CN103208189A - Method and device for monitoring road traffic flow - Google Patents
Method and device for monitoring road traffic flow Download PDFInfo
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- CN103208189A CN103208189A CN201310081200XA CN201310081200A CN103208189A CN 103208189 A CN103208189 A CN 103208189A CN 201310081200X A CN201310081200X A CN 201310081200XA CN 201310081200 A CN201310081200 A CN 201310081200A CN 103208189 A CN103208189 A CN 103208189A
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Abstract
本发明实施例公开了一种监控道路流量方法及设备,包括:获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。相应地,本发明实施例还提供一种监控道路流量设备。本发明实施例可以低成本、高准确度地实现智能交通的流量监控。
The embodiment of the present invention discloses a method and device for monitoring road traffic, which includes: obtaining the active set cell of at least one target communication device, the target communication device is a communication device located in a vehicle; the target anchor point of the target communication device, and use the target anchor point as the position of the target communication device in the road; the cell set of the target anchor point is the same as the active set cell of the target communication device The positioning point with the highest coincidence degree; monitoring the traffic of the road according to the position of the at least one target communication device on the road. Correspondingly, the embodiment of the present invention also provides a device for monitoring road flow. The embodiment of the present invention can realize flow monitoring of intelligent traffic with low cost and high accuracy.
Description
技术领域technical field
本发明涉及智能交通领域,尤其涉及一种监控道路流量方法及设备。The invention relates to the field of intelligent transportation, in particular to a method and equipment for monitoring road flow.
背景技术Background technique
目前对于智能交通的流量监控,主要是通过部署在交通线路上的摄像头来监路段的流量,或者通过装在出租车上的车载GPS设备来推测路段的流量。对于使用摄像头监控的方式,不仅需要安装大量的监控设备,还需要大量的存储设备来存储海量数据,使用成本高;对于车载GPS的流量监控,一方面是需要第三方面的GPS数据,而且是一种抽样的方法,导致流量监控的准确度很低。At present, the flow monitoring of intelligent transportation is mainly to monitor the flow of the road section through the camera deployed on the traffic line, or to estimate the flow of the road section through the on-board GPS device installed in the taxi. For the way of using camera monitoring, not only need to install a large number of monitoring equipment, but also need a large number of storage devices to store massive data, and the cost of use is high; for the flow monitoring of vehicle GPS, on the one hand, a third aspect of GPS data is required, and it is A sampling method, resulting in low accuracy of traffic monitoring.
综上所述,目前的智能交通的流量监控技术实现的成本高且准确度很低。To sum up, the current flow monitoring technology of intelligent transportation is costly and has low accuracy.
发明内容Contents of the invention
本发明实施例提供了一种监控道路流量方法及设备,可以低成本、高准确度地实现智能交通的流量监控。Embodiments of the present invention provide a method and equipment for monitoring road flow, which can realize intelligent traffic flow monitoring with low cost and high accuracy.
第一方面,本发明实施例提供一种一种监控道路流量方法,包括:In a first aspect, an embodiment of the present invention provides a method for monitoring road traffic, including:
获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;Acquiring an active set cell of at least one target communication device, where the target communication device is a communication device located in a vehicle;
从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;Select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device in the road; wherein, the target positioning point The positioning point with the highest coincidence degree between the cell set and the active set cell of the target communication device;
根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。Traffic on the road is monitored based on the location of the at least one target communication device on the road.
在第一种可能的实现方式中,所述从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置之前,所述方法还包括:In a first possible implementation manner, the target positioning point of each target communication device is selected from the positioning points of the road, and the target positioning point is used as the target positioning point of the target communication device on the road. Before the position at, the method also includes:
计算所述道路上的投影点的坐标值,所述投影点指预先指定的基站到所述道路的最短线路中所述道路上的位置点;calculating coordinate values of a projection point on the road, where the projection point refers to a location point on the road in the shortest route from the pre-designated base station to the road;
计算所述道路中每个路段的投影点的平均坐标值,并将所述平均坐标值的位置点作为该路段的定位点,所述平均坐标值为该路段的所有投影点的坐标值的平均值;Calculate the average coordinate value of the projection point of each road segment in the road, and use the position point of the average coordinate value as the anchor point of the road segment, and the average coordinate value is the average of the coordinate values of all the projection points of the road segment value;
将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合,所述投影点对应的小区是指离所述投影点距离最近的基站包含的且覆盖所述投影点的小区。The set of cells corresponding to all projection points of each road section is used as the set of cells of the road section positioning point, and the cell corresponding to the projection point refers to the cell that is included in the base station closest to the projection point and covers the projection point .
结合第一方面的第一种可能的实现方式,在第二种可能的实现方式中,所述计算所述道路上的投影点的坐标值包括:With reference to the first possible implementation manner of the first aspect, in a second possible implementation manner, the calculating the coordinate values of the projected points on the road includes:
计算预先指定的基站到所述道路的最短线路中所述道路上的位置点的坐标值;calculating the coordinate values of the position points on the road in the shortest route from the pre-designated base station to the road;
从所述预先指定的基站中选择出满足预设条件的基站到所述道路的最短线路中所述道路上的位置点作为所述道路的投影点;Selecting from the pre-designated base stations a position point on the road in the shortest route from the base station meeting the preset condition to the road as the projection point of the road;
其中,所述预先条件为基站到所述道路的最短距离大于或者等于该基站的最大辐射半径。Wherein, the precondition is that the shortest distance from the base station to the road is greater than or equal to the maximum radiation radius of the base station.
结合第一方面的第一种可能的实现方式或者第一方面的第二种可能的实现方式,在第三种可能的实现方式中,所述将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合之后,所述方法还包括:With reference to the first possible implementation of the first aspect or the second possible implementation of the first aspect, in a third possible implementation, the set of cells corresponding to all projection points of each road section After the cell set as the location point of the road section, the method also includes:
选择出在预设周期内所述道路的每个定位点的定位通信设备,所述定位通信设备是指该定位点的小区集合与激活集小区重合度最高的通信设备;Select a positioning communication device for each positioning point of the road within a preset period, and the positioning communication device refers to the communication device with the highest degree of coincidence between the cell set of the positioning point and the active set cell;
从每个定位点的定位通信设备的激活集小区中选择出该定位点的目标激活集小区,并将该目标激活集小区更新为该定位点的小区集合,所述目标激活集小区是指该定位点的定位通信设备的所有激活集小区中出现概率最高的激活集小区。Select the target active set cell of the positioning point from the active set cells of the positioning communication equipment of each positioning point, and update the target active set cell to the cell set of the positioning point, and the target active set cell refers to the cell set of the positioning point The active set cell with the highest occurrence probability among all the active set cells of the positioning communication device of the positioning point.
结合第一方面或者第一方面的第一种可能的实现方式或者第一方面的第二种可能的实现方式,在第四种可能的实现方式中,所述获取至少一个目标通信设备的激活集小区,包括:With reference to the first aspect or the first possible implementation of the first aspect or the second possible implementation of the first aspect, in a fourth possible implementation, the acquiring the active set of at least one target communication device neighborhoods, including:
获取每个所述目标通信设备的多个时间点的激活集小区;Acquiring active set cells at multiple time points of each target communication device;
所述从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置,包括:The selecting the target positioning point of each target communication device from the positioning points of the road, and using the target positioning point as the position of the target communication device in the road includes:
从道路的定位点中选择出每个所述目标通信设备在每个所述时间点的目标定位点,并将所述目标定位点作为该时间点的该目标通信设备在所述道路中所处的位置;Select the target positioning point of each target communication device at each of the time points from the positioning points of the road, and use the target positioning point as the target communication device at the time point in the road. s position;
所述根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量,包括:The monitoring the traffic of the road according to the position of the at least one target communication device on the road includes:
计算出所述至少一个目标通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,所述目标路段为两个所述目标定位点之间的路段;和/或Calculate the moving speed of the target section of the at least one target communication device in the road, and use the moving speed as the speed of the vehicle in the target section, and the target section is between the two target positioning points and/or
根据所述至少一个目标通信设备在所述道路中所处的位置,计算出所述道路中每个路段中车辆的数量。The number of vehicles in each section of the road is calculated according to the position of the at least one target communication device on the road.
