CN113838285A - Method and device for realizing vehicle group decision under cooperative vehicle and road environment - Google Patents
Method and device for realizing vehicle group decision under cooperative vehicle and road environment Download PDFInfo
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Abstract
本文公开一种车路协同环境下实现车辆群体决策的方法及装置,本发明实施例对待通过冲突区的自动驾驶车辆,根据各车道的车辆的转向,按照车辆排序逐步确定车辆通过冲突区的顺序并计算车辆通过冲突区的总时长,在逐步确定车辆通过冲突区的顺序的同时,相同车辆按照不同顺序通过冲突区时,删除除总时长最短其他车辆排序的调度方案,降低了调度运算的运算量,提升了车辆协同的决策速度和实时性。
This paper discloses a method and device for realizing vehicle group decision-making in a vehicle-road collaborative environment. The embodiment of the present invention treats the automatic driving vehicles passing through the conflict zone, and gradually determines the sequence of vehicles passing through the conflict zone according to the steering of the vehicles in each lane and the sequence of the vehicles. And calculate the total time for vehicles to pass through the conflict area. While gradually determining the order of vehicles passing through the conflict area, when the same vehicle passes through the conflict area in different orders, delete the scheduling scheme except for other vehicles with the shortest total duration, which reduces the operation of scheduling operations. It improves the decision-making speed and real-time performance of vehicle collaboration.
Description
技术领域technical field
本文涉及但不限于自动驾驶技术,尤指一种车路协同环境下实现车辆群体决策的方法及装置。This article involves but is not limited to autonomous driving technology, especially a method and device for realizing vehicle group decision-making in a vehicle-road collaborative environment.
背景技术Background technique
车路协同是将道路、车辆以及技术进行有效融合,通过无线通信和互联网等技术实现车与车、车与路、车与人、车与网络的实时信息交互,在全时空动态交通信息采集与融合的基础上开展车路协同安全和道路主动控制,充分实现人、车、路的有效协同,保证交通安全,提高通行效率,从而形成安全、高效和环保的道路交通。车用无线通信技术V2X(vehicle to everything)是车路协同的基础性平台,通过将车辆与行人、道路基础设施等互联,使得车辆具有更强的感知能力,实现与交通环境相结合的高精度定位、车辆实时动态运行信息交互以及协同控制、协同安全等功能。Vehicle-road coordination is to effectively integrate roads, vehicles and technologies, and realize real-time information interaction between vehicles and vehicles, vehicles and roads, vehicles and people, and vehicles and networks through technologies such as wireless communication and the Internet. On the basis of integration, we will carry out vehicle-road coordination safety and road active control, fully realize the effective coordination of people, vehicles and roads, ensure traffic safety, improve traffic efficiency, and form safe, efficient and environmentally friendly road traffic. Vehicle wireless communication technology V2X (vehicle to everything) is a basic platform for vehicle-road collaboration. By interconnecting vehicles with pedestrians, road infrastructure, etc., vehicles have stronger perception capabilities and achieve high-precision integration with the traffic environment. Positioning, vehicle real-time dynamic operation information interaction, collaborative control, collaborative security and other functions.
与传统的自动驾驶实现方法不同,基于车路协同系统的自动驾驶是一种全新的技术。通过车路协同系统的辅助,降低了对传感器精度和算法性能上的要求,是一种低成本、高精度、实时的自动驾驶解决方案。基于车路协同系统的自动驾驶可以应用在没有信号灯指示的交通运输场景(本文简称为无信号路口场景),在这个场景下,仅有自动驾驶车辆(后文车辆均指自动驾驶车辆)在道路中行驶;图1为无信号路口场景的示意图,如图1所示,车辆协同系统的决策目标是使交叉路口附近的车辆(图中的车辆A、车辆B、车辆C、车辆D和车辆E)均通过路口的时间最短。该问题可转化为车辆通行顺序的优化问题,即车辆A、B、C、D和E以怎样的顺序通过路口最有利于提升交通效率。假设车辆进入冲突区(以路口的几何中心作为冲突区的中心,将距离中心预设距离的区域定义为冲突区)之后匀速行驶,则车辆的通行顺序优化问题又可进一步转化成为各车辆分配进入冲突区的时间其中,下标i为标识车辆i。基于上述,所有车辆通过路口的时间可表示为:进一步地,车辆协同的决策目标函数可表示为:车辆数量较少时,上述问题可以通过遍历计算获得;但在车辆数较多的情况下,上述问题的解空间很大,采用遍历计算难以满足实时性的要求。Different from the traditional implementation methods of autonomous driving, the autonomous driving based on the vehicle-road coordination system is a brand-new technology. With the assistance of the vehicle-road coordination system, the requirements for sensor accuracy and algorithm performance are reduced, and it is a low-cost, high-precision, real-time autonomous driving solution. The automatic driving based on the vehicle-road coordination system can be applied to the traffic scene without signal lights (herein referred to as the no-signal intersection scene). Figure 1 is a schematic diagram of the scene of an unsignaled intersection. As shown in Figure 1, the decision-making goal of the vehicle coordination system is to make the vehicles near the intersection (vehicle A, vehicle B, vehicle C, vehicle D and vehicle E in the figure). ) takes the shortest time to pass through the intersection. This problem can be transformed into the optimization problem of vehicle traffic order, that is, in which order vehicles A, B, C, D and E pass through the intersection, which is most conducive to improving traffic efficiency. Assuming that the vehicle enters the conflict area (the geometric center of the intersection is taken as the center of the conflict area, and the area with a preset distance from the center is defined as the conflict area) and then drives at a constant speed, the vehicle traffic sequence optimization problem can be further transformed into the distribution of vehicles entering the area. time in conflict zone Among them, the subscript i is the identification vehicle i. Based on the above, the time for all vehicles to pass through the intersection can be expressed as: Further, the decision objective function of vehicle cooperation can be expressed as: When the number of vehicles is small, the above problem can be obtained by traversal calculation; but in the case of a large number of vehicles, the solution space of the above problem is very large, and it is difficult to meet the real-time requirements by using traversal calculation.
如何提升车辆协同的决策速度,使计算可以满足实时性要求,成为一个有待解决的问题。How to improve the decision-making speed of vehicle collaboration, so that the calculation can meet the real-time requirements, has become a problem to be solved.
发明内容SUMMARY OF THE INVENTION
以下是对本文详细描述的主题的概述。本概述并非是为了限制权利要求的保护范围。The following is an overview of the topics detailed in this article. This summary is not intended to limit the scope of protection of the claims.
本发明实施例提供一种车路协同环境下实现车辆群体决策的方法及装置,能够提升车辆协同的决策速度和实时性。The embodiments of the present invention provide a method and device for realizing vehicle group decision-making in a vehicle-road collaboration environment, which can improve the decision-making speed and real-time performance of vehicle collaboration.
