CN102446413A - Method and device for acquiring path information based on mobile terminal switching information - Google Patents
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Abstract
Description
技术领域 technical field
本发明涉及信息技术领域,尤其是基于移动终端切换信息获取路径信息的技术。The invention relates to the field of information technology, in particular to the technology of acquiring route information based on mobile terminal switching information.
背景技术 Background technique
目前,移动FCD(Floating Car Data,流动车辆数据)技术受到越来越多的关注,为低成本实现交通状况评估的实现带来了可能性。通常,移动FCD技术包括:创建一个切换图形,从移动网络中提取数据,该数据通常为一个切换序列,将该切换序列与切换图形进行匹配,从而得到可能的路径,根据该路径可以最后完成地图的匹配和其他的交通应用。上述切换图形通常是通过预先的多次实际路测得到的,也即在一个路径上进行反复的测试,得到该路径上各种可能发生的切换,并将路径与切换进行关联。通过FCD技术可以实现对交通流量的监控,并且无需借助GPS(Global Positioning System,全球定位技术)数据,并且无需修改现有移动网络的基础设施,也不需要重新铺设基础设施,更无需对移动终端进行改动。At present, mobile FCD (Floating Car Data, mobile vehicle data) technology has received more and more attention, which has brought the possibility of low-cost realization of traffic condition assessment. Generally, the mobile FCD technique includes: creating a handover graph, extracting data from the mobile network, which is usually a handover sequence, matching the handover sequence with the handover graph to obtain a possible path, according to which the map can be finally completed Matching and other traffic applications. The handover graph above is usually obtained through multiple actual road tests in advance, that is, repeated tests are performed on a path to obtain various possible handovers on the path, and the paths are associated with the handovers. FCD technology can be used to monitor traffic flow without using GPS (Global Positioning System, global positioning technology) data, and without modifying the infrastructure of the existing mobile network, without re-laying infrastructure, and without requiring mobile terminals Make changes.
在移动FCD技术中,从移动网络中提取的连续切换信息例如包括源小区ID以及目标小区ID。例如,通过多次路测,切换1为cell(小区)1到cell2的切换,会发生在路段1、路段2和路段3上;切换2为cell2到cell4的切换,会发生在路段1和路段4上;切换3为cell3到cell6的切换,会发生在路段5、路段6和路段7上。依据上述数据,形成的切换图形如图1所示。In the mobile FCD technology, the continuous handover information extracted from the mobile network includes, for example, a source cell ID and a target cell ID. For example, through multiple drive tests, handover 1 is the handover from cell (cell) 1 to cell2, which will happen on road sections 1, 2, and 3; handover 2 is the handover from cell2 to cell4, which will happen on road sections 1 and 2. 4; switch 3 is the switch from cell3 to cell6, which will happen on road section 5, road section 6 and road section 7. According to the above data, the switching graph formed is shown in Figure 1.
但是当从移动网络中获取了一个切换序列后,该序列对应的路径会有很多种,如何准确的确定该切换序列对应的序列是FCD技术的难点与核心。如果无法准确确定切换序列对应的路径,交通信息的应用与估计会与实际情况产生很大差异,从而很难使FCD技术真正得到广泛应用。However, when a handover sequence is obtained from the mobile network, there are many paths corresponding to the sequence. How to accurately determine the sequence corresponding to the handover sequence is the difficulty and core of the FCD technology. If the path corresponding to the switching sequence cannot be accurately determined, the application and estimation of traffic information will be very different from the actual situation, so it is difficult to make the FCD technology widely used.
发明内容 Contents of the invention
考虑到现有技术的上述缺陷,本发明实施例提供一种基于移动终端切换信息获取路径信息的方法,以获知移动终端更为准确的移动路径。Considering the above-mentioned defects of the prior art, the embodiment of the present invention provides a method for acquiring path information based on the switching information of the mobile terminal, so as to obtain a more accurate moving path of the mobile terminal.
本发明实施例还提供了一种基于移动终端切换信息获取路径信息的装置。The embodiment of the present invention also provides a device for acquiring path information based on mobile terminal switching information.
本发明各实施例提供了以下技术方案以解决上述技术问题。Various embodiments of the present invention provide the following technical solutions to solve the above technical problems.
本发明实施例提供的一种基于移动终端切换信息获取路径信息的方法,所述方法包括:An embodiment of the present invention provides a method for obtaining path information based on handover information of a mobile terminal, the method comprising:
获取移动终端的切换信息,所述切换信息包括所述移动终端的至少一个切换序列,所述切换序列包括所述移动终端的至少两个切换;Acquiring handover information of the mobile terminal, the handover information including at least one handover sequence of the mobile terminal, the handover sequence including at least two handovers of the mobile terminal;
按照所述切换序列,确定切换图形,所述切换图形包括所述切换序列中的切换、能够发生所述切换的至少一个路段以及所述切换和所述路段的对应关系;According to the switching sequence, a switching graph is determined, and the switching graph includes a switching in the switching sequence, at least one road segment where the switching can occur, and a corresponding relationship between the switching and the road segment;
确定所述切换图形中节点的可信度,所述切换图形中的节点为所述至少一个路段或者所述切换序列中的切换;determining the reliability of a node in the switching graph, the node in the switching graph being the at least one road segment or a switching in the switching sequence;
根据所述切换图形中节点的可信度,寻找所述切换序列对应的可信度最高的路径,所述路径由所述路段中的至少一段构成;Finding the path with the highest reliability corresponding to the switching sequence according to the credibility of the nodes in the switching graph, the path consisting of at least one section of the road sections;
其中,切换图形中节点的可信度根据以下之一或其任意组合确定:Among them, the credibility of nodes in the switching graph is determined according to one of the following or any combination thereof:
所述切换的自身参数、所述路段的几何拓扑关系、所述路段的路况限制以及所述路段的交通流状况。The switch's own parameters, the geometric topological relationship of the road section, the road condition restriction of the road section, and the traffic flow condition of the road section.
