CN115115243A - Modularized bus operation and charging scheduling method without intermittent main line - Google Patents
Modularized bus operation and charging scheduling method without intermittent main line Download PDFInfo
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Abstract
Description
技术领域technical field
本发明属于城市公交服务技术领域,尤其是涉及一种无间断主线的模块化公交运行及充电调度方法。The invention belongs to the technical field of urban bus services, in particular to a modular bus operation and charging scheduling method with uninterrupted main lines.
背景技术Background technique
公共交通是保证大城市移动效率的关键因素,也是推行绿色交通的重要方法。全电动公交车的实施将有助于减少化石燃料消耗、二氧化碳排放和当地空气污染,然而普通全电动公共汽车的充电计划会打断公交系统的正常运行,影响公共交通系统的运行效率、增加运营成本。目前研究主要采用混合车队、快速充电等方式降低充电对公交运营的影响,但是产生的效果较为有限。Public transportation is a key factor to ensure the mobility efficiency of big cities, and it is also an important method to promote green transportation. The implementation of all-electric buses will help to reduce fossil fuel consumption, carbon dioxide emissions and local air pollution, however, the charging schedule of ordinary all-electric buses will interrupt the normal operation of the bus system, affect the operating efficiency of the public transport system, increase the operation cost. At present, the research mainly adopts mixed fleet, fast charging and other methods to reduce the impact of charging on bus operation, but the effect is relatively limited.
随着自动驾驶技术和车辆制造技术的发展,全自动驾驶的模块化公交预计将成为未来城市公交系统中的重要组成部分。模块化公交可拆分组合的特性可以通过替换部分模块保障主线电动公交的电量,使主线公交不受电量影响,实现不间断运行。但是模块化公交在应用中还存在一些等待解决的问题:With the development of autonomous driving technology and vehicle manufacturing technology, fully autonomous modular buses are expected to become an important part of future urban bus systems. The characteristics of modular buses that can be split and combined can ensure the power of the main line electric buses by replacing some modules, so that the main line buses are not affected by the power and realize uninterrupted operation. However, there are still some problems waiting to be solved in the application of modular bus:
1.模块化公交车辆可拆分组合的特性区别于常规公交,需要适宜发挥模块化公交优势的新的编组、调度模式。1. The characteristics of modular public transport vehicles that can be split and combined are different from those of conventional public transport, and a new grouping and dispatching mode that is suitable for the advantages of modular public transport is required.
2.利用模块化公交的特性保障主线公交在运行中不被充电需求打断,需要合理调度主线公交、支线公交和充电设施上的模块化公交,在保障主线公交运营效率的同时满足模块化公交的充电需求。2. Utilize the characteristics of modular buses to ensure that the main line buses are not interrupted by the charging demand during operation. It is necessary to reasonably schedule the main line buses, branch buses and modular buses on charging facilities, so as to ensure the operation efficiency of the main line buses and meet the requirements of the modular buses. charging needs.
3.充电中的车辆不能进行运营任务,需要合理制定充电计划降低运营成本。3. The charging vehicle cannot carry out operational tasks, and a reasonable charging plan needs to be formulated to reduce operating costs.
因此,提出一种保障主线公交无间断运行的模块化公交运营及充电调度方法,克服模块化公交在应用中的技术瓶颈,适应未来交通绿色、智慧的发展趋势。Therefore, this paper proposes a modular bus operation and charging scheduling method to ensure the uninterrupted operation of the main line bus, overcomes the technical bottleneck in the application of modular bus, and adapts to the development trend of green and smart traffic in the future.
发明内容SUMMARY OF THE INVENTION
本发明的目的是针对未来城市公交系统的发展趋势,提供一种保障主线公交无间断运行的模块化公交运营及充电调度方法。本发明的模块化公交系统运行方法具有如下特点:The purpose of the present invention is to provide a modularized bus operation and charging scheduling method that guarantees the uninterrupted operation of the main line bus according to the development trend of the urban bus system in the future. The operation method of the modular bus system of the present invention has the following characteristics:
一、主线公交在固定线路上运行,通过与支线接驳位置模块化公交的拆分组合,保障主线上的模块化公交车一直保持电量充足的状态,不会因为充电需求打断主线公交运行。1. The main line bus runs on a fixed line. Through the splitting and combination of modular buses at the connection position of the branch line, it is guaranteed that the modular buses on the main line will always maintain a state of sufficient electricity, and the operation of the main line buses will not be interrupted due to charging requirements.
二、在保证能够满足主线公交模块化组合、替换的需求的前提下,支线区域内的模块化公交以需求响应的形式进行灵活调度,并在固定点位与主线公交进行接驳。2. Under the premise of ensuring that the modular combination and replacement of main line buses can be met, the modular buses in the branch line areas will be flexibly dispatched in the form of demand response, and connected to the main line buses at fixed points.