本发明实施例提供了一种车路协同环境下实现车辆群体决策的方法,包括:The embodiment of the present invention provides a method for realizing vehicle group decision-making in a vehicle-road collaborative environment, including:
确定位于待处理车道待调度车辆的第一转向,将位于同一车道中的具有第一转向的待调度车辆作为第一车辆划分为一个分组,计算每一个分组中的第一车辆通过冲突区的总时长;Determine the first turn of the vehicle to be dispatched in the lane to be processed, divide the vehicle to be dispatched with the first turn in the same lane as the first vehicle into a group, and calculate the total number of the first vehicles in each group passing through the conflict area. duration;
对于每一个分组,分组处理如下:将待调度车辆中除该分组中的第一车辆以外的其他车辆作为第二车辆,确定第二车辆的第二转向;将位于不同车道中的具有第二转向的第二车辆作为新增的第一车辆分别添加到该分组中,形成多个新分组;计算每一个新分组中的第一车辆通过冲突区的总时长;For each grouping, the grouping process is as follows: take other vehicles in the vehicles to be dispatched except the first vehicle in the group as the second vehicle, and determine the second steering of the second vehicle; The second vehicle is added to the group as the newly added first vehicle to form multiple new groups; calculate the total duration of the first vehicle in each new group passing through the conflict zone;
确定不同车道对应的分组形成的新分组中的第二车辆是否相同,对于包括相同的第二车辆的新分组,删除除总时长最短的新分组以外的其他新分组;对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出剩余的新分组中未包含全部待调度车辆时,对剩余的新分组继续进行分组处理;Determine whether the second vehicles in the new group formed by the groups corresponding to different lanes are the same, and for the new group including the same second vehicle, delete other new groups except the new group with the shortest total duration; For the remaining new groupings after the new groupings other than the new groupings, when it is determined that the remaining new groups do not contain all the vehicles to be dispatched, continue grouping processing for the remaining new groups;
对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出新分组中包含全部待调度车辆时,根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度;For the remaining new groups after deleting other new groups except the new group with the shortest total duration, when it is judged that the new group contains all the vehicles to be dispatched, dispatch the vehicles to be dispatched according to the new group with the shortest total duration in the remaining new groups;
其中,所述待调度车辆包括:待通过冲突区的自动驾驶车辆;所述第一转向和所述第二转向包括:距离冲突区最近的车辆的转向;同一车道内车辆相邻且转向相同时为一个转向。Wherein, the vehicles to be dispatched include: automatic driving vehicles to pass through the conflict zone; the first turning and the second turning include: turning of the vehicle closest to the conflict zone; when vehicles in the same lane are adjacent and turn the same for a turn.
另一方面,本发明实施例还提供一种计算机存储介质,所述计算机存储介质中存储有计算机程序,所述计算机程序被处理器执行时实现上述车路协同环境下实现车辆群体决策的方法。On the other hand, an embodiment of the present invention further provides a computer storage medium, where a computer program is stored, and when the computer program is executed by a processor, the above-mentioned method for realizing vehicle group decision-making in a vehicle-road collaborative environment is implemented.
再一方面,本发明实施例还提供一种终端,包括:存储器和处理器,所述存储器中保存有计算机程序;其中,In another aspect, an embodiment of the present invention further provides a terminal, including: a memory and a processor, where a computer program is stored in the memory; wherein,
处理器被配置为执行存储器中的计算机程序;the processor is configured to execute the computer program in the memory;
所述计算机程序被所述处理器执行时实现如上述车路协同环境下实现车辆群体决策的方法。When the computer program is executed by the processor, the above-mentioned method for realizing vehicle group decision-making in a vehicle-road coordination environment is implemented.
还一方面,本发明实施例还提供一种车路协同环境下实现车辆群体决策的装置,包括:划分单元、分组处理单元、删除处理单元、判断处理单元和调度单元;其中,In another aspect, an embodiment of the present invention also provides a device for realizing vehicle group decision-making in a vehicle-road coordination environment, including: a division unit, a grouping processing unit, a deletion processing unit, a judgment processing unit, and a scheduling unit; wherein,
划分单元设置为:确定位于待处理车道待调度车辆的第一转向,将位于同一车道中的具有第一转向的待调度车辆作为第一车辆划分为一个分组,计算每一个分组中的第一车辆通过冲突区的总时长;The dividing unit is set to: determine the first turn of the vehicle to be dispatched in the lane to be processed, divide the vehicle to be dispatched with the first turn in the same lane as the first vehicle into a group, and calculate the first vehicle in each group The total time passed through the conflict zone;
分组处理单元设置为:对于每一个分组,分组处理如下:将待调度车辆中除该分组中的第一车辆以外的其他车辆作为第二车辆,确定第二车辆的第二转向;将位于不同车道中的具有第二转向的第二车辆作为新增的第一车辆分别添加到该分组中,形成多个新分组;计算每一个新分组中的第一车辆通过冲突区的总时长;The grouping processing unit is set to: for each grouping, the grouping processing is as follows: take other vehicles in the vehicles to be dispatched except the first vehicle in the group as the second vehicle, and determine the second steering of the second vehicle; The second vehicle with the second turn in the group is added to the group as the newly added first vehicle, forming a plurality of new groups; calculate the total time for the first vehicle in each new group to pass through the conflict area;
删除处理单元设置为:确定不同车道对应的分组形成的新分组中的第二车辆是否相同,对于包括相同的第二车辆的新分组,删除除总时长最短的新分组以外的其他新分组;The deletion processing unit is set to: determine whether the second vehicles in the new group formed by the groups corresponding to different lanes are the same, and for the new group including the same second vehicle, delete other new groups except the new group with the shortest total duration;
判断处理单元设置为:对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出剩余的新分组中未包含全部待调度车辆时,对剩余的新分组继续进行分组处理;The judgment processing unit is set to: for the remaining new groups after deleting other new groups except the new group with the shortest total duration, when it is judged that all the vehicles to be dispatched are not included in the remaining new groups, continue to perform grouping processing on the remaining new groups ;
调度单元设置为:对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出新分组中包含全部待调度车辆时,根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度;The scheduling unit is set to: for the remaining new group after deleting other new groups except the new group with the shortest total duration, when it is judged that the new group contains all the vehicles to be dispatched, treat the new group with the shortest total duration according to the remaining new groups. dispatch vehicles for dispatch;
其中,所述待调度车辆包括:待通过冲突区的自动驾驶车辆;所述第一转向和所述第二转向:距离冲突区最近的车辆的转向;同一车道内车辆相邻且转向相同时为一个转向。Wherein, the vehicles to be dispatched include: automatic driving vehicles to pass through the conflict area; the first steering and the second steering: the steering of the vehicle closest to the conflict area; when the vehicles in the same lane are adjacent and have the same steering, a turn.