本发明实施例提供的一种基于移动终端切换信息获取路径信息的装置,所述装置包括:An embodiment of the present invention provides a device for obtaining path information based on mobile terminal switching information, the device includes:
获取模块,用于获取移动终端的切换信息,所述切换信息包括所述移动终端的至少一个切换序列,所述切换序列包括所述移动终端的至少两个切换;An acquisition module, configured to acquire handover information of the mobile terminal, where the handover information includes at least one handover sequence of the mobile terminal, and the handover sequence includes at least two handovers of the mobile terminal;
图形模块,用于按照所述切换序列,确定切换图形,所述切换图形包括所述切换序列中的切换、能够发生所述切换的至少一个路段以及所述切换和所述路段的对应关系;A graphic module, configured to determine a switching graphic according to the switching sequence, the switching graphic includes a switching in the switching sequence, at least one road segment where the switching can occur, and a corresponding relationship between the switching and the road segment;
第一置信模块,用于根据置信参数确定所述切换图形中节点的可信度,所述切换图形重的节点为所述至少一个路段或者所述切换序列中的切换,所述置信参数包括以下之一或其任意组合:所述切换的自身参数、所述路段的几何拓扑关系、所述路段的路况限制以及所述路段的交通流状况;The first confidence module is used to determine the credibility of the nodes in the switching graph according to the confidence parameters, and the heavy nodes in the switching graph are the at least one road section or the switching in the switching sequence, and the confidence parameters include the following One of them or any combination thereof: the switch's own parameters, the geometric topological relationship of the road section, the road condition restrictions of the road section, and the traffic flow conditions of the road section;
计算模块,用于根据所述切换图形中节点的可信度,寻找所述切换序列对应的可信度最高的路径,所述路径由所述路段中的至少一段构成。A calculation module, configured to find a path with the highest reliability corresponding to the switching sequence according to the credibility of the nodes in the switching graph, the path consisting of at least one section of the road sections.
通过本发明各实施例提供的技术方案,可以根据移动终端的切换信息按照切换图形以及切换图形中节点的可信度,得到该切换信息对应的可能性较高的路径,从而可以使得交通应用可以对切换信息进行利用,得到准确的结果。Through the technical solution provided by each embodiment of the present invention, according to the handover information of the mobile terminal according to the handover graph and the reliability of the nodes in the handover graph, a path with a high probability corresponding to the handover information can be obtained, so that the traffic application can The switching information is utilized to obtain accurate results.
附图说明 Description of drawings
本发明实施例的其他特点、特征和优点通过以下结合附图的详细描述将变得更加显而易见,其中:Other characteristics, characteristics and advantages of the embodiments of the present invention will become more apparent through the following detailed description in conjunction with the accompanying drawings, wherein:
图1为本发明实施例提供的一种基于移动终端切换信息获取路径信息的方法的流程示意图;FIG. 1 is a schematic flowchart of a method for obtaining path information based on handover information of a mobile terminal provided by an embodiment of the present invention;
图2a为本发明实施例提供的一种切换图形的示意图;Fig. 2a is a schematic diagram of a switching pattern provided by an embodiment of the present invention;
图2b为本发明实施例提供的另一种切换图形的示意图;Fig. 2b is a schematic diagram of another switching pattern provided by an embodiment of the present invention;
图2c为本发明实施例提供的再一种切换图形的示意图;Fig. 2c is a schematic diagram of another switching pattern provided by an embodiment of the present invention;
图2d为本发明实施例提供的又一种切换图形的示意图;Fig. 2d is a schematic diagram of another switching pattern provided by an embodiment of the present invention;
图3为本发明实施例提供的一种基于移动终端切换信息获取路径信息的方法的流程示意图;FIG. 3 is a schematic flowchart of a method for acquiring path information based on handover information of a mobile terminal provided by an embodiment of the present invention;
图4a为本发明实施例提供的一种基于移动终端切换信息获取路径信息的装置的结构示意图;FIG. 4a is a schematic structural diagram of an apparatus for obtaining path information based on mobile terminal switching information provided by an embodiment of the present invention;
图4b为本发明实施例提供的另一种基于移动终端切换信息获取路径信息的装置的结构示意图;FIG. 4b is a schematic structural diagram of another device for obtaining path information based on mobile terminal switching information provided by an embodiment of the present invention;
图4c为本发明实施例提供的再一种基于移动终端切换信息获取路径信息的装置的结构示意图;FIG. 4c is a schematic structural diagram of another device for obtaining path information based on mobile terminal switching information provided by an embodiment of the present invention;
图4d为本发明实施例提供的又一种基于移动终端切换信息获取路径信息的装置的结构示意图;FIG. 4d is a schematic structural diagram of another device for obtaining path information based on mobile terminal switching information provided by an embodiment of the present invention;
图4e为本发明实施例提供的又再一种基于移动终端切换信息获取路径信息的装置的结构示意图;FIG. 4e is a schematic structural diagram of yet another device for obtaining path information based on mobile terminal switching information provided by an embodiment of the present invention;
图4f为本发明实施例提供的另再一种基于移动终端切换信息获取路径信息的装置的结构示意图。Fig. 4f is a schematic structural diagram of yet another apparatus for acquiring route information based on handover information of a mobile terminal provided by an embodiment of the present invention.