结合第一方面的第四种可能的实现方式,在第五种可能的实现方式中,所述计算出所述至少一个通信在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,包括:With reference to the fourth possible implementation manner of the first aspect, in a fifth possible implementation manner, the calculation of the moving speed of the target section of the at least one communication on the road is calculated, and the moving speed is used as The speed of the vehicle in the target section includes:
从所述至少一个目标通信设备中选择出目标定位点为所述道路中位置连续的定位点的第一通信设备;Selecting from the at least one target communication device a first communication device whose target anchor point is a continuous anchor point in the road;
计算出所述第一通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度。Calculate the moving speed of the first communication device on the target road section of the road, and use the moving speed as the speed of the vehicle in the target road section.
第二方面,本发明实施例提供一种监控道路流量设备,包括:获取单元、第一选择单元和监控单元,其中:In the second aspect, an embodiment of the present invention provides a device for monitoring road flow, including: an acquisition unit, a first selection unit, and a monitoring unit, wherein:
所述获取单元,用于获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;The acquiring unit is configured to acquire an active set cell of at least one target communication device, where the target communication device is a communication device located in a vehicle;
所述第一选择单元,用于从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;The first selection unit is configured to select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device on the road ; Wherein, the cell set of the target positioning point is the positioning point with the highest coincidence degree with the active set cell of the target communication device;
所述监控单元,用于根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。The monitoring unit is configured to monitor the traffic of the road according to the position of the at least one target communication device on the road.
在第一种可能的实现方式中,所述设备还包括:In a first possible implementation manner, the device further includes:
第一计算单元,用于计算所述道路上的投影点的坐标值,所述投影点指预先指定的基站到所述道路的最短线路中所述道路上的位置点;A first calculation unit, configured to calculate coordinate values of a projection point on the road, where the projection point refers to a location point on the road in the shortest route from the pre-designated base station to the road;
第二计算单元,用于计算所述道路中每个路段的投影点的平均坐标值,并将所述平均坐标值的位置点作为该路段的定位点,所述平均坐标值为该路段的所有投影点的坐标值的平均值;The second calculation unit is used to calculate the average coordinate value of the projection point of each road section in the road, and use the position point of the average coordinate value as the anchor point of the road section, and the average coordinate value of all the road sections The average value of the coordinate values of the projected points;
确定单元,用于将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合,所述投影点对应的小区是指离所述投影点距离最近的基站包含的且覆盖所述投影点的小区。A determining unit, configured to use the set of cells corresponding to all projection points of each road section as the set of cells corresponding to the location point of the road section, the cell corresponding to the projection point refers to the base station that is closest to the projection point and covers all The cell of the above projection point.
结合第二方面的第一种可能的实现方式,在第二种可能的实现方式中,所述第一计算单元还用于计算预先指定的基站到所述道路的最短线路中所述道路上的位置点的坐标值,以及从所述预先指定的基站中选择出满足预设条件的基站到所述道路的最短线路中所述道路上的位置点作为所述道路的投影点;With reference to the first possible implementation manner of the second aspect, in a second possible implementation manner, the first calculating unit is further configured to calculate the shortest route from the pre-designated base station to the road on the road. The coordinate value of the location point, and the location point on the road in the shortest route from the base station that meets the preset conditions selected from the pre-designated base station to the road as the projection point of the road;
其中,所述预先条件为基站到所述道路的最短距离大于或者等于该基站的最大辐射半径。Wherein, the precondition is that the shortest distance from the base station to the road is greater than or equal to the maximum radiation radius of the base station.
结合第二方面的第一种可能的实现方式或者第二方面的第二种可能的实现方式,在第三种可能的实现方式中,所述设备还包括:With reference to the first possible implementation of the second aspect or the second possible implementation of the second aspect, in a third possible implementation, the device further includes:
第二选择单元,用于选择出在预设周期内所述道路的每个定位点的定位通信设备,所述定位通信设备是指该定位点的小区集合与激活集小区重合度最高的通信设备;The second selection unit is configured to select a positioning communication device for each positioning point of the road within a preset period, and the positioning communication device refers to the communication device with the highest coincidence degree between the cell set of the positioning point and the active set cell ;
更新单元,用于从每个定位点的定位通信设备的激活集小区中选择出该定位点的目标激活集小区,并将该目标激活集小区更新为该定位点的小区集合,所述目标激活集小区是指该定位点的定位通信设备的所有激活集小区中出现概率最高的激活集小区。An updating unit, configured to select a target active set cell of the positioning point from the active set cells of the positioning communication device of each positioning point, and update the target active set cell to the set of cells of the positioning point, the target active set cell The set cell refers to the active set cell with the highest occurrence probability among all the active set cells of the positioning communication device of the positioning point.
结合第二方面或者第二方面的第二种可能的实现方式或者第二方面的第二种可能的实现方式,在第四种可能的实现方式中,所述获取单元还用于获取每个所述目标通信设备的多个时间点的激活集小区;With reference to the second aspect or the second possible implementation of the second aspect or the second possible implementation of the second aspect, in a fourth possible implementation, the acquiring unit is further configured to acquire each Active set cells at multiple time points of the target communication device;
所述第一选择单元还用于从道路的定位点中选择出每个所述目标通信设备在每个所述时间点的目标定位点,并将所述目标定位点作为该时间点的该目标通信设备在所述道路中所处的位置;The first selection unit is also used to select the target positioning point of each target communication device at each time point from the positioning points of the road, and use the target positioning point as the target at this time point the location of the communication device in said road;
所述监控单元还用于计算出所述至少一个目标通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,所述目标路段为两个所述目标定位点之间的路段;和/或,根据所述至少一个目标通信设备在所述道路中所处的位置,计算出所述道路中每个路段中车辆的数量。The monitoring unit is also used to calculate the moving speed of the at least one target communication device in the target section of the road, and use the moving speed as the speed of the vehicle in the target section, and the target section is two and/or, according to the position of the at least one target communication device in the road, calculate the number of vehicles in each road section of the road.
结合第二方面的第四种可能的实现方式,在第五种可能的实现方式中,所述监控单元还用于从所述至少一个目标通信设备中选择出目标定位点为所述道路中位置连续的定位点的第一通信设备,以及计算出所述第一通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度。With reference to the fourth possible implementation of the second aspect, in a fifth possible implementation, the monitoring unit is further configured to select a target anchor point from the at least one target communication device as the position in the road The first communication device of the continuous positioning point, and calculate the moving speed of the first communication device in the target road section of the road, and use the moving speed as the speed of the vehicle in the target road section.
上述技术方案中,获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。通信设备和小区都是现有的,这样就不需要额外增加成本,且目前每个车辆内都会存在通信设备,这样就可以监控到每个车辆,从而可以低成本、高准确度地实现智能交通的流量监控。In the above technical solution, the active set cell of at least one target communication device is obtained, and the target communication device is a communication device located in the vehicle; the target anchor point of each target communication device is selected from the anchor points of the road, and Taking the target positioning point as the position of the target communication device on the road; the positioning point with the highest coincidence degree between the cell set of the target positioning point and the active set cell of the target communication device; according to the at least one The location of the target communication device in the road monitors traffic on the road. Both the communication equipment and the community are existing, so there is no need to increase additional costs, and there are communication equipment in each vehicle at present, so that each vehicle can be monitored, so that intelligent transportation can be realized at low cost and with high accuracy traffic monitoring.
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术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 in the embodiments of the present invention or the prior art, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only These are some embodiments of the present invention. Those skilled in the art can also obtain other drawings based on these drawings without creative work.
图1是本发明实施例提供的一种监控道路流量方法的流程示意图;FIG. 1 is a schematic flow diagram of a method for monitoring road traffic provided by an embodiment of the present invention;
图2是本发明实施例提供的一种监控道路流量方法的流程示意图;FIG. 2 is a schematic flowchart of a method for monitoring road traffic provided by an embodiment of the present invention;
图3是本发明实施例提供的一种可选的小区投影点的示意图;FIG. 3 is a schematic diagram of an optional cell projection point provided by an embodiment of the present invention;
图4是本发明实施例提供的一种监控道路流量设备的结构示意图;Fig. 4 is a schematic structural diagram of a device for monitoring road flow provided by an embodiment of the present invention;
图5是本发明实施例提供的另一种监控道路流量设备的结构示意图;Fig. 5 is a schematic structural diagram of another device for monitoring road flow provided by an embodiment of the present invention;
图6是本发明实施例提供的另一种监控道路流量设备的结构示意图。Fig. 6 is a schematic structural diagram of another device for monitoring road flow provided by an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.