本申请技术方案包括:确定位于待处理车道待调度车辆的第一转向,将位于同一车道中的具有第一转向的待调度车辆作为第一车辆划分为一个分组,计算每一个分组中的第一车辆通过冲突区的总时长;对于每一个分组,分组处理如下:将待调度车辆中除该分组中的第一车辆以外的其他车辆作为第二车辆,确定第二车辆的第二转向;将位于不同车道中的具有第二转向的第二车辆作为新增的第一车辆分别添加到该分组中,形成多个新分组;计算每一个新分组中的第一车辆通过冲突区的总时长;确定不同车道对应的分组形成的新分组中的第二车辆是否相同,对于包括相同的第二车辆的新分组,删除除总时长最短的新分组以外的其他新分组;对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出剩余的新分组中未包含全部待调度车辆时,对剩余的新分组继续进行分组处理;对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出新分组中包含全部待调度车辆时,根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度;其中,所述待调度车辆包括:待通过冲突区的自动驾驶车辆;所述第一转向和所述第二转向包括:距离冲突区最近的车辆的转向;同一车道内车辆相邻且转向相同时为一个转向。本发明实施例对待通过冲突区的自动驾驶车辆,根据各车道的车辆的转向,按照车辆排序逐步确定车辆通过冲突区的顺序并计算车辆通过冲突区的总时长,在逐步确定车辆通过冲突区的顺序的同时,相同车辆按照不同顺序通过冲突区时,删除除总时长最短其他车辆排序的调度方案,降低了调度运算的运算量,提升了车辆协同的决策速度和实时性。The technical solution of the present application includes: determining the first turn of the vehicle to be dispatched in the lane to be processed, dividing the vehicle to be dispatched with the first turn in the same lane as the first vehicle into a group, and calculating the first turn in each group. The total duration of vehicles passing through the conflict area; for each grouping, the grouping process is as follows: take the other vehicles in the vehicles to be dispatched except the first vehicle in the group as the second vehicle, and determine the second turn of the second vehicle; The second vehicles with the second steering in different lanes are respectively added to the group as the newly added first vehicles to form multiple new groups; the total duration of the first vehicles in each new group passing through the conflict zone is calculated; Whether the second vehicles in the new group formed by the groups corresponding to different lanes are the same, for the new group including the same second vehicle, delete other new groups except the new group with the shortest total duration; If it is determined that the remaining new groups do not contain all the vehicles to be dispatched, the remaining new groups will continue to be grouped; the new groups other than the new group with the shortest total duration will be deleted. For the remaining new grouping after grouping, when it is judged that the new grouping contains all the vehicles to be dispatched, the vehicles to be dispatched are dispatched according to the new grouping with the shortest total duration in the remaining new groups; wherein, the vehicles to be dispatched include: to be passed through the conflict area The first turning and the second turning include: the turning of the vehicle closest to the conflict area; when the vehicles in the same lane are adjacent and have the same turning, it is one turning. The embodiment of the present invention treats the self-driving vehicles passing through the conflict zone. According to the steering of the vehicles in each lane, the sequence of vehicles passing through the conflict zone is gradually determined according to the vehicle sequence, and the total duration of the vehicles passing through the conflict zone is calculated. At the same time, when the same vehicle passes through the conflict area in different order, the scheduling scheme of other vehicles except the shortest total duration is deleted, which reduces the amount of operation of scheduling operations and improves the decision-making speed and real-time performance of vehicle coordination.
本发明的其它特征和优点将在随后的说明书中阐述,并且,部分地从说明书中变得显而易见,或者通过实施本发明而了解。本发明的目的和其他优点可通过在说明书、权利要求书以及附图中所特别指出的结构来实现和获得。Other features and advantages of the present invention will be set forth in the description which follows, and in part will be apparent from the description, or may be learned by practice of the invention. The objectives and other advantages of the invention may be realized and attained by the structure particularly pointed out in the description, claims and drawings.
附图说明Description of drawings
附图用来提供对本发明技术方案的进一步理解,并且构成说明书的一部分,与本申请的实施例一起用于解释本发明的技术方案,并不构成对本发明技术方案的限制。The accompanying drawings are used to provide a further understanding of the technical solutions of the present invention, and constitute a part of the specification. They are used to explain the technical solutions of the present invention together with the embodiments of the present application, and do not limit the technical solutions of the present invention.
图1为无信号路口场景的示意图;Figure 1 is a schematic diagram of an unsignaled intersection scene;
图2为本发明实施例车路协同环境下实现车辆群体决策的方法的流程图;2 is a flowchart of a method for implementing vehicle group decision-making in a vehicle-road collaborative environment according to an embodiment of the present invention;
图3为本发明实施例车辆转向的示意图;3 is a schematic diagram of a vehicle steering according to an embodiment of the present invention;
图4为本发明实施例另一车辆转向的示意图;4 is a schematic diagram of another vehicle steering according to an embodiment of the present invention;
图5为本发明实施例再一车辆转向的示意图;5 is a schematic diagram of yet another vehicle steering according to an embodiment of the present invention;
图6为本发明实施例还一车辆转向的示意图;6 is a schematic diagram of another vehicle steering according to an embodiment of the present invention;
图7为本发明实施例待调度车辆的分布示意图;7 is a schematic diagram of the distribution of vehicles to be dispatched according to an embodiment of the present invention;
图8为本发明实施例状态转移函数的示意图;8 is a schematic diagram of a state transition function according to an embodiment of the present invention;
图9为本发明实施例车路协同环境下实现车辆群体决策的装置的结构框图;9 is a structural block diagram of an apparatus for realizing vehicle group decision-making in a vehicle-road collaborative environment according to an embodiment of the present invention;
图10为本发明应用示例的流程图。FIG. 10 is a flowchart of an application example of the present invention.
具体实施方式Detailed ways
为使本发明的目的、技术方案和优点更加清楚明白,下文中将结合附图对本发明的实施例进行详细说明。需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互任意组合。In order to make the objectives, technical solutions and advantages of the present invention clearer, the embodiments of the present invention will be described in detail below with reference to the accompanying drawings. It should be noted that, the embodiments in the present application and the features in the embodiments may be arbitrarily combined with each other if there is no conflict.
在附图的流程图示出的步骤可以在诸如一组计算机可执行指令的计算机系统中执行。并且,虽然在流程图中示出了逻辑顺序,但是在某些情况下,可以以不同于此处的顺序执行所示出或描述的步骤。The steps shown in the flowcharts of the figures may be performed in a computer system, such as a set of computer-executable instructions. Also, although a logical order is shown in the flowcharts, in some cases the steps shown or described may be performed in an order different from that herein.