具体实施方式 Detailed ways
图1为本发明实施例提供的一种基于移动终端切换信息获取路径信息的方法。该方法包括:FIG. 1 is a method for acquiring path information based on handover information of a mobile terminal provided by an embodiment of the present invention. The method includes:
步骤101,获取移动终端的切换信息。
本实施例以及下述各实施例中,移动终端例如可以为移动主机、手机等,并不加以限制。并且该移动终端的接入网也不加以限制,例如可以为WLAN网络,GSM网络,UMTS网络或其他无线网络。In this embodiment and the following embodiments, the mobile terminal may be, for example, a mobile host, a mobile phone, etc., without limitation. And the access network of the mobile terminal is not limited, for example, it may be a WLAN network, a GSM network, a UMTS network or other wireless networks.
本实施例中,切换信息例如为同一移动终端的一系列切换构成的一个切换序列。其中,每个切换例如可以包括源小区ID,目标小区ID,切换发生的位置以及其他的信息。也即,切换信息至少包括两个切换。In this embodiment, the handover information is, for example, a handover sequence formed by a series of handovers of the same mobile terminal. Wherein, each handover may include, for example, a source cell ID, a target cell ID, a location where the handover occurs, and other information. That is, the handover information includes at least two handovers.
步骤102,按照切换序列,确定切换图形。
本实施例中,切换图形包括该切换序列中的切换、能够发生该切换的至少一段路径以及这些切换和路径的对应关系。切换图形例如为图2a、2b中所示的图形。本实施例中,切换图形还可以表示为表格的形式,具体可以参见表1。In this embodiment, the switching graph includes the switching in the switching sequence, at least a section of path where the switching can occur, and the correspondence between these switching and the path. The switching graphics are, for example, the graphics shown in Fig. 2a, 2b. In this embodiment, the switching graph may also be expressed in the form of a table, for details, refer to Table 1.
表1切换图形Table 1 Switch Graphics
步骤103,确定切换图形中节点的可信度。
从图2a、2b中可以看出,切换图形的节点可以为切换也可以为路段。在本实施例中,例如可以根据切换的自身参数、路段的几何拓扑关系、路段的路况限制以及路段的交通流状况中的一种或者任意组合来确定节点的可信度。It can be seen from Figures 2a and 2b that the nodes of the switching graph can be switching or road sections. In this embodiment, for example, the reliability of a node may be determined according to one or any combination of the switch's own parameters, the geometric topological relationship of the road segment, the road condition restriction of the road segment, and the traffic flow condition of the road segment.
其中切换的自身参数例如包括以下之一或其任意组合:切换发生的频率、切换发生位置的最大误差和切换发生位置的均方差。根据切换自身的参数确定节点可信度的方式用以下三种方式为例进行说明。The parameters of the handover itself include, for example, one of the following or any combination thereof: frequency of handover occurrence, maximum error of handover occurrence position, and mean square error of handover occurrence position. The manner of determining the credibility of a node according to the parameters of the handover itself is illustrated by taking the following three manners as examples.
方式一,发生概率越大的切换越可信,也即切换发生的概率越大,该切换对应的节点的可信度越高。例如,根据之前的路测数据,在同一路段上反复行驶10次,这10次中切换1发生了7次,切换2发生了3次,则切换1的可信度高于切换2的可信度。为了计算方便,切换1的可信度例如为0.7,切换2的可信度例如为0.3。Mode 1, a handover with a higher probability of occurrence is more credible, that is, the greater the probability of handover, the higher the credibility of the node corresponding to the handover. For example, according to the previous road test data, driving on the same road section repeatedly 10 times, in these 10 times, switching 1 occurred 7 times, and switching 2 occurred 3 times, then the reliability of switching 1 is higher than that of switching 2 Spend. For the convenience of calculation, the reliability of switching 1 is, for example, 0.7, and the reliability of switching 2 is, for example, 0.3.
方式二,切换发生位置的最大误差越小的切换越可信。也即,各切换的切换位置与理论切换位置的最大误差越小,该切换对应的节点的可信度越高。Mode 2, the smaller the maximum error of the handover position, the more reliable the handover is. That is, the smaller the maximum error between the switching position of each switching and the theoretical switching position, the higher the reliability of the node corresponding to the switching.
方式三,切换发生位置的均方差越小的切换越可信。也即,各切换的切换位置与理论切换位置的均方差越小,该切换对应的节点的可信度越高。Mode 3, the smaller the mean square error of the handover location is, the more reliable the handover is. That is, the smaller the mean square difference between the switch position of each switch and the theoretical switch position is, the higher the reliability of the node corresponding to the switch is.