图1是本发明实施例提供的一种监控道路流量方法的流程示意图,如图1所示,包括:Fig. 1 is a schematic flowchart of a method for monitoring road traffic provided by an embodiment of the present invention, as shown in Fig. 1 , including:
101、获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;101. Obtain an active set cell of at least one target communication device, where the target communication device is a communication device located in a vehicle;
102、从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;102. Select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device on the road; wherein, the target positioning The positioning point with the highest coincidence degree between the cell set of the point and the active set cell of the target communication device;
103根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。103 Monitor traffic on the road according to the location of the at least one target communication device on the road.
可选的,上述目标通信设备可以是移动通信设备,例如:手机、平板电脑、笔记本等。还可以是固定在车辆上的通信设备。Optionally, the above-mentioned target communication device may be a mobile communication device, such as a mobile phone, a tablet computer, a notebook, and the like. It can also be a communication device fixed on the vehicle.
可选的,上述道路可以是一个或者多个道路。Optionally, the above road may be one or more roads.
可选的,监控所述道路的流量可以包括:Optionally, monitoring the traffic of the road may include:
监控道路上车辆的数量和状态(例如:行驶的速度等)。Monitor the number and status of vehicles on the road (for example: driving speed, etc.).
可选的,本发明实施例可以应用于任一用于监控道路流量的设备。Optionally, the embodiments of the present invention can be applied to any device for monitoring road traffic.
上述技术方案中,获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;所述目标定位点为定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。通信设备和小区都是现有的,这样就不需要额外增加成本,且目前每个车辆内都会存在通信设备,这样就可以监控到每个车辆,从而可以低成本、高准确度地实现智能交通的流量监控。In the above technical solution, the active set cell of at least one target communication device is obtained, and the target communication device is a communication device located in the vehicle; the target anchor point of each target communication device is selected from the anchor points of the road, and The target positioning point is used as the position of the target communication device in the road; the target positioning point is the positioning point with the highest coincidence degree between the cell set of the positioning point and the active set cell of the target communication device; according to the The traffic of the road is monitored based on the position of the at least one target communication device in the road. Both the communication equipment and the community are existing, so there is no need to increase additional costs, and there are communication equipment in each vehicle at present, so that each vehicle can be monitored, so that intelligent transportation can be realized at low cost and with high accuracy traffic monitoring.
图2是本发明实施例提供的另一种监控道路流量方法的流程示意图,如图2所示,包括:Fig. 2 is a schematic flowchart of another method for monitoring road traffic provided by an embodiment of the present invention, as shown in Fig. 2 , including:
201、计算所述道路上的投影点的坐标值,所述投影点指预先指定的基站到所述道路的最短线路中所述道路上的位置点。201. Calculate coordinate values of a projection point on the road, where the projection point refers to a location point on the road in a shortest route from a pre-designated base station to the road.
可选的,上述预先指定的基站可以是通信系统中任一基站,且对基站的数量不作限定。上述最短线路可以是基站到道路的直线线路,且该直线线路与道路垂直。Optionally, the aforementioned pre-specified base station may be any base station in the communication system, and the number of base stations is not limited. The above shortest route may be a straight line from the base station to the road, and the straight line is perpendicular to the road.
可选的,设基站的位置为<(x1,y1)>,道路i的位置为<roadi,(x2,y2),(x3,y3),β>,则道路i的直线方程可以表示为设基站到道路的最短距离的投影点的坐标为(x4,y4),则满足:Optionally, suppose the position of the base station is <(x 1 , y 1 )>, the position of road i is <road i , (x2, y 2 ), (x 3 , y 3 ), β>, then the road i’s The equation of a straight line can be expressed as Let the coordinates of the projection point of the shortest distance from the base station to the road be (x 4 , y 4 ), then satisfy:
根据上式可以求出基站在道路上的投影点的坐标值。According to the above formula, the coordinate value of the projection point of the base station on the road can be obtained.
作为一种可选的实施方式,步骤201可以包括:As an optional implementation manner, step 201 may include:
计算预先指定的基站到所述道路的最短线路中所述道路上的位置点的坐标值;calculating the coordinate values of the position points on the road in the shortest route from the pre-designated base station to the road;
从所述预先指定的基站中选择出满足预设条件的基站到所述道路的最短线路中所述道路上的位置点作为所述道路的投影点;Selecting from the pre-designated base stations a position point on the road in the shortest route from the base station meeting the preset condition to the road as the projection point of the road;
其中,所述预先条件为基站到所述道路的最短距离大于或者等于该基站的最大辐射半径。Wherein, the precondition is that the shortest distance from the base station to the road is greater than or equal to the maximum radiation radius of the base station.
可选的,如图3所示,道路包含R1、R2、R3、R4和R5,基站包含A、B、C、D、E、F和G,以基站A为例进行说明,这样就可以计算出基站A分别在上述道路中的投影点为A11,A22,A33,A14,A15,基站A到各个投影点的距离分别为δ1,δ2,δ3,δ4,δ5,(x1,y1),(x2,y2),(x3,y3),(x4,y4),(x5,y5)分别为基站A在各条道路上的投影点坐标。若δ5>r,r为基站A的最大辐射半径,则去掉该投影点A15,基站A在上述道路上的投影点就可以输出:Optionally, as shown in Figure 3, the road includes R1, R2, R3, R4, and R5, and the base station includes A, B, C, D, E, F, and G. Taking base station A as an example, it is possible to calculate The projection points of base station A on the above road are A 11 , A 22 , A 33 , A 14 , A 15 , and the distances from base station A to each projection point are δ 1 , δ 2 , δ 3 , δ 4 , δ 5 , (x 1 , y 1 ), (x 2 , y 2 ), (x 3 , y 3 ), (x 4 , y 4 ), (x 5 , y 5 ) are base station A on each road The projected point coordinates of . If δ 5 >r, r is the maximum radiation radius of base station A, then remove the projection point A 15 , and the projection point of base station A on the above road can be output as:
<cell1,1,road1,(x1,y1)><cell1,4,road4,(x4,y4)><cell2,2,road2,(x2,y2)>,<cell3,3,road3,(x3,y3)><cell 1 , 1, road 1 , (x 1 , y 1 )><cell 1 , 4, road 4 , (x 4 , y 4 )><cell 2 , 2, road 2 , (x 2 , y 2 ) >, <cell 3, 3 , road 3 , (x 3 , y 3 )>
其中,基站A包含小区1、小区2和小区3上述cell1,1表示基站A包含的小区1在道路R1上的小区覆盖范围,上述cell1,4表示基站A包含的小区1在道路R4上的小区覆盖范围。Among them, the base station A includes cell 1, cell 2 and cell 3. The above cell 1 and 1 represent the cell coverage of the cell 1 included in the base station A on the road R1, and the above cell 1 and 4 represent the cell 1 included in the base station A on the road R4. of cell coverage.
202、计算所述道路中每个路段的投影点的平均坐标值,并将所述平均坐标值的位置点作为该路段的定位点,所述平均坐标值为该路段的所有投影点的坐标值的平均值。202. Calculate the average coordinate value of the projection point of each road section in the road, and use the position point of the average coordinate value as the anchor point of the road section, and the average coordinate value is the coordinate value of all the projection points of the road section average of.
