WO2012000344A1 - Method, equipment and device for improving accuracy of traffic information - Google Patents

Method, equipment and device for improving accuracy of traffic information Download PDF

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Publication number
WO2012000344A1
WO2012000344A1 PCT/CN2011/073622 CN2011073622W WO2012000344A1 WO 2012000344 A1 WO2012000344 A1 WO 2012000344A1 CN 2011073622 W CN2011073622 W CN 2011073622W WO 2012000344 A1 WO2012000344 A1 WO 2012000344A1
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Prior art keywords
link
traffic information
area
tested
parameter
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PCT/CN2011/073622
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French (fr)
Chinese (zh)
Inventor
殷庆丹
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北京世纪高通科技有限公司
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Publication of WO2012000344A1 publication Critical patent/WO2012000344A1/en

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Classifications

    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0108Measuring and analyzing of parameters relative to traffic conditions based on the source of data
    • G08G1/0112Measuring and analyzing of parameters relative to traffic conditions based on the source of data from the vehicle, e.g. floating car data [FCD]
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0125Traffic data processing
    • G08G1/0133Traffic data processing for classifying traffic situation

Definitions

  • the invention relates to traffic information processing technology, in particular to a method, device and device for improving the accuracy of traffic information.
  • the collection of traffic information is an important prerequisite for the realization of intelligent transportation.
  • the traditional input and maintenance costs required by the means of collecting traffic information are very large, and the floating car data (FCD) technology is a new type of traffic.
  • FCD floating car data
  • Information detection technology is an effective solution to achieve high-cost dynamic traffic information in a large-scale city.
  • FCD technology uses a floating vehicle (such as a taxi) with Global Positioning System (GPS) positioning function to collect GPS point information, obtain FCD data, and use the relevant parameters to map the information of these GPS points with the electronic map.
  • GPS Global Positioning System
  • the link is matched to obtain corresponding traffic information, thereby visually describing the traffic speed condition of the road, and providing the traveler with path navigation under real-time road conditions.
  • embodiments of the present invention provide an improvement of traffic information.
  • Method of accuracy, equipment, device
  • a method for improving the accuracy of traffic information comprising:
  • FCD data of the area to be tested For each floating area data FCD data of the area to be tested, at least two sets of parameters are selected to calculate initial values of the traffic information respectively;
  • An initial value of the traffic information is analyzed, and the parameter is adjusted according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
  • An apparatus for improving the accuracy of traffic information comprising:
  • a parameter selection unit configured to calculate the initial value of the traffic information by selecting at least two sets of parameters for the floating car data FCD data of each area to be tested;
  • An optimal parameter obtaining unit configured to analyze an initial value of the traffic information, and adjust the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
  • a traffic information calculation unit configured to calculate, by using the optimal parameter, the communication information of the area to be tested.
  • a floating car data processing device comprising the above-described device for improving the accuracy of traffic information.
  • the technical solution provided by the embodiment of the present invention when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area.
  • the specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region.
  • the technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
  • FIG. 1 is a flowchart of a method for improving the accuracy of traffic information according to Embodiment 1 of the present invention
  • FIG. 2 is a schematic diagram of a method for matching a location point according to Embodiment 1 of the present invention
  • FIG. 3 is a structural diagram of an apparatus for improving accuracy of traffic information according to Embodiment 3 of the present invention
  • FIG. 4 is a structural diagram of another apparatus for improving accuracy of traffic information according to Embodiment 3 of the present invention. detailed description
  • Embodiment 1 of the present invention provides a method for improving the accuracy of traffic information.
  • the method includes:
  • the above traffic information includes, but is not limited to, travel time and congestion status.
  • Each of the above parameters includes, but is not limited to, a GPS point-to-link projection distance (hereinafter referred to as a projection distance) and an angle between the vehicle traveling direction and the link (hereinafter referred to as an angle;).
  • the projection distance and angle are very sensitive to the matching of GPS points and links.
  • the error of projection distance and angle will cause errors in the matching of GPS points and links, such as the phenomenon of bypass or parallel path matching error.
  • the generated travel time and congestion status are not in line with the actual situation.
  • FIG. 2 a schematic diagram of a location point matching method according to an embodiment of the present invention is shown. Where ⁇ represents the GPS point to be matched, and Ll and L2 represent the links near the GPS point.
  • the GPS points to be matched are projected to the links of all links in the vicinity, and the projection distance di (such as dl, d2) between the GPS points and the segments is calculated, and the angle ⁇ ⁇ (such as ⁇ 1) , ⁇ 2 ), where i denotes a sequence number.
  • the matched road segment is considered to be traveling on the road, and the projection point Pi (such as PI, P2) is used as the matching point of the vehicle on the road segment, that is, the current position of the vehicle on the matching road.
  • oo d, ⁇ ⁇ are the weights of the projection distance and the weights of the included angles, respectively, and satisfy oo d+ ⁇ ⁇
  • the projection distance and the angle are very sensitive to the matching relationship between the GPS point and the link.
  • the technical solution provided by the embodiment of the present invention when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area. The specific conditions determine the best parameters for the region, and finally use the best parameters to calculate the traffic information of the region.
  • the technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
  • the method for improving the accuracy of traffic information provided by the second embodiment of the present invention will be described in detail below.
  • the words “first” and “second” are used to distinguish the same or similar items whose functions and functions are basically the same. Those skilled in the art will understand that the words “first”, “second”, etc. do not limit the quantity and order of execution.
  • each level of the link is selected according to a predetermined ratio, and the FCD data of the selected link constitutes the to-be-tested Measure the FCD data of the area.