上述三种方式可以单独的或者任意结合的确定节点的可信度。上述三种方式在具体实施时,例如可以将发生概率、最大误差、均方差等作为函数的参数计算节点的可信度。The above three methods can be used alone or in any combination to determine the credibility of a node. In the specific implementation of the above three methods, for example, the reliability of the nodes can be calculated by using the probability of occurrence, the maximum error, the mean square error, etc. as parameters of the function.
本实施例中,路段的几何拓扑关系例如包括以下之一或其任意组合:切换序列中前后相邻的切换对应的路段之间的夹角;切换序列中前后相邻的切换对应的路段之间的连接关系;切换序列中前后相邻的切换对应的路段之间的距离。其中,切换序列中前后相邻的切换对应的路段之间的连接关系例如为以下之一:前后相邻的切换对应的路段为同一路段;前后相邻的切换对应的路段之间首尾相连;前后相邻的切换对应的路段之间由一条路段连接;前后相邻的切换对应的路段之间由复数条路段连接。In this embodiment, the geometric topological relationship of the road section includes, for example, one of the following or any combination thereof: the angle between the road sections corresponding to the adjacent switching in the switching sequence; the angle between the road sections corresponding to the adjacent switching in the switching sequence. The connection relationship; the distance between the road sections corresponding to the adjacent handovers in the handover sequence. Wherein, the connection relationship between the road sections corresponding to the adjacent switching in the switching sequence is, for example, one of the following: the road sections corresponding to the adjacent switching are the same road section; the road sections corresponding to the adjacent switching are connected end to end; Road sections corresponding to adjacent handovers are connected by one road section; road sections corresponding to adjacent handoffs are connected by a plurality of road sections.
在本实施例中,例如可以采用以下方式确定节点的可信度。In this embodiment, for example, the following manner may be used to determine the credibility of a node.
方式一,前后相邻的两个切换所在的路段形成的角度约接近180°越可信,也即,前后相邻的切换对应的路段之间的夹角越接近180°,该路段对应的节点的可信度越高。这是由于,通常在正常的驾驶行为中,反方向驾驶的可能性很低。或者方式一还可以表述为,前后相邻的两个切换对应的路段形成的角度越大,该路段对应的节点的可信度越高。Method 1, the more credible the angle formed by the road sections where the two adjacent handovers are located is close to 180°, that is, the closer the angle between the road sections corresponding to the adjacent handovers is closer to 180°, the node corresponding to the road section The higher the credibility. This is because, generally in normal driving behavior, the possibility of driving in the opposite direction is low. Or the first way can also be expressed as, the greater the angle formed by the road sections corresponding to the two adjacent handovers, the higher the reliability of the node corresponding to the road section.
方式二,前后相邻的两个切换所在的路段之间的连接路段数量越少,该路段对应的节点的可信度越高。具体例如,前后两个切换在同一路段上,也即前后相邻的两个切换对应的路段为同一路段,则该路段对应的节点的可信度最高;前后两个切换对应的路段为首尾相连的路段,则这两个路段对应的节点的可信度次之;前后两个切换对应的路段中间由一个路段连接,则这两个路段对应的节点的可信度再次之;前后两个切换所在的路段中间由更多的路段连接,则这两个路段对应的节点的可信度依次降低。Method 2, the less the number of connected road sections between the two adjacent handover sections, the higher the reliability of the node corresponding to the road section. Specifically, for example, if the two handovers before and after are on the same road section, that is, the road sections corresponding to the two adjacent handovers are the same road section, then the node corresponding to the road section has the highest reliability; the road sections corresponding to the two handovers before and after are connected end to end , then the reliability of the nodes corresponding to these two road sections is next; if the road sections corresponding to two handovers are connected by a road section in the middle, then the credibility of the nodes corresponding to these two road sections is second; the two handovers before and after If there are more road sections connected in the middle of the road section, the reliability of the nodes corresponding to these two road sections will decrease in turn.
方式三,前后相邻的两个切换对应的路段之间相隔的距离越短,该切换对应的节点的可信度越高。Mode 3, the shorter the distance between the road sections corresponding to two adjacent handovers, the higher the reliability of the node corresponding to the handover.
上述三种方式可以单独的或者任意结合的确定节点的可信度。上述三种方式在具体实施时,例如可以将路段的夹角、相隔路段的数量以及相隔距离之间的一个或者任意结合作为函数的参数计算节点的可信度。The above three methods can be used alone or in any combination to determine the credibility of a node. In the specific implementation of the above three methods, for example, one or any combination of the included angle of road sections, the number of separated road sections, and the distance between them can be used as a parameter of the function to calculate the reliability of the node.
本实施例中,不仅可以为切换图形的节点设置可信度,还可以为切换图形中节点之间的连接设置可信度。In this embodiment, not only the credibility can be set for the nodes in the switching graph, but also the credibility can be set for the connections between the nodes in the switching graph.
例如,根据切换序列,可以形成如图2c所示的切换图形,该切换图形中,以路段作为节点,同一切换对应的路段之间没有连接关系,前后相邻的切换中,前一切换对应的路段与后一切换对应的路段之间均存在连接关系。For example, according to the switching sequence, a switching graph as shown in Figure 2c can be formed. In this switching graph, road sections are used as nodes, and there is no connection relationship between the road sections corresponding to the same switching. There is a connection relationship between the road segment and the road segment corresponding to the subsequent handover.