图2为本发明实施例车路协同环境下实现车辆群体决策的方法的流程图,如图2所示,包括:FIG. 2 is a flowchart of a method for realizing vehicle group decision-making in a vehicle-road collaborative environment according to an embodiment of the present invention, as shown in FIG. 2 , including:
步骤201、确定位于待处理车道待调度车辆的第一转向,将位于同一车道中的具有第一转向的待调度车辆作为第一车辆划分为一个分组,计算每一个分组中的第一车辆通过冲突区的总时长;Step 201: Determine the first turn of the vehicle to be dispatched in the lane to be processed, divide the vehicle to be dispatched with the first turn in the same lane as the first vehicle into a group, and calculate the collision of the first vehicle in each group. the total duration of the zone;
步骤202、对于每一个分组,分组处理如下:将待调度车辆中除该分组中的第一车辆以外的其他车辆作为第二车辆,确定第二车辆的第二转向;将位于不同车道中的具有第二转向的第二车辆作为新增的第一车辆分别添加到该分组中,形成多个新分组;计算每一个新分组中的第一车辆通过冲突区的总时长;Step 202: For each grouping, the grouping process is as follows: take other vehicles in the vehicles to be dispatched except the first vehicle in the group as the second vehicle, and determine the second steering of the second vehicle; The second vehicle of the second turn is added to the group as a newly added first vehicle to form a plurality of new groups; the total duration of the first vehicle in each new group passing through the conflict zone is calculated;
步骤203、确定不同车道对应的分组形成的新分组中的第二车辆是否相同,对于包括相同的第二车辆的新分组,删除除总时长最短的新分组以外的其他新分组;
步骤204、对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出剩余的新分组中未包含全部待调度车辆时,对剩余的新分组继续进行分组处理;Step 204: Continue grouping processing on the remaining new groups when it is judged that the remaining new groups do not contain all the vehicles to be dispatched for the remaining new groups after deleting other new groups except the new group with the shortest total duration;
步骤205、对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出新分组中包含全部待调度车辆时,根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度;Step 205: For the remaining new groups after deleting other new groups except the new group with the shortest total duration, when it is determined that the new group contains all the vehicles to be dispatched, the vehicles to be dispatched are determined according to the new group with the shortest total duration in the remaining new groups. to schedule;
其中,待调度车辆包括:待通过冲突区的自动驾驶车辆;第一转向和第二转向包括:距离冲突区最近的车辆的转向;同一车道内车辆相邻且转向相同时为一个转向。The vehicles to be dispatched include: automatic driving vehicles to pass through the conflict area; the first turn and the second turn include: the turn of the vehicle closest to the conflict area; a turn is one when the vehicles in the same lane are adjacent and turn the same.
在一种示例性实例中,本发明实施例可以由路侧设备执行上述处理;在一种示例性实例中,本发明实施例也可以由预先设置的处理器执行上述处理;In an exemplary embodiment, the above-mentioned processing may be performed by a roadside device in this embodiment of the present invention; in an exemplary embodiment, the above-mentioned processing may also be performed by a preset processor in this embodiment of the present invention;
本发明实施例对待通过冲突区的自动驾驶车辆,根据各车道的车辆的转向,按照车辆排序逐步确定车辆通过冲突区的顺序并计算车辆通过冲突区的总时长,在逐步确定车辆通过冲突区的顺序的同时,相同车辆按照不同顺序通过冲突区时,删除除总时长最短其他车辆排序的调度方案,降低了调度运算的运算量,提升了车辆协同的决策速度和实时性。The embodiment of the present invention treats the self-driving vehicles passing through the conflict zone. According to the steering of the vehicles in each lane, the sequence of vehicles passing through the conflict zone is gradually determined according to the vehicle sequence, and the total duration of the vehicles passing through the conflict zone is calculated. At the same time, when the same vehicle passes through the conflict area in different order, the scheduling scheme of other vehicles except the shortest total duration is deleted, which reduces the amount of operation of scheduling operations and improves the decision-making speed and real-time performance of vehicle coordination.
在一种示例性实例中,车道中不发生冲突的车辆不包含于本发明实施例待调度车辆。In an exemplary example, vehicles that do not collide in the lane are not included in the vehicles to be dispatched in the embodiment of the present invention.
在一种示例性实例中,本发明实施例待调度车辆的转向可以包括如图3~图6所示的四种转向(图中箭头方向表示车辆的转向):转向r=1:由南到北和由北到南;转向r=2:由西向东和由东向西;转向r=3:由北向东和由南向西;转向r=4:由西向东和由东向南。In an exemplary example, the steering of the vehicle to be dispatched according to the embodiment of the present invention may include four types of steering as shown in FIG. 3 to FIG. 6 (the direction of the arrow in the figure represents the steering of the vehicle): steering r=1: from south to North and from north to south; turn r=2: west to east and east to west; turn r=3: north to east and south to west; turn r=4: west to east and east to south.
本发明实施例可以通过以下状态转移函数表示在分组中添加第一车辆的过程:In this embodiment of the present invention, the process of adding the first vehicle to the group can be represented by the following state transition function:
sr'(n’1,n'2,n'3,n'4)=Γ(sr(n1,n2,n3,n4),u);s r' (n' 1 ,n' 2 ,n' 3 ,n' 4 )=Γ(s r (n 1 ,n 2 ,n 3 ,n 4 ),u);
其中,公式右侧的(sr(n1,n2,n3,n4)表示添加新增的第一车辆时记录的调度时间信息,n1、n2、n3和n4表示添加新增的第一车辆之前新分组中已经包含的各车道的车辆数;u表示新增的第一车辆的第二转向;Γ(·)为状态转移函数,用于表示添加新增的第一车辆后的运算,计算过程可以包括:Among them, (s r (n 1 , n 2 , n 3 , n 4 ) on the right side of the formula represents the scheduling time information recorded when the newly added first vehicle is added, and n 1 , n 2 , n 3 and n 4 represent the added The number of vehicles in each lane already included in the new group before the newly added first vehicle; u represents the second turn of the newly added first vehicle; Γ( ) is the state transition function, used to represent the added new first vehicle Post-vehicle operations, the calculation process can include:
u=1时,n’1=n1+Δn1,n'3=n3+Δn3,其中,Δn1和Δn3分别表示去除当前分组中包含的第一车辆后,车道1和车道3上进入冲突区的车辆数(连续的直行车辆);本发明实施例通过计算可以确定各第一车辆进入冲突区的时间和当前第二转向的第一车辆通过冲突区的总时长;When u=1, n' 1 =n 1 +Δn 1 , n' 3 =n 3 +Δn 3 , where Δn 1 and Δn 3 respectively represent
u=2时,n'2=n2+Δn2,n'4=n4+Δn4,其中,Δn2和Δn4分别表示去除当前分组中包含的第一车辆后,车道2和车道4上进入冲突区的车辆数(连续的直行车辆);本发明实施例通过计算可以确定各第一车辆进入冲突区的时间和当前第二转向的第一车辆通过冲突区的总时长;When u=2, n' 2 =n 2 +Δn 2 , n' 4 =n 4 +Δn 4 , where Δn 2 and Δn 4 respectively represent
u=3时,n’1=n1+Δn1,n'3=n3+Δn3,其中,Δn1和Δn3分别表示去除当前分组中包含的第一车辆后,车道1和车道3上进入冲突区的车辆数(连续的直行车辆);本发明实施例通过计算可以确定各第一车辆进入冲突区的时间和当前第二转向的第一车辆通过冲突区的总时长;When u=3, n' 1 =n 1 +Δn 1 , n' 3 =n 3 +Δn 3 , where Δn 1 and Δn 3 respectively represent
u=4时,n'2=n2+Δn2,n'4=n4+Δn4,其中,Δn2和Δn4分别表示去除当前分组中包含的第一车辆后,车道2和车道4上获得进入冲突区的车辆数(连续的直行车辆);本发明实施例通过计算可以确定各第一车辆进入冲突区的时间和当前第二转向的第一车辆通过冲突区的总时长。When u=4, n' 2 =n 2 +Δn 2 , n' 4 =n 4 +Δn 4 , where Δn 2 and Δn 4 respectively represent
基于上述状态转移函数,计算添加第一车辆后的新分组中的第一车辆通过冲突区的总时长满足以下递推关系,如下:Based on the above state transition function, calculating the total duration of the first vehicle in the new group after adding the first vehicle passing through the conflict area satisfies the following recurrence relation, as follows:
J(sr'(n’1,n'2,n'3,n'4))=J(sr(n1,n2,n3,n4))+ΔT;J(s r' (n' 1 ,n' 2 ,n' 3 ,n' 4 ))=J(s r (n 1 ,n 2 ,n 3 ,n 4 ))+ΔT;
其中,J(sr(n1,n2,n3,n4))表示未添加新增的第一车辆之前,计算出的分组中包含的第一车辆通过冲突区的总时长,ΔT表示添加新增的第一车辆通过冲突区的时长。Among them, J(s r (n 1 , n 2 , n 3 , n 4 )) represents the total time that the first vehicle included in the calculated group passes through the conflict zone before the newly added first vehicle is added, and ΔT represents Added the duration of the newly added first vehicle to pass through the conflict zone.