三、支线区域包括含充电设施的支线区域和不含充电设施的支线区域两种,不含充电桩区域内的模块化车辆通过并入主线的方式转移至包含充电设施区域进行充电。3. The branch line area includes the branch line area with charging facilities and the branch line area without charging facilities. Modular vehicles in the area without charging piles are transferred to the area containing charging facilities for charging by merging into the main line.
本发明能够保障主线公交电量,使主线公交运行不受充电影响,并利用支线公交解决充电问题,在满足乘客出行需求的同时,提高运营及充电效率。本发明所公布方法具有很强的灵活性与实用性。The invention can guarantee the power of the main line bus, make the main line bus operation not affected by charging, solve the charging problem by using the branch line bus, and improve the operation and charging efficiency while satisfying the travel demand of passengers. The method disclosed in the present invention has strong flexibility and practicability.
针对本发明中的模块化公交车辆、组合、拆分以及换乘等术语的解释如下:The explanations for the terms of the modular bus vehicle, combination, split and transfer in the present invention are as follows:
模块化公交车辆(Modular Vehicle):一种基于道路的模块化车辆,由低容量模块化单元组成,自动驾驶、全电能驱动的公交车辆1,车辆两侧,首尾均有可切换开关状态的电动控制车门2,同时配置大容量的蓄电池。模块化公交车辆之间可以自由组合和拆分。Modular Vehicle: A road-based modular vehicle, consisting of low-capacity modular units, self-driving, fully electric-driven
组合和拆分:多个模块化公交车辆组合形成模块化公交车队4,相邻两个模块化车辆之间的电动控制车门6开启形成通道。模块化车队4关闭电动控制车门6闭合通道,然后拆分为多个模块化车队。Combination and splitting: a plurality of modular bus vehicles are combined to form a
换乘:模块化公交3与模块化公交5组合形成模块化车队4,打开电动控制车门6形成通道,模块化公交3中的乘客进入模块化公交5,然后解除模块化车队4的编组,完成换乘。Transfer:
本发明的技术方案是:The technical scheme of the present invention is:
一种无间断主线的模块化公交运行及充电调度方法,所述公交系统由一条公交主线7、若干包含充电设施的支线区域8、若干不包含充电设施的支线区域9与若干模块化车辆组成。A modular bus operation and charging scheduling method for an uninterrupted main line, the public transportation system is composed of a
本发明所述公交运营及充电调度方法如下:The bus operation and charging scheduling method of the present invention is as follows:
本发明所述的公交主线7站点固定、包括与支线区域接驳站点10和普通公交站点11,主线公交初始编组和发车频率由乘客需求决定,只允许在接驳站点10进行模块化公交拆分、组合或替换。模块化公交在主线7上沿固定线路和站点不间断运行。The bus
本发明所述的模块化公交车辆,在包含充电设施的支线区域8内完成充电。区域8内的车辆直接行驶到充电设施处进行充电。不包含充电设施的支线区域9内的模块化车辆13在接驳站点并入主线与主线上的模块化公交车辆形成车队14,在包含充电设施的支线区域8的接驳站点10处拆解,进入区域8,运行至充电设施处进行充电15。主线公交上的模块化车辆17在剩余电量不满足运行需求时,在接驳站点10离开主线进入支线区域,运行至充电设施处进行充电18。The modular bus vehicle according to the present invention completes charging in the
本发明所述的模块化公交车辆可以在接驳站点10根据乘客和电量需求进行重新编组,主线模块化公交车队在前一接驳站点发出对下一接驳站点支线区域的模块化公交车辆需求,支线区域在主线车队到达前在接驳站点等待,在主线模块化公交车队到达后与之进行替换或组合。The modular bus vehicle of the present invention can be regrouped at the connecting
本发明所述模块化公交车队在运行过程中开启电动控制车门6形成通道,并告知各个模块化车辆的运行线路,乘客根据自身需求选择到达其所需到达的车厢4。The modular bus fleet of the present invention opens the electric control door 6 to form a passage during operation, and informs the operation route of each modular vehicle, and passengers select the
进一步的,本发明所述模块化公交运营及充电调度方法的求解模型,即计算各模块化车辆编组解编计划表、充电计划表的模型如下:Further, the solution model of the modular bus operation and charging scheduling method according to the present invention, that is, the model for calculating the marshalling and decomposing schedule and the charging schedule of each modular vehicle is as follows:
模型的目标函数为系统总成本最小:The objective function of the model is to minimize the total cost of the system:
min Z=Zb+Zd+Zc+Zt min Z = Z b + Z d + Z c + Z t