对于图2c所示的切换图形,上述三种根据路段的几何拓扑关系确定节点可信度的方式可以用于确定节点之间连接的可信度。For the switching graph shown in Fig. 2c, the above three ways of determining the reliability of nodes according to the geometric topological relationship of road sections can be used to determine the reliability of connections between nodes.
例如,对于一个连接,两端的路段夹角越接近180°,该连接的可信度越高;和/或两端的路段之间的连接路段数量越少,该连接的可信度越高;和/或两端的路段之间的距离越近,该连接的可信度越高。For example, for a connection, the closer the angle between the road segments at both ends is to 180°, the higher the reliability of the connection; and/or the fewer the number of connected road segments between the road segments at both ends, the higher the reliability of the connection; and /or the closer the distance between road segments at both ends, the higher the reliability of the connection.
同样的,在具体实施时,在确定节点之间连接的可信度时,可以用函数进行计算。Similarly, in specific implementation, when determining the credibility of the connection between nodes, a function can be used for calculation.
本实施例中,例如还可以根据路段的路况限制确定节点和/或节点之间连接的可信度。路况限制可以包括路段的行驶速度和/或该路段的行驶速度限制等。In this embodiment, for example, the credibility of nodes and/or connections between nodes may also be determined according to road conditions of road sections. The road condition restriction may include the driving speed of the road segment and/or the driving speed limit of the road segment and the like.
例如,对于对于行驶速度过快的路段或者行驶速度过慢的路段,该路段对应的节点或者连接的可信度降低。特别是,对于行驶速度超过了路段限速的路段,该路段对应的节点或者连接的可信度大幅度降低。其中,路段的行驶速度例如可以使用路段的长度除以该路段前后切换之间的时间差计算得到。For example, for a road segment with too fast driving speed or a road segment with too slow driving speed, the reliability of the node or connection corresponding to the road segment is reduced. In particular, for a road segment whose driving speed exceeds the speed limit of the road segment, the reliability of the node or connection corresponding to the road segment is greatly reduced. Wherein, the traveling speed of the road segment can be calculated by dividing the length of the road segment by the time difference between switching before and after the road segment, for example.
本实施例中,路段的路况限制不仅可以用于确定节点和/或节点之间连接的可信度,还可以用于排除路径,以提高寻找可信度最高路径的速度和效率。例如,对于行驶速度超过了路段限速的路段可以排除,不再考虑。In this embodiment, the road condition restriction of the road section can not only be used to determine the reliability of nodes and/or connections between nodes, but also can be used to exclude paths, so as to improve the speed and efficiency of finding the path with the highest reliability. For example, road sections whose driving speed exceeds the speed limit of the road section can be excluded and no longer considered.
本实施例中,例如还可以根据路段的交通流状况确定节点和/或节点之间连接的可信度。交通流状况例如包括前后相邻路段的行驶速度。In this embodiment, for example, the credibility of nodes and/or connections between nodes may also be determined according to the traffic flow conditions of road sections. The traffic flow conditions include, for example, the driving speeds of the front and rear adjacent road sections.
例如,对于一个路段,若该路段与其前一路段和/或后一路段的行驶速度差别过大,则该路段对应的节点和/或节点之间的连接的可信度降低。或者,还可以结合交通监控信息,若交通监控信息显示某一路段行驶畅通,则若计算得到的行驶速度明显低于畅通行驶的速度,则该路段对应的节点和/或节点之间的连接的可信度降低;若交通监控信息显示某一路段拥堵,则若计算得到的行驶速度明显高于拥堵行驶的速度,则该路段对应的节点和/或节点之间的连接的可信度降低。For example, for a road segment, if the speed difference between the road segment and its previous and/or subsequent road segment is too large, the reliability of the node corresponding to the road segment and/or the connection between the nodes will be reduced. Or, it can also be combined with traffic monitoring information. If the traffic monitoring information shows that a certain road section is unimpeded, if the calculated driving speed is obviously lower than the speed of unimpeded driving, then the node corresponding to the road section and/or the connection between nodes Reliability decreases; if the traffic monitoring information shows that a certain road section is congested, if the calculated driving speed is significantly higher than the congestion driving speed, then the reliability of the node corresponding to the road section and/or the connection between nodes is reduced.
本领域技术人员可以根据上述示例得到其他的确定节点、节点之间连接的可信度的方式。Those skilled in the art can obtain other manners of determining the credibility of nodes and connections between nodes according to the above examples.
上述各种方式可以单独的或者任意结合的确定节点和/或节点之间连接的可信度。在具体实施时,不但可以将上述各种值作为参数利用函数进行计算,还可以是按照上述方式直接设定节点和/或节点之间连接的可信度。以下以根据路段的几何拓扑关系确定节点之间连接的可信度为例进行详细说明。若连接两端的路段为同一路段,则将该连接的可信度设置为1;若连接两端的路段首尾相连,则将该连接的可信度设置为0.8;若连接两端的路段中间由一个路段连接,则该连接的可信度设置为0.6;若连接两端的路段中间由两个路段连接,则该连接的可信度设置为0.4;若连接两端的路段中间由更多个路段连接,则该连接的可信度设置为0.2。The above various manners can be used alone or in any combination to determine the credibility of nodes and/or connections between nodes. In actual implementation, not only can the above-mentioned various values be calculated as parameters utilizing functions, but also the credibility of nodes and/or connections between nodes can be directly set according to the above-mentioned manner. The following takes the determination of the reliability of the connection between nodes according to the geometric topological relationship of the road section as an example to describe in detail. If the road sections connecting the two ends are the same road section, set the reliability of the connection to 1; if the road sections connecting the two ends are connected end to end, set the reliability of the connection to 0.8; is connected, the reliability of the connection is set to 0.6; if the middle of the road section connecting the two ends is connected by two road sections, the reliability of the connection is set to 0.4; if the middle of the road section connecting the two ends is connected by more road sections, then The confidence level for this connection is set to 0.2.