在一种示例性实例中,本发明实施例两个以上新分组中包含的车辆相同时,可以通过以下公式确定总时长最短的新分组:In an exemplary example, when the vehicles included in two or more new groups in this embodiment of the present invention are the same, the new group with the shortest total duration may be determined by the following formula:
其中,J*表示总时长最短的新分组,s表示包含的车辆相同的所有新分组中的其中之一,S表示包含的车辆相同的所有新分组,Js表示新分组s的总时长。Among them, J * represents the new group with the shortest total duration, s represents one of all new groups containing the same vehicle, S represents all new groups containing the same vehicle, and J s represents the total duration of the new group s.
以下通过示例对本发明实施例进行简要说明,图7为本发明实施例待调度车辆的分布示意图,如图7所示,车辆A的转向为由北向南(r=1),车辆B的转向为由西向北(r=4),车辆C的转向为由南向北(r=1),车辆D由北向东(r=3),车辆E由东向西(r=2);根据同一车道内车辆相邻且转向相同时为一个转向的定义,可以确定图3中各车辆的转向均不相同,本发明实施例首先将位于同一车道中的具有第一转向的待调度车辆作为第一车辆划分为一个分组;进一步,各新分组中添加的第一车辆的过程为:确定距离冲突区最近的车辆的第二转向后,将位于不同车道中的具有第二转向的第二车辆作为新增的第一车辆分别添加到该分组中,形成多个新分组,因此,如果新分组中已有第一车辆未包含车辆A,则车辆D不可能被调度;图8为本发明实施例状态转移函数的示意图,如图8所示,对应于图7中待调度车辆,本发明实施例为便于理解属于同一调度过程,通过类似树形的结构来示意分组过程,在数据结构的顶点首先添加了S0节点,图中的虚线表示该转向的车辆前面包含其他转向的车辆,无法调度;实线表示该转向的车辆可以调度,可以在新分组中添加改第一车辆,执行状态转移函数的运算;圆圈中的Si中记录了当前新分组中新增的第一车辆的第二转向、各车道的数量、以及该新分组中车辆通过冲突区的时间;例如、S123完整的表达式为S123(1,1,2,0)中记录了当前新分组中添加的所有第一车辆的转向包括r=1、r=2和=3、该新分组中包含车道1~车道4中待调度车辆的数量分别为1、1、2和0,S123(1,1,2,0)的数值表示该新分组中所有第一车辆通过冲突区的总时长;在一种示例性实例中,本发明实施例可以在S123(1,1,2,0)中记录该新分组中每一辆第一车辆通过冲突区的时间信息;图中末端未连接表达式但连接原点的子节点表示:两个以上新分组中包含的车辆相同时,除总时长最短的新分组,其他新分组被删除,不继续进行第一车辆的添加;当各新分组均完成所有第一车辆的通过冲突区的总时长的计算时,本发明实施例从剩余的新分组中选出总时长最短的新分组,对待调度车辆根据选出的总时长最短的新分组进行调度。The following briefly describes the embodiment of the present invention through an example. FIG. 7 is a schematic diagram of the distribution of vehicles to be dispatched according to the embodiment of the present invention. As shown in FIG. 7 , the steering of vehicle A is from north to south (r=1), and the steering of vehicle B is From west to north (r=4), vehicle C turns from south to north (r=1), vehicle D from north to east (r=3), vehicle E from east to west (r=2); according to the same lane When the vehicles in the interior are adjacent and the steering is the same, it is defined as one steering. It can be determined that the steering of each vehicle in FIG. 3 is different. In the embodiment of the present invention, the vehicle to be dispatched with the first steering in the same lane is firstly used as the first vehicle. Divide into one group; further, the process of adding the first vehicle in each new group is: after determining the second turn of the vehicle closest to the conflict area, the second vehicle with the second turn located in a different lane is used as the newly added vehicle The first vehicles in the group are respectively added to the group to form multiple new groups. Therefore, if the first vehicle in the new group does not include vehicle A, vehicle D cannot be dispatched; FIG. 8 is the state transition of the embodiment of the present invention. The schematic diagram of the function, as shown in Figure 8, corresponds to the vehicle to be dispatched in Figure 7. In order to facilitate the understanding of the same scheduling process, the embodiment of the present invention uses a tree-like structure to illustrate the grouping process. At the vertex of the data structure, first add S 0 node, the dotted line in the figure indicates that the steering vehicle contains other steering vehicles and cannot be dispatched; the solid line indicates that the steering vehicle can be dispatched, and the first vehicle can be added to the new group to perform the operation of the state transition function ; S i in the circle records the second turn of the newly added first vehicle in the current new group, the number of each lane, and the time when the vehicle in the new group passes through the conflict zone; for example, the complete expression of S 123 is S 123 (1, 1, 2, 0) records that the steering of all the first vehicles added in the current new group includes r=1, r=2 and =3, and the new group includes lanes 1 to 4 waiting for The numbers of dispatched vehicles are 1, 1, 2, and 0, respectively, and the value of S 123 (1,1,2,0) represents the total time for all the first vehicles in the new group to pass through the conflict zone; in an exemplary example , the embodiment of the present invention can record the time information of each first vehicle in the new group passing through the conflict zone in S 123 (1,1,2,0); the child nodes that are not connected to the expression at the end of the figure but are connected to the origin Indicates: when the vehicles contained in two or more new groups are the same, except for the new group with the shortest total duration, other new groups are deleted, and the addition of the first vehicle is not continued; when each new group completes the passing conflict of all the first vehicles When calculating the total duration of the zone, the embodiment of the present invention selects a new group with the shortest total duration from the remaining new groups, and schedules vehicles to be dispatched according to the selected new group with the shortest total duration.
