
The adjusted train diagram and Driving control Integrated optimization model are solved using mixed integer linear programming, obtain band The adjusted train diagram figure of locking time and each train speed curve.
2. the method according to claim 1, wherein the configuration optimization adjusted train diagram figure and rate curve Required train dynamics characteristic underlying parameter include: high-speed railway route information, station information, the fixed speed-limiting messages of route, Track section information, initial time table, train length, path, stand in dwell time, train departure time window, minimum acceleration With peak acceleration.
3. the method according to claim 1, wherein the temporary speed limitation scene basic data includes: interim limit Fast track section, temporary speed limitation time started and end time, temporary speed limitation value.
4. method according to any one of claims 1 to 3, which is characterized in that the train temporary speed-limiting restricted model is such as Under:
ξf,i,jIndicate whether train f is influenced by temporary speed limitation in block section (i, j)
To judge whether train f is influenced by temporary speed limitation in block section (i, j), when train f is interim in block section (i, j) Speed limit has been moved off the block section or train and just enters the block section after temporary speed limitation before starting, then should Train will not be affected ξf,i,j=0, on the contrary train will influence ξ by temporary speed limitationf,i,j=1.
5. according to the method described in claim 4, it is characterized in that, the Modeling Method for Train Dynamics based on discrete distance such as Under:
Each block section is divided into nd discrete segment, on each block section, there are nd+1 speed points, if train exists Acceleration on one discrete segment is consistent, and acceleration is shown below with speed, the relationship of siding-to-siding block length:
Wherein accf,i,j,kIndicate train f in the acceleration value of k-th of discrete segment of block section (i, j);vf,i,j,kIndicate column Vehicle f k-th of speed point of block section (i, j) velocity amplitude,Indicate each discrete segment on block section (i, j) Length, the length of each discrete segment and section enter, speed of going out and the discrete segment runing time relationship such as Shown in following formula:
Wherein Δ tf,i,j,kIndicate train f in the runing time of k-th of discrete segment of block section (i, j);
Train running speed constraint:
(1) train running speed is no more than the fixed speed limit of the route of each block section
WhereinThe fixation speed limit of route where block section (i, j);
(2) if train is influenced in block section (i, j) by temporary speed limitation, i.e. ξf,i,j=1, then the train faces by this When speed limit section when, no more than temporary speed limitation value;
WhereinFor the temporary speed limitation value of occlusion point (i, j);
(3) two neighboring block section intersection train speed continuity should meet following constraint
(4) relationship of train speed and train dwelling
Wherein wf,i,jIndicate train f in the dwell time of occlusion point (i, j).
6. according to the method described in claim 5, it is characterized in that, the train arrival and leaving moment model is as follows:
(1) constraint of train departure time window is as follows:
In formulaIndicate that train f reaches starting point ofAt the time of, ESTfIndicate that train originates the time in inception point earliest;
(2) two neighboring block section train arrival, departure time constraint are as follows:
Wherein dF, i, jAt the time of indicating that train f reaches block section (i, j), aF, j, qIndicate that train f leaves block section (i, j) Moment;
(3) calculating of train departure time is as follows:
7. according to the method described in claim 6, it is characterized in that, between the train operation based on the track section locking time It is as follows every computation model:
1: the track section locking time calculates
The track section locking time include route settling time, the reaction time, time to approach, runing time, go out the clear time and into Road unlocked time, wherein route settling time, reaction time, route release time are preset parameter, when time to approach, operation Between, go out the clear time calculating it is as follows:
The calculating of time to approach
Time to approach arrives hair line AT STATION and is assumed to be 60s, and the calculating of main track and section main track is as follows AT STATION:
WhereinIndicate train f block section (i, j) time to approach,Indicate what train f passed through Block section (p, q) is block section (i, j) close to section where advance notice point;
The calculating of runing time
WhereinIndicate that train f passes through the runing time of block section (i, j);
The calculating of clear time out
WhereinIndicate that train f goes out the clear time in block section (i, j);
2: the calculating at train operating safety interval
The calculation formula that block section occupies the block section time in advance is as follows:
Wherein gF, i, jIndicate train f to the pre- holding time of block section (i, j);
The calculating of block section unlocked time
Wherein hF, i, jIndicate train f to the unlocked time of block section (i, j);
Block section starts to occupy the calculating at block section moment
Wherein αF, i, jAt the time of indicating that train f starts to occupy block section (i, j);
Block section terminates to occupy the calculating at block section moment
Wherein βF, i, jAt the time of indicating that train f terminates to occupy block section (i, j).
8. the method according to the description of claim 7 is characterized in that the track section capacity consistency model is as follows:
Wherein αf',i,jFor train operation sequence constant, θf,f',i,j=1 indicate train f before the train f ' by block section (i, J), θf,f',i,j=0 indicates that train f ' passes through block section (i, j) before train f, and the constraint representation is when train f is before train f ' When by block section (i, j), α at the time of train f ' starts to occupy block section (i, j)f',i,jBeing greater than terminates equal to train f β at the time of occupying block section (i, j)f,i,j
9. according to the method described in claim 8, it is characterized in that, the target function model is as follows:
Target function model will minimize following objective function:
Fobj1×FObj, time2×FObj, comf
Wherein, λ1And λ2For weight;
F in objective functionObj, timeBe at the time of reaching terminal with route map of train train adjusted with former train operation Figure train is reached terminal the part that the deviation at moment is minimized, and is indicated are as follows:
F in objective functionObj, comfIt is the part minimized to train speed curve rate of acceleration change, indicates are as follows:
10. according to the method described in claim 9, it is characterized in that, the use mixed integer linear programming is to solve Adjusted train diagram and Driving control Integrated optimization model are stated, adjusted train diagram figure and each train with the locking time are obtained Rate curve, comprising:
The adjusted train diagram and Nonlinear Constraints part in Driving control Integrated optimization model are linearized, Include the following:
1: quadratic term is linearized
To the secondary item parts v in the acceleration calculation of the Modeling Method for Train Dynamics based on discrete distance2 f,i,j,kIt is linearized, Introduce variable yf,i,j,k=v2 f,i,j,k, concrete methods of realizing is as follows:
Wherein δx,f,i,j,kMeet the following conditions:
0≤δx,f,i,j,k≤ 1, x=1...m
δx,f,i,j,k-2×ηx,f,i,j,k≤0
δx,f,i,j,k-ε×ηx,f,i,j,k≥0
2: real variable is linearized multiplied by real variable item
To the Δ t in the discrete segment distance calculating in the Modeling Method for Train Dynamics based on discrete distanceF, i, j, k×vF, i, j, kPart It is linearized, concrete methods of realizing is as follows:
The first step, by the constraint representation are as follows:
Second step introduces variable
Third step linearizes contained quadratic term with quadratic term linearization technique;
3: if-then constraint is linearized
On the if-the condition for the 0-1 the variable part whether train in train temporary speed-limiting restricted model is influenced by temporary speed limitation It is linearized, concrete methods of realizing is as follows:
Wherein λ1, f.i.j、λ2, f.i.jThe following conditions should be met:
ξE, i, j1, f.i.j×λ2, f.i.j
1,f.i.jf,i,j≤0
2,f.i.jf,i,j≤0
λ1,f.i.j2,f.i.jf,i,j≤1
4: it is integrated with Driving control excellent to solve the adjusted train diagram using mixed integer linear programming for input configuration parameter Change model, obtain optimal solution, the column that High Speed Railway Trains optimize when temporary speed limitation disturbs are obtained according to the optimal solution Vehicle combustion adjustment plan, and provided for driver/ATO and recommend train speed curve.
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