步骤104,根据切换图形中节点的可信度,寻找切换序列对应的可信度最高的路径。
本实施例中,若步骤103中还确定了节点之间连接的可信度,则步骤104中还包括根据节点之间连接的可信度寻找切换序列对应的可信度最高的路径。In this embodiment, if the reliability of the connection between nodes is also determined in
本实施例中,可信度最高的路径由至少一个路段构成,这些路段可能是可信度最高的,也可能不是可信度最高而是累积达到可信度最高。In this embodiment, the path with the highest reliability is composed of at least one road segment, and these road segments may have the highest reliability, or may not be the highest reliability but cumulatively reach the highest reliability.
在步骤104中,例如可以采用广度优先的分支限界(branch and bound)方法对切换图形进行遍历,从而获得该切换序列对应的可信度最高的路径。采用广度优先的分支限界算法时,例如可以在选择要扩展的节点时总是选择一个最大可能性的节点,从而能够尽可能早的进入最有可能为最优解的分支;还可以在扩展节点的过程中舍弃导致不可行的分支或导致非最优解的子节点。因此,可以加速搜索过程,提高处理效率。In
在步骤104中,例如还可以采用深度优先的分支回溯方法对切换图形进行遍历从而获得可信度最高的路径,该方法通过将比某种可行性解小的节点淘汰,也即不再计算该节点,可以进一步的提高处理速度。In
在步骤104中,例如还可以采用动态规划法寻找切换序列对应的可信度最高的路径。动态规划法的具体内容可以参见http://en.wikipedia.org/wiki/Dynamic_programming。由于动态规划法的计算复杂度低,效率高,且空间消耗不大,因此可以作为一个比较优选的方案。本实施例以及下述各实施例例如采用动态规划法进行举例说明。In
本领域技术人员根据上述示例,还可以得到应用其他方法寻找切换序列对应的可信度最高的路径的方法。Those skilled in the art can also obtain a method of applying other methods to find the path with the highest reliability corresponding to the handover sequence according to the above examples.
通过本发明实施例提供的基于移动终端切换信息获取路径信息的方法,可以利用移动终端的切换信息,确定该移动终端的行驶路径,进一步的,还可以根据该行驶路径进行其他交通信息应用,例如判断城市道路的交通状况。由于移动终端的切换信息可以从现有网络中获得,无需建设新的基础设施,也无需对移动终端进行改造,因此应用成本低,容易推广。并且,根据上述实施例中的技术方案,可以更为准确的确定移动终端的行驶路径,避免了行驶路径确定偏差导致的后续应用错误,使得移动终端的切换信息能够被广泛应用在交通领域。同时,本实施例提供的技术方案在保证准确性的同时,还能够提高处理速度,提高效率。Through the method for obtaining route information based on the switching information of the mobile terminal provided by the embodiment of the present invention, the switching information of the mobile terminal can be used to determine the driving route of the mobile terminal, and further, other traffic information applications can also be performed according to the driving route, for example Judge the traffic conditions of urban roads. Since the handover information of the mobile terminal can be obtained from the existing network, there is no need to build new infrastructure or modify the mobile terminal, so the application cost is low and easy to promote. Moreover, according to the technical solutions in the above embodiments, the driving route of the mobile terminal can be determined more accurately, and subsequent application errors caused by deviations in determining the driving route can be avoided, so that the switching information of the mobile terminal can be widely used in the transportation field. At the same time, the technical solution provided by this embodiment can improve processing speed and efficiency while ensuring accuracy.
下面结合图3对本发明实施例提供的基于移动终端切换信息获取路径的方法进行详细说明。The method for switching the information acquisition path based on the mobile terminal provided by the embodiment of the present invention will be described in detail below with reference to FIG. 3 .
步骤301,获取移动终端的切换信息。
该切换信息中包括切换序列1,切换序列1中包含切换1、切换2、切换3以及切换4。其中,以切换1为例,包括了目标小区ID、源小区ID、切换发生的位置。The switching information includes switching sequence 1, and switching sequence 1 includes switching 1, switching 2, switching 3 and switching 4. Wherein, taking handover 1 as an example, it includes the ID of the target cell, the ID of the source cell, and the location where the handover occurs.
步骤302,按照切换序列,确定切换图形。Step 302: Determine the switching pattern according to the switching sequence.
根据以往的路测数据可以知道,切换1可能发生在路段1、路段2或者路段3上;切换2可能发生在路段1、路段4上;切换3可能发生在路段5、路段6和路段7上;切换4可能发生在路段8和路段9上。由此,可以形成如图2c所示的切换图形。According to the previous drive test data, it can be known that handover 1 may occur on road section 1, road section 2 or road section 3; handoff 2 may occur on road section 1 and road section 4; ;Switch 4 may occur on segment 8 and segment 9. Thus, a switching pattern as shown in FIG. 2c can be formed.