  • the link may be divided into six levels, such as dividing into a first level, a second level, a third level, a fourth level, a fifth level, and a sixth level, or, specifically, a high speed, city.
  • levels such as dividing into a first level, a second level, a third level, a fourth level, a fifth level, and a sixth level, or, specifically, a high speed, city.
  • high-speed, urban expressway and national highway and other good road links can also be called high-grade links, county roads and townships and villages.
  • a poor link can also be referred to as a low level link.
  • each level of the link is selected according to a predetermined ratio, for example, the link is selected in a high-speed link according to a ratio of 20%, according to 20%
  • the ratio selects the link in the high-speed link of the city, selects the link in the link of the national road according to the ratio of 10%, selects the link in the link of the national road according to the ratio of 5%, according to the ratio of 5% in the county
  • the link is selected in the link of the track, and the link is selected in the link of the township village road according to the ratio of 2%.
  • the FCD data of the above-mentioned selected link constitutes the FCD data of the above-mentioned area to be tested.
  • the embodiment of the present invention mainly takes the example of obtaining an optimal projection distance and an optimum angle as an example.
  • the projection distance is selected in a range of a range of 40 meters to 100 meters, and the angle is selected in a range of 30 degrees to 65 degrees, and different sets of parameters are formed by different projection distances and angles.
  • the projection distance is 40 meters and the angle is 30 degrees.
  • the projection distance is 50 meters and the angle is 40 degrees.
  • the projection distance is 60 meters and the angle is 40. degree.
  • Each group of parameters is used to calculate the traffic information of the area, such as travel time and congestion status, to obtain the initial value of the traffic information of the area.
  • S22 analyzing an initial value of the traffic information, and adjusting the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested.
  • the initial value of the traffic information is analyzed by using a reference value of the traffic information, and at least one of the projection distance and the included angle is adjusted according to the analysis result to obtain the best FCD data of the to-be-tested area.
  • the analysis results mainly analyze the travel time and congestion status.
  • the time interval between two adjacent GPS points that can be processed is usually about 30 seconds or even longer, and the number of GPS points that can be matched on the link is small. Therefore, the parameters are abnormally sensitive to GPS point-to-link matching.
  • high-frequency GPS equipment can achieve one GPS point per second while performing data processing. By fitting the trajectory of the link through high-frequency points, more accurate traffic information can be obtained, so the above traffic information
  • the reference value can be obtained by high-frequency GPS equipment.
  • the high-frequency GPS equipment is more complicated in construction and higher in cost. Direct use of high-frequency GPS equipment on the floating car of the FCD system will cause a large economic burden. In practice, the feasibility is not great.
  • the traffic information obtained by the high-frequency GPS device is used as the reference value of the traffic information, and the initial value of the traffic information obtained by the selected parameter is analyzed based on the reference value of the traffic information, and the parameters are continuously adjusted. , get the best parameters, including the following:
  • the link with a travel time accuracy less than a predetermined ratio (eg 70%) is processed first.
  • the initial value of the traffic information of each link calculated by the selected parameter includes the travel time of each link
  • the reference value of the traffic information includes the reference value of the travel time, the initial value of the travel time and the travel time.
  • the reference value obtains the travel time accuracy rate corresponding to the link, such as the ratio of the initial value of the travel time and the reference value of the travel time as the accuracy of the travel time.
  • a set of parameters selected is a projection distance of 40 meters.
  • the angle is 30 degrees, adjust the parameter to a projection distance of 42 meters and an angle of 32 degrees, and then update the initial value of the traffic information with the adjusted parameters. It can be understood that when adjusting the parameters, the projection distance and the angle can be adjusted at the same time, or only one of the projection distance or the angle can be adjusted.
  • the initial value of the traffic information is updated again using the parameters adjusted again, and the traffic information after the update is analyzed.
  • the parameter is preferentially adjusted by using the analysis result of the initial value of the traffic information of the first link, that is, the parameter is preferentially considered for the link of the low level.
  • the impact of traffic information is preferentially adjusted by using the analysis result of the initial value of the traffic information of the first link, that is, the parameter is preferentially considered for the link of the low level.
  • the influence of the parameter on the travel time accuracy of the high-level link is less than the influence of the parameter on the travel time accuracy of the low-level link, for example,
  • the travel time accuracy of the high-grade link is 80%, and the travel time accuracy of the low-level link is 40%; when the second set of parameters is used, the travel time of the high-grade link The accuracy rate is still 80%, while the travel time accuracy of low-level links may increase to 75%.
  • the analysis result of the traffic information of the low-level link is mainly considered under the premise of the analysis result of the traffic information of the high-level link, such as the parameter pair low-level link.
  • the impact of travel time accuracy is mainly considered under the premise of the analysis result of the traffic information of the high-level link, such as the parameter pair low-level link.
  • the technical solution of the embodiment of the present invention further includes: when the length of the link is smaller than the waiting radius of the link of the link, adjusting the waiting radius of the traffic light of the link according to the length of the link, so as to utilize the adjusted The traffic light waits for the radius to calculate the traffic information of the area to be tested.
  • This type of processing is because the existing FCD system uses the same value (such as 100 meters) for the traffic waiting radius of all links, and the length of each link is different, and some links are shorter in length, such as Less than 100 meters. Obviously, it is not appropriate to uniformly subtract the same traffic light waiting radius for all links when statistical traffic information, which affects the accuracy of traffic information.
  • the technical solution of the embodiment of the present invention further includes: adjusting traffic information of the link in the intersection according to the traffic information of the link connected to the link in the intersection, for example, referring to the link in the intersection