可选的,对于每条道路,设定位目标精度为p,以道路上的某一个目标点为起点设为Rst,以精度p为步长,即该步长理解为上述路段,统计从到起点到步长范围内(即上述路段内)的投影点的集合,即统计(Rst,Rst+p)内投影点的集合,设该集合为Icell,其中各个投影点的坐标为(xi,yi)。确定该路段的定位点为该路段内所有投影点的中心Rl,设该中心的坐标为(Rlx,Rly),即该路段定位点的坐标值,则满足:Optionally, for each road, set the positioning target accuracy to p, set a certain target point on the road as the starting point to R st , and take the accuracy p as the step size, that is, the step size is understood as the above road section, and the statistics are from The set of projected points within the range from the starting point to the step length (that is, the above-mentioned road section), that is, the set of projected points in the statistical (R st , R st +p), let this set be I cell , and the coordinates of each projected point are (x i , y i ). Determine that the anchor point of this road section is the center R l of all projection points in this road section, and set the coordinates of the center as (R lx , R ly ), that is, the coordinate value of the anchor point of this road section, then satisfy:
其中,n为集合中元素的个数,即该路段投影点的个数。Among them, n is the number of elements in the set, that is, the number of projected points of the road section.
203、将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合,所述投影点对应的小区是指离所述投影点距离最近的基站包含的且覆盖所述投影点的小区。203. Take the set of cells corresponding to all the projection points of each road section as the cell set of the location point of the road section, the cell corresponding to the projection point refers to the base station closest to the projection point and covers the projection point district.
可选的,获取投影点对应的小区可以通过如下方式获取:Optionally, obtaining the cell corresponding to the projection point can be obtained in the following manner:
计算基站与投影点连线的方位角,假设为γ;该基站包含的小区cell1,cell2,cell3的方位角分别为α,α+120,α+240;Calculate the azimuth angle of the line connecting the base station and the projection point, assuming it is γ; the azimuth angles of cell 1 , cell 2 , and cell 3 included in the base station are α, α+120, and α+240 respectively;
判断该夹角γ与α的关系;Judge the relationship between the included angle γ and α;
当α-120≤γ≤α,则确定cell1为该投影点对应的小区;When α-120≤γ≤α, determine cell 1 as the cell corresponding to the projection point;
当α≤γ≤α+120,则确定cell2为该投影点对应的小区;When α≤γ≤α+120, determine cell 2 as the cell corresponding to the projection point;
当α+120≤γ≤α+240,则确定cell3为该投影点对应的小区。When α+120≤γ≤α+240, cell 3 is determined to be the cell corresponding to the projection point.
可选的,投影点的信息可以可以<小区,道路,(x4,y4)>的格式输出,如定cell1为该投影点对应的小区,道路为roadi,则可以输出<cell1,i,roadi,(x4,y4)>。Optionally, the information of the projection point can be output in the format of <cell, road, (x4, y4)>. For example, if cell 1 is set as the cell corresponding to the projection point, and the road is road i , then <cell 1, i can be output , road i , (x 4 , y 4 )>.
可选的,在步骤203之后,所述方法还包括:Optionally, after
建立定位点与小区在道路上的映射关系。可以参考表示所示。Establish the mapping relationship between the positioning point and the cell on the road. Can refer to the representation shown.
表1Table 1
即,定位Rl1与cell1,cell2,cell3建立在道路上的映射关系,Rl2和Rl3不作和平重复说明。That is, the mapping relationship between R l1 and cell 1 , cell 2 , and cell 3 is established on the road, and R l2 and R l3 are not described peacefully and repeatedly.
需要说明的是,上述步骤201至步骤203都可以是预先执行的,实时监控道路车辆时,直接从步骤204执行就可以。It should be noted that the above-mentioned
204、获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备。204. Acquire an active set cell of at least one target communication device, where the target communication device is a communication device located in the vehicle.
作为一种可选的实施方式,步骤204可以包括:As an optional implementation manner, step 204 may include:
从无线网络日志中提取至少一个目标通信设备的激活集小区信息,以获取到所述至少一个目标通信设备的激活集小区。Extracting the active set cell information of the at least one target communication device from the wireless network log to obtain the active set cell of the at least one target communication device.
可选的,上述激活集小区是指与目标通信设备台建立连接的小区的集合,或者目标通信设备能接收到信号的小区的集合。Optionally, the aforementioned active set cells refer to a set of cells that establish a connection with the target communication device station, or a set of cells that the target communication device can receive signals from.
205、从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;205. Select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device on the road; wherein, the target positioning The positioning point with the highest coincidence degree between the cell set of the point and the active set cell of the target communication device;
可选的,从道路的定位点中选择出每个所述目标通信设备的目标定位点可以通过如下方式选择:Optionally, selecting the target positioning point of each target communication device from the positioning points of the road may be selected in the following manner:
针对一个通信设备,通过如下公式计算目标通信设备的激活集小区与上述道路中每个定位点的小区集合的重合度:For a communication device, calculate the coincidence degree of the active set cell of the target communication device with the cell set of each anchor point in the road above by the following formula:
其中,sim为目标通信设备的激活集小区与定位点的小区集合的重合度,Au,cell为目标通信设备的激活集小区,Icell为某一个定位点的小区集合;Wherein, sim is the coincidence degree of the active set cell of the target communication device and the cell set of the anchor point, A u, cell is the active set cell of the target communication device, and I cell is the cell set of a certain anchor point;
这样通过多次计算,即一个目标通信设备的激活集小区与多个定位点的小区集合进行计算,就可以计算出该目标通信设备的目标定位点。再通过上述方式就可以计算出上述至少一个目标通信设备的目标定位点。In this way, the target positioning point of the target communication device can be calculated through multiple calculations, that is, calculating the active set cell of a target communication device and the cell sets of multiple positioning points. Then, the target positioning point of the at least one target communication device can be calculated through the above method.
206、根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。206. Monitor traffic on the road according to the location of the at least one target communication device on the road.
可选的,上述监控可以包括:Optionally, the above monitoring may include:
监控道路上的车辆的数量、监控道路上的车辆的行驶速度等道路状况。Monitor the number of vehicles on the road, monitor the speed of vehicles on the road and other road conditions.
作为一种可选的实施方式,步骤204可以包括:As an optional implementation manner, step 204 may include:
获取每个所述目标通信设备的多个时间点的激活集小区;Acquiring active set cells at multiple time points of each target communication device;
步骤205可以包括:Step 205 may include:
从道路的定位点中选择出每个所述目标通信设备在每个所述时间点的目标定位点,并将所述目标定位点作为该时间点的该目标通信设备在所述道路中所处的位置;Select the target positioning point of each target communication device at each of the time points from the positioning points of the road, and use the target positioning point as the target communication device at the time point in the road. s position;
步骤206可以包括:Step 206 may include:
计算出所述至少一个目标通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,所述目标路段为两个所述目标定位点之间的路段;和/或Calculate the moving speed of the target section of the at least one target communication device in the road, and use the moving speed as the speed of the vehicle in the target section, and the target section is between the two target positioning points and/or
根据所述至少一个目标通信设备在所述道路中所处的位置,计算出所述道路中每个路段中车辆的数量。The number of vehicles in each section of the road is calculated according to the position of the at least one target communication device on the road.
可选的,例如上述目标路段为定位点R1和R2之间的路段,就可以通过上述至少一个目标通信设备中在目标定位点为定位点R1和R2的时间点的时差,这样就可以通过R1和R2之间的路段的距离除以至少一个目标通信设备中在目标定位点为定位点R1和R2的时间点的时差,以得到述至少一个目标通信设备在目标路段移动速度。Optionally, for example, the above-mentioned target road section is a road section between anchor points R1 and R2 , and the time difference at the time point when the target anchor point is anchor point R1 and R2 in the above-mentioned at least one target communication device can be used, such Just can divide the distance of the road section between R1 and R2 by the time difference at the time point when the target positioning point is the positioning point R1 and R2 in at least one target communication device, to obtain the at least one target communication device at the target Segment movement speed.
当然,这里还可以计算上述至少一个目标通信设备中每个一个通信设备在上述目标路段的移动速度,具体可能每个目标通信设备在在目标定位点为定位点R1和R2的时间点的时差,以及目标路段的距离,计算每个目标通信设备在目标路段的移动速度。Of course, it is also possible to calculate the moving speed of each communication device in the above-mentioned at least one target communication device on the above-mentioned target road section. Specifically, it is possible for each target communication device to move at the time point when the target positioning point is the positioning point R1 and R2 . The time difference and the distance of the target road section are used to calculate the moving speed of each target communication device on the target road section.