步骤303,确定切换图形中节点和节点之间连接的可信度。
参照图1所示实施例,确定切换图形中节点和节点之间连接的可信度。如图2d所示,按照图2c所示的切换图形将节点和节点之间连接的可信度标注在切换图形中。Referring to the embodiment shown in FIG. 1, the credibility of nodes and connections between nodes in the switching graph is determined. As shown in Figure 2d, according to the switching graph shown in Figure 2c, the reliability of the nodes and the connections between nodes is marked in the switching graph.
步骤304,根据切换图形中节点和节点之间连接的可信度,按照切换序列的顺序,计算从起点到每个节点最优路径的可信度。计算得到的结果如表2所示。
表2累积可信度表Table 2 cumulative reliability table
本实施例中,例如可以保存上述计算结果。In this embodiment, for example, the above calculation results may be saved.
步骤305,记录每个节点在最优路径上的相邻的前一个节点。以下为描述方便,将这前一个节点称为最优前邻节点。记录结果如表3所示。
表3 最优前邻节点表Table 3 Optimal previous neighbor node table
步骤306,记录与最优前邻节点的连接方式。记录结果如表4所示。
表4 与最优前邻节点的连接表Table 4 Connection table with the optimal previous neighbor node
步骤307,根据最优前邻节点反推最优路径。
首先根据最优前邻节点反推得到最优路径为切换1对应的第一段路段、切换2对应的第一段路段、切换3对应的第2段路段、切换4对应的第2段路段。再根据连接表得到最终的路径。Firstly, according to the reverse deduction of the optimal previous neighbor node, the optimal path is obtained as the first segment corresponding to switch 1, the first segment corresponding to switch 2, the second segment corresponding to switch 3, and the second segment corresponding to switch 4. Then get the final path according to the connection table.
根据本实施例提供的方法,可以在较短的时间内,占用较少的存储空间,更为准确的确定切换序列对应的路径,从而能够将移动终端的切换信息应用到交通应用中,不用新建基础设备,或者改变移动终端,能够降低成本。According to the method provided in this embodiment, the path corresponding to the handover sequence can be determined more accurately in a short period of time, occupying less storage space, so that the handover information of the mobile terminal can be applied to the traffic application without creating a new Basic equipment, or changes to mobile terminals, can reduce costs.
上述各实施例之间可以相互参照,且各个实施例所公开的方法的各个步骤,可以采用软件、硬件或者软硬件相结合的方式来实现。The above-mentioned embodiments may refer to each other, and each step of the method disclosed in each embodiment may be implemented by software, hardware, or a combination of software and hardware.
本发明实施例还提供了一种基于移动终端切换信息获取路径信息的装置。该装置例如可以为一单独的设备,或者可以集成在通信网络的设备中,或者智能交通设备中。The embodiment of the present invention also provides a device for acquiring path information based on mobile terminal switching information. The device may be, for example, a separate device, or may be integrated into a communication network device or an intelligent transportation device.
如图4a所示,该装置包括:获取模块401,用于获取移动终端的切换信息。该切换信息例如可以参见如图1所示的实施例;图形模块402,用于按照该切换序列确定切换图形,该切换图形包括切换序列中的切换、能够发生该切换的至少一个路段以及该切换和路段的对应关系,切换图形的节点为切换或者路段;第一置信模块403,用于根据置信参数确定切换图形中节点的可信度;计算模块404,用于根据切换图形中节点的可信度,寻找切换序列对应的可信度最高的路径,该路径由上述路段中的至少一段构成。本实施例中,置信参数例如包括以下之一或其任意组合:切换的自身参数、路段的几何拓扑关系、路段的路况限制以及路段的交通流限制。As shown in Fig. 4a, the apparatus includes: an acquiring
本实施例提供的装置例如可以用于执行上述方法实施例中提供的方法。并且通过本实施例提供的装置,可以依靠移动终端设备的切换信息准确获得该移动终端的移动路径,从而用于各种交通应用。并且该设备在确定移动终端的路径时,更为快捷、占用存储空间少,也更为准确,能够满足智能交通系统的需要。The apparatus provided in this embodiment may be used, for example, to execute the method provided in the foregoing method embodiment. And through the apparatus provided in this embodiment, the moving path of the mobile terminal can be accurately obtained by relying on the handover information of the mobile terminal device, so as to be used in various traffic applications. Moreover, when the device determines the path of the mobile terminal, it is faster, occupies less storage space, and is more accurate, which can meet the needs of the intelligent transportation system.