Z为系统总成本,j表示系统中模块化公交的数量。其中Zb为电池成本,电池在使用过程中会产生损耗,cb为单位功率损耗成本(¥/kwh),pci和pdi分别为第i辆模块化公交车辆电池充电和放电过程中的平均功率,hci和hdi分别为第i辆模块化公交车辆电池充电和放电的时间。Zd为距离成本,车辆在行驶过程中会产生折旧等损耗,这一成本与车辆行驶距离ld有关,cd为模块化公交车辆行驶单位距离的损耗成本(¥/km),ldi为第i辆模块化公交车辆在运营时间内行驶的距离。Zc为充电成本,cc为单位电量的成本(¥/kw),eci为第i辆模块化公交车辆一天内使用的电量。Zt为乘客换乘成本,包括换乘等待时间成本和换乘不便成本,与换乘次数有关,ct为初始换乘成本,β为换乘惩罚系数,βk为模块化公交车辆在两次充电运营过程中换乘k次的惩罚系数。Z is the total cost of the system, and j is the number of modular buses in the system. Among them, Z b is the battery cost, the battery will be lost during use, c b is the unit power loss cost (¥/kwh), pci and pdi are the average power during the charging and discharging process of the ith modular bus battery, respectively , hci and hdi are the charging and discharging times of the i-th modular bus battery, respectively. Z d is the distance cost, and the vehicle will produce depreciation and other losses during the driving process. This cost is related to the vehicle travel distance l d , c d is the loss cost per unit distance of the modular bus vehicle (¥/km), and l di is The distance traveled by the ith modular bus vehicle during operating hours. Z c is the charging cost, cc is the cost per unit of electricity (¥/kw), and e ci is the electricity used by the ith modular bus vehicle in one day. Z t is the transfer cost of passengers, including transfer waiting time cost and transfer inconvenience cost, which is related to the number of transfers, c t is the initial transfer cost, β is the transfer penalty coefficient, and β k is the modular bus vehicle in two Penalty coefficient for k times of transfers during the charging operation process.
模型约束条件为:The model constraints are:
ti,n<Ti,n t i,n <T i,n
其中为模块化公交车辆i在t时刻的运营状态,为0、1变量,0表示未投入运营,1表示在运营,约束保证一个模块化公交一次最多只能进行一次行程。为模块化公交车辆i在t时刻的充电状态,为0、1变量,0表示未充电,1表示在充电站m充电,约束保证一个模块化公交一次只能在一个充电设施充电,且不超过充电设施最大容量。模块化公交在同一时刻只能保持运营或充电中的一种状态。in is the operation state of the modular bus i at time t, It is a variable of 0 and 1, 0 means it is not in operation, 1 means it is in operation, and the constraint ensures that a modular bus can only make one trip at most at a time. is the charging state of the modular bus i at time t, It is a variable of 0 and 1, 0 means not charging, 1 means charging at charging station m, the constraint ensures that a modular bus can only be charged in one charging facility at a time, and does not exceed the maximum capacity of the charging facility. Modular buses can only maintain one state of operation or charging at a time.
为模块化公交车辆i在t时刻的电量状态,为0、1变量,0表示不能到达最近充电设施的下一个充电设施时,1表示可以到达最近充电设施的下一个充电设施时。 is the power state of the modular bus i at time t, It is a variable of 0 and 1, 0 indicates that the next charging facility of the nearest charging facility cannot be reached, and 1 indicates that the next charging facility of the nearest charging facility can be reached.
为模块化公交车辆i在t时刻的剩余电量,为模块化公交车辆i在行程时间内所需电量,行程时间为车辆从t时刻运行至最近充电设施所需电量,约束保证模块化公交车辆可以运行至最近充电设施进行充电。 is the remaining power of modular bus i at time t, travel time for modular transit vehicle i required power, travel time For the power required by the vehicle to run to the nearest charging facility from time t, the constraint ensures that the modular bus vehicle can run to the nearest charging facility for charging.
为模块化公交车辆i在行程时间内所需电量,E为模块化公交电池充电功率(kwh),行程时间为车辆从t时刻运行至最近充电设施的下一个充电设施所需电量,当模块化公交车辆剩余电量能达到最近充电设施且不能到达最近充电设施的下一个充电设施时,则对模块化公交车辆进行充电操作。 travel time for modular transit vehicle i The required amount of electricity inside, E is the charging power of the modular bus battery (kwh), the travel time It is the power required for the vehicle to run from the time t to the next charging facility of the nearest charging facility. When the remaining power of the modular bus vehicle can reach the nearest charging facility and cannot reach the next charging facility of the nearest charging facility, then the modular bus vehicle will be charged. Carry out the charging operation.