可选的,上述计算出所述至少一个目标通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,可以包括:Optionally, the calculation of the moving speed of the at least one target communication device on the target road section in the road, and using the moving speed as the speed of the vehicle in the target road section may include:
从所述至少一个目标通信设备中选择出目标定位点为所述道路中位置连续的定位点的第一通信设备;Selecting from the at least one target communication device a first communication device whose target anchor point is a continuous anchor point in the road;
计算出所述第一通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度。Calculate the moving speed of the first communication device on the target road section of the road, and use the moving speed as the speed of the vehicle in the target road section.
上述目标定位点为道路中位置连续的定位点的第一通信设备可以是指,在时间点连续的目标定位点为道路中位置连续的定位点的第一通信设备,例如,两个连续的时间点t1、t2,且通信设备U1在时间点t1、t2的目标定位点为R1和R2,且定位点R1和R2为上述道路中两个位置连接的定位点,这样就可以确定通信设备U1为第一通信设备。即上述第一通信设备为在某个时间段(即需要计算道路上车辆移动速度的时候)一直在上述道路中行驶的车辆上包含的通信设备。The above-mentioned first communication device whose target positioning point is a continuous positioning point on the road may refer to the first communication device whose continuous target positioning point is a continuous positioning point on the road at time points, for example, two consecutive time points point t 1 , t 2 , and the target positioning points of the communication device U 1 at time points t 1 , t 2 are R 1 and R 2 , and the positioning points R 1 and R 2 are the positioning points connecting the two positions in the above road , so that the communication device U1 can be determined as the first communication device. That is, the above-mentioned first communication device is a communication device included in a vehicle that has been driving on the above-mentioned road for a certain period of time (that is, when the moving speed of the vehicle on the road needs to be calculated).
可选的,上述计算出所述道路中每个路段中车辆的数量,可以通过在每个路段所包含的定位点所处的通信设备的数量,得到每个路段中车辆的数量。Optionally, the above calculation of the number of vehicles in each section of the road can obtain the number of vehicles in each section through the number of communication devices where the anchor points included in each section are located.
可选的,下面以时间点t1、t2、t3、t4、t5,以及通信设备U1、U2为例进行举例说明,其中,通信设备U1、U2在时间点t1、t2、t3、t4、t5的目标定位点如表2所示:Optionally, take the time points t 1 , t 2 , t 3 , t 4 , t 5 , and the communication devices U 1 and U 2 as examples for illustration below, wherein the communication devices U 1 and U 2 1 , t 2 , t 3 , t 4 , and t 5 target positioning points are shown in Table 2:
表2:Table 2:
如上表2所示,设通信设备U1,U2在不同的时间的激活集小区为上表中的激活集小区,通过计算定位点的小区集合与通信设备U1,U2在不同的时间的激活集小区的重合度,选择出定位点的小区集合与通信设备U1,U2在不同的时间的激活集小区的重合度最大的定位点为该目标通信设备在该时间点的目标定位点,即得到通信设备U1在t1、t2的目标定位点分别为R1和R2,即通信设备U1在t1、t2时间点的所处为位置分别为R1和R2;得到通信设备U2在t3、t4、t5的目标定位点分别为R3、R4和R5,即通信设备U2在t3、t4、t5时间点的所处为位置分别为R3、R4和R5。As shown in Table 2 above, assume that the active set cells of communication devices U 1 and U 2 at different times are the active set cells in the above table, and the cell sets of the positioning points are compared with the communication devices U 1 and U 2 at different times The coincidence degree of the cells in the active set, the cell set of the selected positioning point and the active set cells of the communication equipment U 1 and U 2 at different times have the highest coincidence degree, and the positioning point is the target positioning of the target communication device at this time point point, that is, the target positioning points of communication device U 1 at t 1 and t 2 are R 1 and R 2 respectively, that is, the positions of communication device U 1 at t 1 and t 2 are respectively R 1 and R 2 ; The target positioning points of the communication device U 2 at t 3 , t 4 , and t 5 are respectively R 3 , R 4 , and R 5 , that is, the location of the communication device U 2 at the time points t 3 , t 4 , and t 5 are positions R 3 , R 4 and R 5 , respectively.
可选的,假设上述通信设备在时间序列t1…ti内在上述道路的移动速度分别为v1…vi,而该道路的交通流量的基准速度为v0,则当vi≥v0时,可以将道路的交通流量的基准速度调整为vi。此外,可以根据道路的交通状态动态调整v0。Optionally, it is assumed that the moving speeds of the above-mentioned communication devices on the above-mentioned roads in the time series t 1 ...t i are respectively v 1 ...v i , and the reference speed of the traffic flow on this road is v 0 , then when v i ≥ v 0 When , the reference speed of the road traffic flow can be adjusted to v i . In addition, v 0 can be dynamically adjusted according to the traffic state of the road.
可选的,所述方法还可以包括:Optionally, the method may also include:
对于某一路段,当前在nu个目标通信设备的目标定位点在该路段,根据这些目标通信设备在时间序列内的移动速度v和在该路段的基准速度v0,确定当前路段的交通状况。设nu个通信设备中在前k个时间点内的有na个通信设备的速度满足v≥v0,而这na个目标通信设备在该路段的平均速度满足v<v0,则可以确定该路段当前的交通状态不佳。For a certain road section, currently the target positioning points of n u target communication devices are on this road section, according to the moving speed v of these target communication devices in the time series and the reference speed v 0 in this road section, determine the traffic condition of the current road section . Assuming that among the n u communication devices in the first k time points, there are n a communication devices whose speed satisfies v≥v 0 , and the average speed of these n a target communication devices on this road section satisfies v<v 0 , then It can be determined that the current traffic state of the road segment is not good.
作为一种可选的实施方式,所述方法还可以周期性更新上述道路中每个定位点的小区集合。即所述方法在步骤203之后,还可以包括:As an optional implementation manner, the method may also periodically update the set of cells of each anchor point on the road above. That is, after
选择出在预设周期内所述道路的每个定位点的定位通信设备,所述定位通信设备是指该定位点的小区集合与激活集小区重合度最高的通信设备;Select a positioning communication device for each positioning point of the road within a preset period, and the positioning communication device refers to the communication device with the highest degree of coincidence between the cell set of the positioning point and the active set cell;
从每个定位点的定位通信设备的激活集小区中选择出该定位点的目标激活集小区,并将该目标激活集小区更新为该定位点的小区集合,所述目标激活集小区是指该定位点的定位通信设备的所有激活集小区中出现概率最高的激活集小区。Select the target active set cell of the positioning point from the active set cells of the positioning communication equipment of each positioning point, and update the target active set cell to the cell set of the positioning point, and the target active set cell refers to the cell set of the positioning point The active set cell with the highest occurrence probability among all the active set cells of the positioning communication device of the positioning point.
可选的,本发明实施例中,步骤201、步骤202和步骤203可以是预先执行的,而该实施方式中的选择定位通信设备和更新定位点的小区集合的步骤可以是周期性的执行,例如,一天执行一次,而步骤204、步骤205和步骤206可以是实时执行,也可以是按照某一定周期或者指定时间点执行。即步骤步骤204可以执行在选择定位通信设备和更新定位点的小区集合的步骤之前,也可以是在之后。Optionally, in this embodiment of the present invention,
可选的,针对某一个定位点R1,选择出定位点R1在预设周期内的定位通信设备的数量为100,但在实际中这100个通信设备在目标定位点为定位点R1时的激活集小区所包含的小区可能会存在不同,例如,通信设备U1和通信设备U2在目标定位点为定位点R1时的激活集小区所包含的小区分别为cell1,cell2,cell3和cell1,cell2,cell3,cell4,且这100个通信设备中在目标定位点为定位点R1时的激活集小区所包含的小区为cell1,cell2,cell3,cell4的概率最高时,例如80%,这样就可以将cell1,cell2,cell3,cell4为作定位点R1的目标激活集小区,再将该目标激活集小区更新为定位点R1的小区集合。Optionally, for a certain positioning point R 1 , the number of positioning communication devices that select the positioning point R 1 within the preset period is 100, but in practice these 100 communication devices are the positioning point R 1 at the target positioning point The cells included in the active set cells may be different. For example, the cells included in the active set cells of the communication device U1 and the communication device U2 when the target anchor point is the anchor point R1 are cell 1 and cell 2 respectively. , cell 3 and cell 1 , cell 2 , cell 3 , cell 4 , and among these 100 communication devices when the target anchor point is anchor point R 1 , the cells in the active set cells are cell 1 , cell 2 , cell 3 , when the probability of cell 4 is the highest, such as 80%, so that cell 1 , cell 2 , cell 3 , and cell 4 can be used as the target active set cell of the anchor point R 1 , and then the target active set cell can be updated as the anchor point The cell set of R 1 .