如图4b、4c和4d所示,本实施例中,计算模块404例如还可以包括以下之一:第一计算子模块4041,用于根据切换图形中节点的可信度,对切换图形采用广度优先的分支限界方法进行遍历,获得切换序列对应的可信度最高的路径;第二计算子模块4042,用于根据切换图形中节点的可信度,对切换图形采用深度优先的分支回溯算法进行遍历,获得切换序列对应的可信度最高的路径;第三计算子模块4043,用于根据切换图形中节点的可信度,对切换图形采用动态规划方法进行处理,获取切换序列对应的可信度最高的路径。上述计算模块404以及各子模块的具体实现可以参照图1所示实施例。As shown in Figures 4b, 4c and 4d, in this embodiment, the
如图4e所示,本实施例中,该装置还可以包括第二置信模块405,用于确定切换图形中节点之间的连接的可信度。其中该切换图形的节点为路段、在切换图形中同一切换对应的路段之间没有连接,前后相邻的切换中前一切换对应的路段与后一切换对应的路段之间均有连接。第二置信模块405例如可以根据以下之一或其任意组合确定连接的可信度:连接两端的路段的几何拓扑关系,连接两端的路段的路况限制和连接两端的路段的交通流状况。计算模块404例如还可以用于根据连接的可信度以及节点的可信度,寻找切换序列对应的可信度最高的路径。相应的,计算模块404包括的各子模块也可以用于根据节点和连接的可信度,进行遍历或者处理。As shown in FIG. 4e, in this embodiment, the apparatus may further include a
如图4f所示,本实施例中,第一置信模块403例如可以包括以下之一或其任意组合:第一置信子模块4031,用于根据切换序列中切换发生的概率确定切换对应的节点和/或连接的可信度,具体为切换发生的概率越高,切换对应的节点和/或连接的可信度越高;第二置信子模块4032,用于根据切换序列中切换发生位置确定切换对应的节点和/或连接的可信度,具体为切换发生位置的最大误差越小,该切换对应的节点和/或连接的可信度越高,和/或,切换发生位置的均方差越小,该切换对应的节点的可信度越高;第三置信子模块4033,用于根据切换序列中前后相邻的切换对应的路段之间的夹角,确定该路段对应的节点和/或连接的可信度,具体的为该夹角越接近180°,该路段对应的节点的可信度越高,也即该夹角越大,该路段对应的节点的可信度越高;第四置信子模块4034,用于根据切换序列中前后相邻的切换对应的路段之间连接路段数量确定该路段对应的节点和/或连接的可信度,具体的为连接路段数量越少,该路段对应的节点和/或连接的可信度越高;第五置信子模块4035,用于根据切换序列中前后相邻的切换对应的路段之间的距离,确定路段对应的节点和/或连接的可信度,具体的为距离越近,该路段对应的节点和/或连接的可信度越高;第六置信子模块4036,用于根据路段的行驶速度和/或路段行驶速度限制,确定该路段对应的节点和/或连接的可信度,具体的实现可以参照图1所示实施例;第七置信子模块4037,用于根据路段前后相邻路段的行驶速度,确定该路段对应的节点和/或连接的可信度,具体的实现可以参照图1所示实施例。本实施例中,上述置信子模块也可以分别设置于第一置信模块403和第二置信模块405中,也即用于确定节点可信度的子模块设置在第一置信模块403中,用于确定节点之间连接的可信度的子模块设置在第二置信模块405中。As shown in Figure 4f, in this embodiment, the first confidence module 403 may include, for example, one of the following or any combination thereof: a first confidence submodule 4031, configured to determine the node corresponding to the handover and /or the reliability of the connection, specifically, the higher the probability of handover, the higher the reliability of the node and/or connection corresponding to the handover; the second confidence sub-module 4032 is used to determine the handover according to the position where the handover occurs in the handover sequence The reliability of the corresponding node and/or connection, specifically, the smaller the maximum error of the handover location, the higher the reliability of the node and/or connection corresponding to the handover, and/or, the smaller the mean square error of the handover location Smaller, the higher the reliability of the node corresponding to the handover; the third confidence sub-module 4033 is used to determine the node corresponding to the road section and/or The credibility of the connection, specifically, the closer the angle is to 180°, the higher the reliability of the node corresponding to the section, that is, the larger the angle, the higher the reliability of the node corresponding to the section; The four-confidence sub-module 4034 is used to determine the reliability of the node and/or connection corresponding to the road segment according to the number of connected road segments corresponding to the adjacent handovers in the handover sequence. Specifically, the less the number of connected road segments, the The higher the reliability of the node and/or connection corresponding to the road section; the fifth confidence sub-module 4035 is used to determine the node and/or connection corresponding to the road section according to the distance between the road sections corresponding to the adjacent switching in the handover sequence The credibility of the distance, specifically the closer the distance, the higher the reliability of the node and/or connection corresponding to the road section; the sixth confidence sub-module 4036 is used to limit the driving speed of the road section and/or the road section, Determine the reliability of the nodes and/or connections corresponding to the road section. For specific implementation, refer to the embodiment shown in Figure 1; the seventh confidence sub-module 4037 is used to determine the corresponding road section according to the driving speed of the adjacent road sections before and after the road section. The trustworthiness of the nodes and/or connections, the specific implementation can refer to the embodiment shown in FIG. 1 . In this embodiment, the above-mentioned confidence sub-modules can also be respectively set in the
本实施例提供的装置能够将移动终端的切换信息应用到智能交通系统中,并且成本较低,处理速度较快。The device provided in this embodiment can apply the switching information of the mobile terminal to the intelligent transportation system, and has low cost and fast processing speed.
本领域技术人员应当理解,本发明的各个实施例可以在没有偏离发明实质的情况下做出各种变型和改变,这些变型和改变都在本发明的保护范围之内。因此,本发明的保护范围由所附的权利要求书来定义。Those skilled in the art should understand that various modifications and changes can be made in each embodiment of the present invention without departing from the essence of the invention, and these modifications and changes are all within the protection scope of the present invention. Accordingly, the protection scope of the present invention is defined by the appended claims.
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