本发明实施例在车路协同环境下实现无信号路口的车辆协同决策,基于路侧设备和V2I平台,车辆可通过协作方式在冲突区域内穿插通行,提升了交通安全和效率。本发明实施例采用一个较小规模的运算,快速获得全局最优解,即兼顾了调度系统的运算效率。本发明实施例充分考虑了无信号路口的车-车冲突关系,依据冲突关系进行车辆调度,使得算法不受路口几何拓扑结构(如:车道数目)的约束,有效保证了本发明实施例方法的适用性。Embodiments of the present invention realize vehicle collaborative decision-making at unsignaled intersections in a vehicle-road collaborative environment. Based on roadside equipment and V2I platforms, vehicles can pass through conflict areas in a collaborative manner, thereby improving traffic safety and efficiency. The embodiment of the present invention adopts a small-scale operation to quickly obtain the global optimal solution, that is, the operation efficiency of the scheduling system is taken into consideration. The embodiment of the present invention fully considers the vehicle-vehicle conflict relationship at the non-signal intersection, and performs vehicle scheduling according to the conflict relationship, so that the algorithm is not constrained by the geometric topology of the intersection (such as the number of lanes), and effectively ensures the accuracy of the method in the embodiment of the present invention. applicability.
在一种示例性实例中,本发明实施例可以采用专用短程通信技术(DSRC)实现自动驾驶车辆与路侧设备的实时信息交互;采用预设的编程语言(C++)编程实现本发明实施例中的上述方法;车辆底层控制器可以通过车内局域网络(CAN)总线接收基于调度指令计算的速度信息,进而执行对车辆的速度控制。In an exemplary example, the embodiment of the present invention may use a dedicated short-range communication technology (DSRC) to realize real-time information interaction between an autonomous vehicle and roadside equipment; a preset programming language (C++) is used to program the implementation of the embodiment of the present invention. The above-mentioned method; the vehicle bottom controller can receive the speed information calculated based on the dispatch instruction through the in-vehicle local area network (CAN) bus, and then execute the speed control of the vehicle.
在一种示例性实例中,确定位于待处理车道待调度车辆的第一转向之前之前,本发明实施例方法还包括:In an exemplary example, before it is determined that the vehicle to be dispatched is located in the to-be-processed lane before the first turn, the method of the embodiment of the present invention further includes:
按照预设周期获取待调度车辆的车辆行驶信息;Obtain the vehicle driving information of the vehicle to be dispatched according to a preset period;
其中,车辆行驶信息包括车辆的:转向信息。Wherein, the vehicle driving information includes: steering information of the vehicle.
在一种示例性实例中,本发明实施例可以根据进行车辆调度区域的车辆的行驶限速、本发明实施例计算的效率和待调度车辆的数量等,确定上述预设周期;在一种示例性实例中,本发明实施例中的预设周期的长度可以是2~5秒;In an exemplary example, the embodiment of the present invention may determine the above-mentioned preset period according to the speed limit of vehicles in the vehicle dispatching area, the efficiency calculated by the embodiment of the present invention, the number of vehicles to be dispatched, and the like; in an example In a typical example, the length of the preset period in this embodiment of the present invention may be 2 to 5 seconds;
在一种示例性实例中,本发明实施例可以通过路侧设备采集车辆行驶信息。In an exemplary example, the embodiment of the present invention may collect vehicle driving information through roadside equipment.
在一种示例性实例中,本发明实施例根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度,包括:In an exemplary example, the embodiment of the present invention schedules vehicles to be dispatched according to the new group with the shortest total duration among the remaining new groups, including:
确定根据剩余的新分组中总时长最短的新分组中添加第一车辆的顺序;Determine the order of adding the first vehicle in the new group with the shortest total duration according to the remaining new groups;
根据确定的添加第一车辆的顺序,调度待调度车辆通过冲突区。According to the determined order of adding the first vehicle, the vehicle to be dispatched is dispatched to pass through the conflict area.
在一种示例性实例中,本发明实施例中的车辆行驶信息还可以包括车辆的:位置信息。在一种示例性实例中,本发明实施例可以设定车辆按照预设速度通过冲突区;在一种示例性实例中,本发明实施例设置车辆之间保持一定的安全距离,如果车辆在等待前车通过,通过相关调度算法可以确定什么时候启动和加速可以实现车辆按照预设速度且保持安全距离通过冲突区;综上,基于车辆的位置信息、通过冲突区的速度信息和安全距离,本发明实施例可以计算确定本发明实施例中的总时长;In an exemplary example, the vehicle driving information in this embodiment of the present invention may further include: location information of the vehicle. In an exemplary embodiment, the embodiment of the present invention may set the vehicle to pass through the conflict zone at a preset speed; in an exemplary embodiment, the embodiment of the present invention may set the vehicle to maintain a certain safety distance, if the vehicle is waiting When the vehicle in front passes, it can be determined when to start and accelerate through the relevant scheduling algorithm, so that the vehicle can pass the conflict zone at the preset speed and keep a safe distance; The embodiment of the present invention can calculate and determine the total duration in the embodiment of the present invention;
在一种示例性实例中,本发明实施例中的车辆行驶信息还可以包括车辆的:位置信息和行驶速度信息。在一种示例性实例中,本发明实施例可以设定车辆原有行驶速度通过冲突区;本发明实施例设置车辆之间保持一定的安全距离,如果车辆在等待前车通过,通过相关调度算法可以确定什么时候启动和加速可以实现车辆按照车辆原有行驶速度且保持安全距离通过冲突区;综上,基于车辆的位置信息、通过冲突区的速度信息和确定的安全距离,本发明实施例可以计算确定本发明实施例中的总时长;In an exemplary example, the vehicle travel information in the embodiment of the present invention may further include: position information and travel speed information of the vehicle. In an exemplary example, the embodiment of the present invention can set the original driving speed of the vehicle to pass through the conflict area; the embodiment of the present invention sets a certain safety distance between vehicles. If the vehicle is waiting for the vehicle in front to pass, the relevant scheduling algorithm is used It can be determined when to start and accelerate, so that the vehicle can pass through the conflict zone according to the original speed of the vehicle and maintain a safe distance. Calculate and determine the total duration in the embodiment of the present invention;
在一种示例性实例中,本发明实施例计算每一个新分组中的第一车辆通过冲突区的总时长,包括:In an exemplary example, the embodiment of the present invention calculates the total duration that the first vehicle in each new group passes through the conflict zone, including:
计算每一个第一车辆通过冲突区的时间信息;Calculate the time information of each first vehicle passing through the conflict zone;
根据计算的每一个第一车辆通过冲突区的时间信息,确定新分组中的第一车辆通过冲突区的总时长。According to the calculated time information of each first vehicle passing through the conflict zone, the total duration of the first vehicle in the new group passing through the conflict zone is determined.