上述技术方案中,在上面实施例的基础上增加了多种实现监控道路流量的实施方式,且都可以低成本、高准确度地实现智能交通的流量监控。In the above technical solutions, on the basis of the above embodiments, a variety of implementations for monitoring road flow are added, and all of them can realize the flow monitoring of intelligent traffic with low cost and high accuracy.
下面为本发明装置实施例,本发明装置实施例用于执行本发明方法实施例一至二实现的方法,为了便于说明,仅示出了与本发明实施例相关的部分,具体技术细节未揭示的,请参照本发明实施例一和实施例二。The following is the embodiment of the device of the present invention, which is used to execute the method realized by the method embodiment 1 to 2 of the present invention. For the convenience of description, only the parts related to the embodiment of the present invention are shown, and the specific technical details are not disclosed. , please refer to Embodiment 1 and Embodiment 2 of the present invention.
图4是本发明实施例提供的一种监控道路流量设备的结构示意图,如图4所示,包括:获取单元31、第一选择单元32和监控单元33,其中:Fig. 4 is a schematic structural diagram of a device for monitoring road traffic provided by an embodiment of the present invention. As shown in Fig. 4, it includes: an acquisition unit 31, a first selection unit 32, and a monitoring unit 33, wherein:
获取单元31,用于获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;An acquisition unit 31, configured to acquire an active set cell of at least one target communication device, where the target communication device is a communication device located in the vehicle;
第一选择单元32,用于从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;The first selection unit 32 is configured to select a target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device on the road; Wherein, the cell set of the target positioning point is the positioning point with the highest coincidence degree with the active set cell of the target communication device;
监控单元33,用于根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。The monitoring unit 33 is configured to monitor the traffic of the road according to the position of the at least one target communication device on the road.
可选的,上述目标通信设备可以是移动通信设备,例如:手机、平板电脑、笔记本等。还可以是固定在车辆上的通信设备。Optionally, the above-mentioned target communication device may be a mobile communication device, such as a mobile phone, a tablet computer, a notebook, and the like. It can also be a communication device fixed on the vehicle.
可选的,上述道路可以是一个或者多个道路。Optionally, the above road may be one or more roads.
可选的,监控所述道路的流量可以包括:Optionally, monitoring the traffic of the road may include:
监控道路上车辆的数量和状态(例如:行驶的速度等)。Monitor the number and status of vehicles on the road (for example: driving speed, etc.).
可选的,本发明实施例可以应用于任一用于监控道路流量的设备。Optionally, the embodiments of the present invention can be applied to any device for monitoring road traffic.
上述技术方案中,获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;所述目标定位点为定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。通信设备和小区都是现有的,这样就不需要额外增加成本,且目前每个车辆内都会存在通信设备,这样就可以监控到每个车辆,从而可以低成本、高准确度地实现智能交通的流量监控。In the above technical solution, the active set cell of at least one target communication device is obtained, and the target communication device is a communication device located in the vehicle; the target anchor point of each target communication device is selected from the anchor points of the road, and The target positioning point is used as the position of the target communication device in the road; the target positioning point is the positioning point with the highest coincidence degree between the cell set of the positioning point and the active set cell of the target communication device; according to the The traffic of the road is monitored based on the position of the at least one target communication device in the road. Both the communication equipment and the community are existing, so there is no need to increase additional costs, and there are communication equipment in each vehicle at present, so that each vehicle can be monitored, so that intelligent transportation can be realized at low cost and with high accuracy traffic monitoring.
图5是本发明实施例提供的另一种监控道路流量设备的结构示意图,如图5所示,包括:第一计算单元41、第二计算单元42、确定单元43、获取单元44、第一选择单元45和监控单元46,其中:Fig. 5 is a schematic structural diagram of another road flow monitoring device provided by an embodiment of the present invention. As shown in Fig. 5, it includes: a first calculation unit 41, a second calculation unit 42, a determination unit 43, an acquisition unit 44, Selection unit 45 and monitoring unit 46, wherein:
第一计算单元41,用于计算所述道路上的投影点的坐标值,所述投影点指预先指定的基站到所述道路的最短线路中所述道路上的位置点。The first calculation unit 41 is configured to calculate coordinate values of a projection point on the road, where the projection point refers to a position point on the road in the shortest route from the pre-designated base station to the road.
可选的,上述预先指定的基站可以是通信系统中任一基站,且对基站的数量不作限定。Optionally, the aforementioned pre-specified base station may be any base station in the communication system, and the number of base stations is not limited.
可选的,第一计算单元41还可以用于计算预先指定的基站到所述道路的最短线路中所述道路上的位置点的坐标值,以及从所述预先指定的基站中选择出满足预设条件的基站到所述道路的最短线路中所述道路上的位置点作为所述道路的投影点;Optionally, the first calculation unit 41 may also be used to calculate the coordinate values of the position points on the road in the shortest route from the pre-designated base station to the road, and select the pre-designated base station that satisfies the predetermined Assume that the position point on the road in the shortest route from the conditional base station to the road is used as the projection point of the road;
其中,所述预先条件为基站到所述道路的最短距离大于或者等于该基站的最大辐射半径。Wherein, the precondition is that the shortest distance from the base station to the road is greater than or equal to the maximum radiation radius of the base station.
第二计算单元42,用于计算所述道路中每个路段的投影点的平均坐标值,并将所述平均坐标值的位置点作为该路段的定位点,所述平均坐标值为该路段的所有投影点的坐标值的平均值。The second calculation unit 42 is used to calculate the average coordinate value of the projected point of each road section in the road, and use the position point of the average coordinate value as the anchor point of the road section, and the average coordinate value is the location point of the road section The average of the coordinate values of all projected points.
确定单元43,用于将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合,所述投影点对应的小区是指离所述投影点距离最近的基站包含的且覆盖所述投影点的小区。The determination unit 43 is configured to use the set of cells corresponding to all projection points of each road section as the cell set of the road section positioning point, and the cell corresponding to the projection point refers to the base station that is closest to the projection point and covers The cell of the projected point.
获取单元44,用于获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备。The obtaining unit 44 is configured to obtain an active set cell of at least one target communication device, where the target communication device is a communication device located in the vehicle.
作为一种可选的实施方式,获取单元44还可以用于从无线网络日志中提取至少一个目标通信设备的激活集小区信息,以获取到所述至少一个目标通信设备的激活集小区。As an optional implementation manner, the obtaining unit 44 may also be configured to extract the active set cell information of at least one target communication device from the wireless network log, so as to obtain the active set cell of the at least one target communication device.
第一选择单元45,用于从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点。The first selection unit 45 is configured to select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device on the road; Wherein, the cell set of the target positioning point is the positioning point with the highest degree of coincidence with the cells in the active set of the target communication device.
监控单元46,用于根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。The monitoring unit 46 is configured to monitor the traffic of the road according to the position of the at least one target communication device on the road.
可选的,上述监控可以包括:Optionally, the above monitoring may include:
监控道路上的车辆的数量、监控道路上的车辆的行驶速度等道路状况。Monitor the number of vehicles on the road, monitor the speed of vehicles on the road and other road conditions.