  • the congestion status of the connected link adjusts the congestion status of the link within the intersection.
  • the link in the intersection refers to the link where both the start point and the end point of the link are integration points.
  • the link length in the intersection is very short, and the floating car travels on the link at most one traffic light.
  • the travel time corresponding to the link is also very short (for example, 2 seconds). Therefore, there is usually no congestion in the link according to the general logical intersection. Therefore, after calculating the traffic information of each link, the link within the intersection is The road's unreasonable traffic information is adjusted to further improve the accuracy of traffic information. For example, when the traffic information of the link connected to the link in the intersection indicates that the traffic is clear, and the traffic information of the link in the intersection indicates the congestion, the link speed in the intersection is modified according to the current vehicle speed of the link in the intersection. A threshold value to modify the traffic information of the link within the intersection to indicate that the traffic is clear or slow.
  • the technical solution provided by the embodiment of the present invention when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area.
  • the specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region.
  • the technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
  • the historical FCD data of each city is tested by using the optimal parameters obtained above, and the test results show that the travel time accuracy rate and the congestion state accuracy rate obtained by the technical solution are better than the existing solutions.
  • it is basically comparable to the results obtained with high-frequency GPS equipment, but the cost of this technical solution is much lower than the high cost required to use high-frequency GPS equipment.
  • Embodiment 3 of the present invention further provides an apparatus for improving the accuracy of traffic information.
  • the apparatus includes:
  • the parameter selection unit 31 is configured to calculate the initial value of the traffic information by selecting at least two sets of parameters for the floating car data FCD data of each area to be tested;
  • the optimal parameter obtaining unit 32 is configured to analyze an initial value of the traffic information, and adjust the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
  • the traffic information calculation unit 33 is configured to calculate traffic information of the area to be tested by using the optimal parameter.
  • the apparatus further includes a link selecting unit 34, configured to: when the area to be tested includes at least two levels of links, select each of the areas to be tested according to a predetermined ratio.
  • the level of the link, the FCD data of the selected link constitutes the FCD data of the area to be tested.
  • the optimal parameter obtaining unit 32 is specifically configured to: when the parameter includes at least a GPS point to link When the projection distance and the angle between the traveling direction of the vehicle and the link are used, the initial value of the traffic information is analyzed by using the reference value of the traffic information, and the projection distance and/or the angle is adjusted according to the analysis result to obtain the area to be tested. The best parameters for FCD data.
  • the optimal parameter obtaining unit 32 includes a parameter adjusting module and a comparison determining module, wherein the parameter adjusting module is configured to confirm that a GPS point-to-link matching occurs when a travel time accuracy rate corresponding to the link is less than a predetermined ratio
  • the projection distance and/or the angle is adjusted, wherein the traffic information includes at least a travel time corresponding to the link, and the initial value of the travel time and the reference value of the travel time are obtained by the link. Travel time accuracy rate; and updating the initial value of the traffic information according to the adjusted projection distance and/or the angle, using the reference value of the traffic information to analyze the initial value of the updated traffic information, and adjusting again according to the analysis result
  • the projection distance and/or angle is configured to confirm that a GPS point-to-link matching occurs when a travel time accuracy rate corresponding to the link is less than a predetermined ratio
  • the projection distance and/or the angle is adjusted, wherein the traffic information includes at least a travel time corresponding to the link, and the initial value of the travel time
  • the comparison determining module is configured to compare travel time accuracy rates of all links corresponding to each set of parameters obtained in the adjustment operation, and determine the optimal parameters.
  • the device further includes a traffic light waiting radius adjusting unit 35, configured to adjust a traffic light waiting radius of the link according to a length of the link when a length of the link is smaller than a traffic waiting radius of the link;
  • the traffic information calculation unit 33 is further configured to calculate traffic information of the area to be tested by using the adjusted traffic light waiting radius.
  • the device further includes a traffic information adjusting unit 36, configured to adjust traffic information of the link in the intersection according to traffic information of the link connected to the link in the intersection.
  • each functional module and unit in the device embodiment of the present invention refers to the method embodiment of the present invention.
  • the functional modules and units in the device embodiment of the present invention may be implemented separately or integrated in one or more units.
  • the technical solution provided by the embodiment of the present invention when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area.
  • the specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region.
  • the technical solution provided by the embodiment of the present invention significantly improves the obtained traffic information by using different parameters suitable for the region in different regions. Accuracy. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
  • the fourth embodiment of the present invention further provides a floating car data processing device, which includes the device for improving the accuracy of traffic information as described in Embodiment 3 of the present invention.
  • the technical solution provided by the embodiment of the present invention when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area.
  • the specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region.
  • the technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
  • the present invention can be implemented by means of software plus the necessary general purpose hardware platform. Based on such understanding, the technical solution of the present invention, which is essential or contributes to the prior art, may be embodied in the form of a software product, which may be stored in a storage medium such as a ROM/RAM, a disk, An optical disk or the like includes instructions for causing a computer device (which may be a personal computer, server, or network device, etc.) to perform the methods described in various embodiments of the present invention or portions of the embodiments.
  • a computer device which may be a personal computer, server, or network device, etc.