在一种示例性实例中,计算每一个新分组中的第一车辆通过冲突区的总时长时,本发明实施例方法还包括:In an exemplary example, when calculating the total duration that the first vehicle in each new group passes through the conflict zone, the method according to the embodiment of the present invention further includes:
记录计算出的每一个第一车辆通过冲突区的时间信息。Record the calculated time information of each first vehicle passing through the conflict zone.
在一种示例性实例中,本发明实施例根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度,包括:In an exemplary example, the embodiment of the present invention schedules vehicles to be dispatched according to the new group with the shortest total duration among the remaining new groups, including:
根据计算剩余的新分组中总时长最短的新分组时记录的每一个第一车辆通过冲突区的时间信息,调度待调度车辆通过冲突区。According to the time information of each first vehicle passing through the conflict area recorded when calculating the new group with the shortest total duration among the remaining new groups, the vehicles to be dispatched are scheduled to pass through the conflict area.
本发明实施例还提供一种计算机存储介质,计算机存储介质中存储有计算机程序,计算机程序被处理器执行时实现上述车路协同环境下实现车辆群体决策的方法。Embodiments of the present invention further provide a computer storage medium, in which a computer program is stored, and when the computer program is executed by a processor, the above-mentioned method for realizing vehicle group decision-making in a vehicle-road coordination environment is implemented.
本发明实施例还提供一种终端,包括:存储器和处理器,存储器中保存有计算机程序;其中,An embodiment of the present invention further provides a terminal, including: a memory and a processor, and a computer program is stored in the memory; wherein,
处理器被配置为执行存储器中的计算机程序;the processor is configured to execute the computer program in the memory;
计算机程序被处理器执行时实现如上述车路协同环境下实现车辆群体决策的方法。When the computer program is executed by the processor, the method for realizing vehicle group decision-making in the above-mentioned vehicle-road coordination environment is realized.
图9为本发明实施例车路协同环境下实现车辆群体决策的装置的结构框图,如图9所示,包括:划分单元、分组处理单元、删除处理单元、判断处理单元和调度单元;其中,FIG. 9 is a structural block diagram of an apparatus for realizing vehicle group decision-making in a vehicle-road coordination environment according to an embodiment of the present invention. As shown in FIG. 9 , it includes: a division unit, a grouping processing unit, a deletion processing unit, a judgment processing unit, and a scheduling unit; wherein,
划分单元设置为:确定位于待处理车道待调度车辆的第一转向,将位于同一车道中的具有第一转向的待调度车辆作为第一车辆划分为一个分组,计算每一个分组中的第一车辆通过冲突区的总时长;The dividing unit is set to: determine the first turn of the vehicle to be dispatched in the lane to be processed, divide the vehicle to be dispatched with the first turn in the same lane as the first vehicle into a group, and calculate the first vehicle in each group The total time passed through the conflict zone;
分组处理单元设置为:对于每一个分组,分组处理如下:将待调度车辆中除该分组中的第一车辆以外的其他车辆作为第二车辆,确定第二车辆的第二转向;将位于不同车道中的具有第二转向的第二车辆作为新增的第一车辆分别添加到该分组中,形成多个新分组;计算每一个新分组中的第一车辆通过冲突区的总时长;The grouping processing unit is set to: for each grouping, the grouping processing is as follows: take other vehicles in the vehicles to be dispatched except the first vehicle in the group as the second vehicle, and determine the second steering of the second vehicle; The second vehicle with the second turn in the group is added to the group as the newly added first vehicle, forming a plurality of new groups; calculate the total time for the first vehicle in each new group to pass through the conflict area;
删除处理单元设置为:确定不同车道对应的分组形成的新分组中的第二车辆是否相同,对于包括相同的第二车辆的新分组,删除除总时长最短的新分组以外的其他新分组;The deletion processing unit is set to: determine whether the second vehicles in the new group formed by the groups corresponding to different lanes are the same, and for the new group including the same second vehicle, delete other new groups except the new group with the shortest total duration;
判断处理单元设置为:对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出剩余的新分组中未包含全部待调度车辆时,对剩余的新分组继续进行分组处理;The judgment processing unit is set to: for the remaining new groups after deleting other new groups except the new group with the shortest total duration, when it is judged that all the vehicles to be dispatched are not included in the remaining new groups, continue to perform grouping processing on the remaining new groups ;
调度单元设置为:对删除除总时长最短的新分组以外的其他新分组后剩余的新分组,判断出新分组中包含全部待调度车辆时,根据剩余的新分组中总时长最短的新分组对待调度车辆进行调度;The scheduling unit is set to: for the remaining new group after deleting other new groups except the new group with the shortest total duration, when it is judged that the new group contains all the vehicles to be dispatched, treat the new group with the shortest total duration according to the remaining new groups. dispatch vehicles for dispatch;
其中,待调度车辆包括:待通过冲突区的自动驾驶车辆;第一转向和第二转向:距离冲突区最近的车辆的转向;同一车道内车辆相邻且转向相同时为一个转向。The vehicles to be dispatched include: automatic driving vehicles to pass through the conflict area; first and second steering: the steering of the vehicle closest to the conflict area; one steering when the vehicles in the same lane are adjacent and have the same steering.
本发明实施例对待通过冲突区的自动驾驶车辆,根据各车道的车辆的转向,按照车辆排序逐步确定车辆通过冲突区的顺序并计算车辆通过冲突区的总时长,在逐步确定车辆通过冲突区的顺序的同时,相同车辆按照不同顺序通过冲突区时,删除除总时长最短其他车辆排序的调度方案,降低了调度运算的运算量,提升了车辆协同的决策速度和实时性。The embodiment of the present invention treats the self-driving vehicles passing through the conflict zone. According to the steering of the vehicles in each lane, the sequence of vehicles passing through the conflict zone is gradually determined according to the vehicle sequence, and the total duration of the vehicles passing through the conflict zone is calculated. At the same time, when the same vehicle passes through the conflict area in different order, the scheduling scheme of other vehicles except the shortest total duration is deleted, which reduces the amount of operation of scheduling operations and improves the decision-making speed and real-time performance of vehicle coordination.
在一种示例性实例中,本发明实施例装置还包括获取单元,设置为:In an exemplary embodiment, the apparatus according to the embodiment of the present invention further includes an obtaining unit, configured as:
按照预设周期获取待调度车辆的车辆行驶信息;Obtain the vehicle driving information of the vehicle to be dispatched according to a preset period;
其中,车辆行驶信息包括转向信息。The vehicle driving information includes steering information.