作为一种可选的实施方式,获取单元44还可以用于获取每个所述目标通信设备的多个时间点的激活集小区;As an optional implementation manner, the acquiring unit 44 may also be configured to acquire active set cells at multiple time points of each target communication device;
第一选择单元45还可以用于从道路的定位点中选择出每个所述目标通信设备在每个所述时间点的目标定位点,并将所述目标定位点作为该时间点的该目标通信设备在所述道路中所处的位置;The first selection unit 45 can also be used to select the target positioning point of each target communication device at each of the time points from the positioning points of the road, and use the target positioning point as the target at the time point the location of the communication device in said road;
监控单元46还可以用于计算出所述至少一个目标通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,所述目标路段为两个所述目标定位点之间的路段;和/或,根据所述至少一个目标通信设备在所述道路中所处的位置,计算出所述道路中每个路段中车辆的数量。The monitoring unit 46 can also be used to calculate the moving speed of the at least one target communication device in the target section of the road, and use the moving speed as the speed of the vehicle in the target section, and the target section is two and/or, according to the position of the at least one target communication device in the road, calculate the number of vehicles in each road section of the road.
可选的,监控单元46还可以用于从所述至少一个目标通信设备中选择出目标定位点为所述道路中位置连续的定位点的第一通信设备;以及计算出所述第一通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度。Optionally, the monitoring unit 46 may also be used to select from the at least one target communication device a first communication device whose target positioning point is a continuous positioning point in the road; and calculate the first communication device The moving speed of the target road section in the road, and the moving speed is used as the speed of the vehicle in the target road section.
作为一种可选的实施方式,所述设备还可以包括:As an optional implementation manner, the device may also include:
第二选择单元(附图中未画出),用于选择出在预设周期内所述道路的每个定位点的定位通信设备,所述定位通信设备是指该定位点的小区集合与激活集小区重合度最高的通信设备;The second selection unit (not shown in the drawings) is used to select a positioning communication device for each positioning point of the road within a preset period, and the positioning communication device refers to the cell set and activation of the positioning point The communication equipment with the highest degree of cell overlap;
更新单元(附图中未画出),用于从每个定位点的定位通信设备的激活集小区中选择出该定位点的目标激活集小区,并将该目标激活集小区更新为该定位点的小区集合,所述目标激活集小区是指该定位点的定位通信设备的所有激活集小区中出现概率最高的激活集小区。An updating unit (not shown in the drawings), configured to select a target active set cell of the positioning point from the active set cells of the positioning communication device of each positioning point, and update the target active set cell to the positioning point The target active set cell refers to the active set cell with the highest occurrence probability among all the active set cells of the positioning communication device of the positioning point.
上述技术方案中,在上面实施例的基础上增加了多种实现监控道路流量的实施方式,且都可以低成本、高准确度地实现智能交通的流量监控。In the above technical solutions, on the basis of the above embodiments, a variety of implementations for monitoring road flow are added, and all of them can realize the flow monitoring of intelligent traffic with low cost and high accuracy.
图6是本发明实施例提供的另一种监控道路流量设备的结构示意图,如图6所示,包括:存储器51,以及与存储连接的处理器52,存储器51用于存储一组程序代码,处理器52用于调用存储器51存储的程序执行如下操作:Fig. 6 is a schematic structural diagram of another monitoring road flow device provided by an embodiment of the present invention, as shown in Fig. 6, including: a
获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;Acquiring an active set cell of at least one target communication device, where the target communication device is a communication device located in a vehicle;
从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;Select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device in the road; wherein, the target positioning point The positioning point with the highest coincidence degree between the cell set and the active set cell of the target communication device;
根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。Traffic on the road is monitored based on the location of the at least one target communication device on the road.
可选的,上述通信设备可以是移动通信设备,例如:手机、平板电脑、笔记本等。还可以是固定在车辆上的通信设备。Optionally, the foregoing communication device may be a mobile communication device, such as a mobile phone, a tablet computer, a notebook, and the like. It can also be a communication device fixed on the vehicle.
可选的,上述道路可以是一个或者多个道路。Optionally, the above road may be one or more roads.
可选的,监控所述道路的流量可以包括:Optionally, monitoring the traffic of the road may include:
监控道路上车辆的数量和状态(例如:行驶的速度等)。Monitor the number and status of vehicles on the road (for example: driving speed, etc.).
在另一个可选的实施例中,处理器52还可以用于执行如下操作:In another optional embodiment, the
计算所述道路上的投影点的坐标值,所述投影点指预先指定的基站到所述道路的最短线路中所述道路上的位置点;calculating coordinate values of a projection point on the road, where the projection point refers to a location point on the road in the shortest route from the pre-designated base station to the road;
计算所述道路中每个路段的投影点的平均坐标值,并将所述平均坐标值的位置点作为该路段的定位点,所述平均坐标值为该路段的所有投影点的坐标值的平均值;Calculate the average coordinate value of the projection point of each road segment in the road, and use the position point of the average coordinate value as the anchor point of the road segment, and the average coordinate value is the average of the coordinate values of all the projection points of the road segment value;
将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合,所述投影点对应的小区是指离所述投影点距离最近的基站包含的且覆盖所述投影点的小区;The set of cells corresponding to all projection points of each road section is used as the set of cells of the road section positioning point, and the cell corresponding to the projection point refers to the cell that is included in the base station closest to the projection point and covers the projection point ;
获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;Acquiring an active set cell of at least one target communication device, where the target communication device is a communication device located in a vehicle;
从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;其中,所述目标定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;Select the target positioning point of each target communication device from the positioning points of the road, and use the target positioning point as the position of the target communication device in the road; wherein, the target positioning point The positioning point with the highest coincidence degree between the cell set and the active set cell of the target communication device;
根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。Traffic on the road is monitored based on the location of the at least one target communication device on the road.
作为一种可选的实施方式,处理器52执行的计算所述道路上的投影点的坐标值的操作可以包括:As an optional implementation manner, the operation performed by the
计算预先指定的基站到所述道路的最短线路中所述道路上的位置点的坐标值;calculating the coordinate values of the position points on the road in the shortest route from the pre-designated base station to the road;
从所述预先指定的基站中选择出满足预设条件的基站到所述道路的最短线路中所述道路上的位置点作为所述道路的投影点;Selecting from the pre-designated base stations a position point on the road in the shortest route from the base station meeting the preset condition to the road as the projection point of the road;
其中,所述预先条件为基站到所述道路的最短距离大于或者等于该基站的最大辐射半径。Wherein, the precondition is that the shortest distance from the base station to the road is greater than or equal to the maximum radiation radius of the base station.
作为一种可选的实施方式,处理器52执行的获取至少一个目标通信设备的激活集小区的操作可以包括:As an optional implementation manner, the operation performed by the
从无线网络日志中提取至少一个目标通信设备的激活集小区信息,以获取到所述至少一个目标通信设备的激活集小区。Extracting the active set cell information of the at least one target communication device from the wireless network log to obtain the active set cell of the at least one target communication device.
作为一种可选的实施方式,处理器52执行的获取至少一个目标通信设备的激活集小区的操作可以包括:As an optional implementation manner, the operation performed by the
获取每个所述目标通信设备的多个时间点的激活集小区;Acquiring active set cells at multiple time points of each target communication device;
处理器52执行的从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置的操作可以包括:The operation performed by the
从道路的定位点中选择出每个所述目标通信设备在每个所述时间点的目标定位点,并将所述目标定位点作为该时间点的该目标通信设备在所述道路中所处的位置;Select the target positioning point of each target communication device at each of the time points from the positioning points of the road, and use the target positioning point as the target communication device at the time point in the road. s position;
处理器52执行的根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量的操作可以包括:The operation performed by the
计算出所述至少一个目标通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,所述目标路段为两个所述目标定位点之间的路段;和/或Calculate the moving speed of the target section of the at least one target communication device in the road, and use the moving speed as the speed of the vehicle in the target section, and the target section is between the two target positioning points and/or
根据所述至少一个目标通信设备在所述道路中所处的位置,计算出所述道路中每个路段中车辆的数量。The number of vehicles in each section of the road is calculated according to the position of the at least one target communication device on the road.
可选的,处理器52执行的计算出所述至少一个通信在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度,可以包括:Optionally, the calculation performed by the
从所述至少一个目标通信设备中选择出目标定位点为所述道路中位置连续的定位点的第一通信设备;Selecting from the at least one target communication device a first communication device whose target anchor point is a continuous anchor point in the road;
计算出所述第一通信设备在所述道路中的目标路段移动速度,并将所述移动速度作为所述目标路段中车辆行驶的速度。Calculate the moving speed of the first communication device on the target road section of the road, and use the moving speed as the speed of the vehicle in the target road section.