模块化公交车辆i在t+1时刻的剩余电量,等于减去t时刻至t+1时刻车辆放电、加上车辆充电。是模块化公交车初始运营时的电量,约束保证模块化公交车辆在投入运营时的电量都是满电量状态。 The remaining power of modular bus i at time t+1 is equal to Subtract the vehicle discharge from time t to time t+1 and add the vehicle charge. It is the power of the modular bus at the initial operation, and the constraint ensures that the power of the modular bus is fully charged when it is put into operation.
ti,n为支线区域内模块化公交车辆到达站点n的时间,Ti,n为公交主线上模块化公交车辆到达站点n的时间,约束保证在接驳过程中主线上的模块化公交车辆无需等待。t i,n is the time for the modular bus vehicles in the branch line area to arrive at station n, and T i,n is the time for the modular bus vehicles on the main bus line to arrive at station n. The constraints ensure that the modular bus vehicles on the main line during the connection process No need to wait.
模型求解:Model solution:
本发明所涉模型为混合整数线性规划模型,可用分支定界法进行精确求解。通过求解模型可以确定公交主线模块化公交车辆在每个接驳站点的操作,支线区域内模块化公交与主线上模块化车辆接驳的操作,每个模块化公交车辆的充电路径,每个模块化公交车辆的运行时间、运行距离和充电时间。依照模型求解结果编排本发明所涉模块化公交车辆运行时刻表及充电计划表,能够在保障主线公交客运需求、模块化公交车辆电量需求的前提下使系统总成本最低。The model involved in the present invention is a mixed integer linear programming model, which can be accurately solved by the branch and bound method. By solving the model, the operation of the modular bus vehicle on the main bus line at each connection station, the operation of connecting the modular bus in the branch line area with the modular vehicle on the main line, the charging path of each modular bus vehicle, and each module can be determined. The running time, running distance and charging time of bus vehicles are optimized. Arranging the operation schedule and charging schedule of the modular bus vehicle according to the model solution result can minimize the total system cost on the premise of ensuring the passenger demand of the main line bus and the electricity demand of the modular bus vehicle.
本发明的有益效果,本发明的模块化公交运营及充电调度方法能够保障主线公交电量,使主线公交运行不受充电影响,并利用支线公交解决充电问题,在满足乘客出行需求的同时,提高运营及充电效率。The beneficial effects of the present invention are that the modularized bus operation and charging scheduling method of the present invention can ensure the power of the main line bus, so that the main line bus operation is not affected by charging, and use the branch bus to solve the charging problem. and charging efficiency.
附图说明Description of drawings
图1表示本发明所涉及的模块化公交车辆。FIG. 1 shows a modular bus vehicle according to the present invention.
图2表示本发明所涉及的模块化车辆编组和换乘。FIG. 2 shows the modular vehicle formation and transfer according to the present invention.
图3表示本发明的实施例。FIG. 3 shows an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合附图实施例,对本发明的技术方案进行清楚、完整地描述,以便本领域的技术人员能够更好地理解本发明。The technical solutions of the present invention will be clearly and completely described below with reference to the embodiments of the drawings, so that those skilled in the art can better understand the present invention.
实施例Example
本例如图3所示,为由一条公交主线7、若干包含充电设施的支线区域8、若干不包含充电设施的支线区域9与若干模块化车辆组成的模块化公交系统。This example is shown in FIG. 3 , which is a modular bus system consisting of a
1、公交主线7根据乘客需求确定初始编组和发车间隔、包含充电设施的支线区域8和不包含充电设施的支线区域9内的模块化公交根据乘客需求响应各自运行;1. The
2、在运力满足的情况下,公交主线上的模块化车辆17在剩余电量不满足运行需求时,在接驳站点10离开主线进入支线区域,运行至充电设施处进行充电18;2. Under the condition that the transportation capacity is satisfied, the
3、在公交主线上的模块化车辆17离开主线运力不足的情况下,模块化车辆17在接驳站点10与提前到达的支线区域内的电量充足的模块化公交车辆进行替换,原来区域8内的模块化公交并入主线运行,原公交主线上的模块化车辆进入区域8充电;3. In the event that the
4、区域8内的车辆直接行驶到充电设施处进行充电;4. Vehicles in
5、不包含充电设施的支线区域9内的模块化车辆13在接驳站点并入主线与主线上的模块化公交车辆形成车队14,在包含充电设施的支线区域8的接驳站点10处拆解,进入区域8,运行至充电设施处进行充电15;5.
6、循环以上步骤。6. Repeat the above steps.
由于模型的约束与优化,本发明所涉及的模块化公交运营及充电调度方法能够充分保障主线上公交模块化公交车辆的电量,使主线公交运行不受充电影响,并利用支线公交解决充电问题,在满足乘客出行需求的同时,提高运营及充电效率。Due to the constraints and optimization of the model, the modular bus operation and charging scheduling method involved in the present invention can fully guarantee the power of the modular bus vehicles on the main line, so that the main line bus operation is not affected by charging, and the branch bus is used to solve the charging problem, While meeting the travel needs of passengers, the operation and charging efficiency are improved.
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