在一种示例性实例中,本发明实施例调度单元是设置为:In an exemplary example, the scheduling unit in this embodiment of the present invention is set to:
确定根据剩余的新分组中总时长最短的新分组中添加第一车辆的顺序;Determine the order of adding the first vehicle in the new group with the shortest total duration according to the remaining new groups;
根据确定的添加第一车辆的顺序,调度待调度车辆通过冲突区。According to the determined order of adding the first vehicle, the vehicle to be dispatched is dispatched to pass through the conflict area.
在一种示例性实例中,本发明实施例分组处理单元是设置为计算每一个新分组中的第一车辆通过冲突区的总时长,包括:In an exemplary example, the grouping processing unit according to the embodiment of the present invention is configured to calculate the total duration for the first vehicle in each new group to pass through the conflict zone, including:
计算每一个第一车辆通过冲突区的时间信息;Calculate the time information of each first vehicle passing through the conflict zone;
根据计算的每一个第一车辆通过冲突区的时间信息,确定新分组中的第一车辆通过冲突区的总时长。According to the calculated time information of each first vehicle passing through the conflict zone, the total duration of the first vehicle in the new group passing through the conflict zone is determined.
在一种示例性实例中,分组处理单元还设置为:In an exemplary instance, the packet processing unit is further configured to:
记录计算出的每一个第一车辆通过冲突区的时间信息。Record the calculated time information of each first vehicle passing through the conflict zone.
在一种示例性实例中,本发明实施例调度单元是设置为:In an exemplary example, the scheduling unit in this embodiment of the present invention is set to:
根据计算剩余的新分组中总时长最短的新分组时记录的每一个第一车辆通过冲突区的时间信息,调度待调度车辆通过冲突区。According to the time information of each first vehicle passing through the conflict area recorded when calculating the new group with the shortest total duration among the remaining new groups, the vehicles to be dispatched are scheduled to pass through the conflict area.
以下通过应用示例对本发明实施例进行简要说明,应用示例仅用于陈述本发明实施例,并不用于限定本发明的保护范围。The following briefly describes the embodiments of the present invention through application examples, which are only used to describe the embodiments of the present invention, and are not used to limit the protection scope of the present invention.
应用示例Application example
本应用示例实现了自动驾驶车辆在无信号灯路口的协同决策功能。自动驾驶车辆和路侧设备上均装有V2I通信设备和GPS定位系统,能够保证车辆与路侧设备的实时通信,路侧设备可向车辆发送控制指令。车辆的底层控制器通过车内局域网络(CAN)总线接收速度信息,进而执行车辆的速度控制;本应用示例按照预设周期执行协同决策处理,预设周期可以是2~5秒内的一个值。图10为本发明应用示例的流程图,如图10所示,本应用示例协同决策处理包括:This application example implements the collaborative decision-making function of autonomous vehicles at intersections without traffic lights. Both the autonomous vehicle and the roadside equipment are equipped with V2I communication equipment and GPS positioning system, which can ensure real-time communication between the vehicle and the roadside equipment, and the roadside equipment can send control commands to the vehicle. The underlying controller of the vehicle receives the speed information through the in-vehicle local area network (CAN) bus, and then executes the speed control of the vehicle; this application example executes collaborative decision-making processing according to a preset cycle, which can be a value within 2 to 5 seconds . FIG. 10 is a flowchart of an application example of the present invention. As shown in FIG. 10 , the collaborative decision-making process of this application example includes:
步骤1001、自动驾驶车辆向路侧设备发送自身的位置、速度和转向等信息。
步骤1002、路侧设备确定各车道的车辆数目;
步骤1003、路侧设备根据车辆数目信息、各车辆的转向和速度信息,确定总时长最短的车辆调度决策。这里,总时长最短的车辆调度决策是指本发明实施例中,完成所有车辆通过冲突区的总时长计算后,总时长最短的子分支对应的调度方案;
步骤1004、路侧设备根据车辆调度决策为各车辆分配进入冲突区的时刻,并将分配的时刻发送给车辆;本应用示例通过V2I,将分配的时刻发送给各车辆。Step 1004: The roadside equipment allocates the time for each vehicle to enter the conflict zone according to the vehicle scheduling decision, and sends the allocated time to the vehicle; this application example sends the allocated time to each vehicle through V2I.
步骤1005、车辆根据接收到的进入冲突区的时刻进行速度控制,并通过冲突区。
“本领域普通技术人员可以理解,上文中所公开方法中的全部或某些步骤、系统、装置中的功能模块/单元可以被实施为软件、固件、硬件及其适当的组合。在硬件实施方式中,在以上描述中提及的功能模块/单元之间的划分不一定对应于物理组件的划分;例如,一个物理组件可以具有多个功能,或者一个功能或步骤可以由若干物理组件合作执行。某些组件或所有组件可以被实施为由处理器,如数字信号处理器或微处理器执行的软件,或者被实施为硬件,或者被实施为集成电路,如专用集成电路。这样的软件可以分布在计算机可读介质上,计算机可读介质可以包括计算机存储介质(或非暂时性介质)和通信介质(或暂时性介质)。如本领域普通技术人员公知的,术语计算机存储介质包括在用于存储信息(诸如计算机可读指令、数据结构、程序模块或其他数据)的任何方法或技术中实施的易失性和非易失性、可移除和不可移除介质。计算机存储介质包括但不限于RAM、ROM、EEPROM、闪存或其他存储器技术、CD-ROM、数字多功能盘(DVD)或其他光盘存储、磁盒、磁带、磁盘存储或其他磁存储装置、或者可以用于存储期望的信息并且可以被计算机访问的任何其他的介质。此外,本领域普通技术人员公知的是,通信介质通常包含计算机可读指令、数据结构、程序模块或者诸如载波或其他传输机制之类的调制数据信号中的其他数据,并且可包括任何信息递送介质。”"It can be understood by those of ordinary skill in the art that all or some steps in the methods disclosed above, functional modules/units in systems and devices can be implemented as software, firmware, hardware and their appropriate combinations. In the hardware implementation , the division between functional modules/units mentioned in the above description does not necessarily correspond to the division of physical components; for example, one physical component may have multiple functions, or one function or step may be performed cooperatively by several physical components. Some or all of the components may be implemented as software executed by a processor, such as a digital signal processor or microprocessor, or as hardware, or as an integrated circuit, such as an application specific integrated circuit. Such software may be distributed On computer-readable media, computer-readable media can include computer storage media (or non-transitory media) and communication media (or transitory media). As is known to those of ordinary skill in the art, the term computer storage media is included in Volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information, such as computer readable instructions, data structures, program modules or other data. Computer storage media includes, but does not Limited to RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, Digital Versatile Disc (DVD) or other optical disk storage, magnetic cartridges, magnetic tape, magnetic disk storage or other magnetic storage devices, or may be used to store desired information And any other medium that can be accessed by the computer.In addition, it is well known to those of ordinary skill in the art that communication medium usually contains computer readable instructions, data structures, program modules or modulated data signals such as carrier waves or other transport mechanisms. other data, and may include any information delivery medium."
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