作为一种可选的实施方式,处理器52执行将每个路段的所有投影点对应的小区的集合作为该路段定位点的小区集合的操作之后,还可以用于执行如下操作:As an optional implementation manner, after the
选择出在预设周期内所述道路的每个定位点的定位通信设备,所述定位通信设备是指该定位点的小区集合与激活集小区重合度最高的通信设备;Select a positioning communication device for each positioning point of the road within a preset period, and the positioning communication device refers to the communication device with the highest degree of coincidence between the cell set of the positioning point and the active set cell;
从每个定位点的定位通信设备的激活集小区中选择出该定位点的目标激活集小区,并将该目标激活集小区更新为该定位点的小区集合,所述目标激活集小区是指该定位点的定位通信设备的所有激活集小区中出现概率最高的激活集小区。Select the target active set cell of the positioning point from the active set cells of the positioning communication equipment of each positioning point, and update the target active set cell to the cell set of the positioning point, and the target active set cell refers to the cell set of the positioning point The active set cell with the highest occurrence probability among all the active set cells of the positioning communication device of the positioning point.
上述技术方案中,获取至少一个目标通信设备的激活集小区,所述目标通信设备为位于车辆内的通信设备;从道路的定位点中选择出每个所述目标通信设备的目标定位点,并将所述目标定位点作为该目标通信设备在所述道路中所处的位置;所述目标定位点为定位点的小区集合与该目标通信设备的激活集小区重合度最高的定位点;根据所述至少一个目标通信设备在所述道路中所处的位置监控所述道路的流量。通信设备和小区都是现有的,这样就不需要额外增加成本,且目前每个车辆内都会存在通信设备,这样就可以监控到每个车辆,从而可以低成本、高准确度地实现智能交通的流量监控。In the above technical solution, the active set cell of at least one target communication device is obtained, and the target communication device is a communication device located in the vehicle; the target anchor point of each target communication device is selected from the anchor points of the road, and The target positioning point is used as the position of the target communication device in the road; the target positioning point is the positioning point with the highest coincidence degree between the cell set of the positioning point and the active set cell of the target communication device; according to the The traffic of the road is monitored based on the position of the at least one target communication device in the road. Both the communication equipment and the community are existing, so there is no need to increase additional costs, and there are communication equipment in each vehicle at present, so that each vehicle can be monitored, so that intelligent transportation can be realized at low cost and with high accuracy traffic monitoring.
本领域普通技术人员可以理解实现上述实施例方法中的全部或部分流程,是可以通过计算机程序来指令相关的硬件来完成,所述的程序可存储于一计算机可读取存储介质中,该程序在执行时,可包括如上述各方法的实施例的流程。其中,所述的存储介质可为磁碟、光盘、只读存储记忆体(Read-Only Memory,ROM)或随机存取存储器(RandomAccess Memory,简称RAM)等。Those of ordinary skill in the art can understand that all or part of the processes in the methods of the above embodiments can be implemented through computer programs to instruct related hardware, and the programs can be stored in a computer-readable storage medium. During execution, it may include the processes of the embodiments of the above-mentioned methods. Wherein, the storage medium may be a magnetic disk, an optical disk, a read-only memory (Read-Only Memory, ROM) or a random access memory (Random Access Memory, RAM for short).
以上所揭露的仅为本发明较佳实施例而已,当然不能以此来限定本发明之权利范围,因此依本发明权利要求所作的等同变化,仍属本发明所涵盖的范围。The above disclosures are only preferred embodiments of the present invention, and certainly cannot limit the scope of rights of the present invention. Therefore, equivalent changes made according to the claims of the present invention still fall within the scope of the present invention.
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Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2014139377A1 (en) * | 2013-03-14 | 2014-09-18 | 华为技术有限公司 | Method and device for monitoring road flow |
CN104837116A (en) * | 2015-05-11 | 2015-08-12 | 广州杰赛科技股份有限公司 | User travel data detection method and system |
CN111669784A (en) * | 2019-03-07 | 2020-09-15 | 成都鼎桥通信技术有限公司 | Method, device and storage medium for monitoring base station flow |
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---|---|---|---|---|
CN115802301B (en) * | 2021-09-09 | 2024-10-22 | 中移(上海)信息通信科技有限公司 | Road traffic flow statistics method, device and equipment |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2008190870A (en) * | 2007-01-31 | 2008-08-21 | Fujitsu Ltd | Speed detection program, position specifying program, in-vehicle device and portable terminal device |
CN101794516A (en) * | 2009-12-25 | 2010-08-04 | 北京工业大学 | Mobile phone information based section speed calculation method |
CN101820677A (en) * | 2010-04-14 | 2010-09-01 | 中兴通讯股份有限公司 | Method for positioning mobile terminal and mobile positioning center |
CN102081840A (en) * | 2009-12-01 | 2011-06-01 | 北京邮电大学 | Method for acquiring traffic information through mobile terminals |
CN102332210A (en) * | 2011-08-04 | 2012-01-25 | 东南大学 | Real-time urban road traffic flow data extraction method based on mobile phone positioning data |
WO2012159083A2 (en) * | 2011-05-18 | 2012-11-22 | Triangle Software Llc | System for providing traffic data and driving efficiency data |
Family Cites Families (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR100986372B1 (en) * | 2007-11-28 | 2010-10-08 | 현대자동차주식회사 | Traffic information collection terminal and traffic information generation method |
CN101840636A (en) * | 2010-06-01 | 2010-09-22 | 苏州位置科技有限公司 | Real-time traffic flow monitoring and early warning induction management system for highway and monitoring method |
CN102708676A (en) * | 2012-05-29 | 2012-10-03 | 中国联合网络通信集团有限公司 | Traffic information processing method, equipment and system |
CN103208189B (en) * | 2013-03-14 | 2015-10-07 | 华为技术有限公司 | A kind of monitoring vehicle flow method and apparatus |
-
2013
- 2013-03-14 CN CN201310081200.XA patent/CN103208189B/en active Active
-
2014
- 2014-03-07 WO PCT/CN2014/073082 patent/WO2014139377A1/en active Application Filing
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2008190870A (en) * | 2007-01-31 | 2008-08-21 | Fujitsu Ltd | Speed detection program, position specifying program, in-vehicle device and portable terminal device |
CN102081840A (en) * | 2009-12-01 | 2011-06-01 | 北京邮电大学 | Method for acquiring traffic information through mobile terminals |
CN101794516A (en) * | 2009-12-25 | 2010-08-04 | 北京工业大学 | Mobile phone information based section speed calculation method |
CN101820677A (en) * | 2010-04-14 | 2010-09-01 | 中兴通讯股份有限公司 | Method for positioning mobile terminal and mobile positioning center |
WO2012159083A2 (en) * | 2011-05-18 | 2012-11-22 | Triangle Software Llc | System for providing traffic data and driving efficiency data |
CN102332210A (en) * | 2011-08-04 | 2012-01-25 | 东南大学 | Real-time urban road traffic flow data extraction method based on mobile phone positioning data |
Non-Patent Citations (1)
Title |
---|
范秋明等: "基于手机基站定位数据的地图匹配研究", 《交通信息与安全》, vol. 29, no. 4, 20 August 2011 (2011-08-20), pages 52 - 56 * |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2014139377A1 (en) * | 2013-03-14 | 2014-09-18 | 华为技术有限公司 | Method and device for monitoring road flow |
CN104837116A (en) * | 2015-05-11 | 2015-08-12 | 广州杰赛科技股份有限公司 | User travel data detection method and system |
CN104837116B (en) * | 2015-05-11 | 2019-06-11 | 广州杰赛科技股份有限公司 | User travel data detection method and system |
CN111669784A (en) * | 2019-03-07 | 2020-09-15 | 成都鼎桥通信技术有限公司 | Method, device and storage medium for monitoring base station flow |
CN111669784B (en) * | 2019-03-07 | 2023-04-07 | 成都鼎桥通信技术有限公司 | Method, device and storage medium for monitoring base station flow |
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