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Abstract

A method for improving the accuracy of traffic information comprises: for the Floating Car Data (FCD) of each area to be detected, selecting at least two groups of parameters to respectively calculate the original value of the traffic information (11); analyzing the original value of the traffic information, and adjusting the parameters according to the analysis result so as to obtain the optimal parameter of the FCD of the area to be detected (12); and calculating the traffic information of the area to be detected by using the optimal parameter (13). An equipment and a device for improving the accuracy of traffic information are also provided.

Description

一种提高交通信息准确性的方法,设备,装置 本申请要求于 2010 年 6 月 30 日提交中国知识产权局、 申请号为 201010222518.1、发明名称为 "一种提高交通信息准确性的方法,设备,装置" 的中国专利申请的优先权, 在此并入其全部内容作为参考。  Method, device and device for improving the accuracy of traffic information The application is submitted to the China Intellectual Property Office on June 30, 2010, and the application number is 201010222518. 1. The invention name is "a method for improving the accuracy of traffic information, equipment, The priority of the Chinese Patent Application, the entire disclosure of which is incorporated herein by reference.
技术领域 Technical field
本发明涉及交通信息处理技术, 尤其涉及一种提高交通信息准确性的方 法, 设备, 装置。  The invention relates to traffic information processing technology, in particular to a method, device and device for improving the accuracy of traffic information.
背景技术 Background technique
交通信息的釆集是实现智能交通的重要前提, 传统的交通信息釆集手段 要求的初始投入和维护成本都非常巨大, 而浮动车数据 ( Floating Car Data, FCD )技术, 作为一种新型的交通信息检测技术, 是实现低成本釆集城市大 范围动态交通信息的有效解决方案。  The collection of traffic information is an important prerequisite for the realization of intelligent transportation. The traditional input and maintenance costs required by the means of collecting traffic information are very large, and the floating car data (FCD) technology is a new type of traffic. Information detection technology is an effective solution to achieve high-cost dynamic traffic information in a large-scale city.
FCD技术利用具有全球定位系统( Global Positioning System , GPS )定 位功能的浮动车辆 (如出租车)釆集 GPS点的信息, 得到 FCD数据, 并利用相 关参数将这些 GPS点的信息与电子地图上的链路(Link )进行匹配, 得到相 应的交通信息, 从而直观描述道路的交通速度状况, 为出行者提供实时路况 下的路径导航。  FCD technology uses a floating vehicle (such as a taxi) with Global Positioning System (GPS) positioning function to collect GPS point information, obtain FCD data, and use the relevant parameters to map the information of these GPS points with the electronic map. The link is matched to obtain corresponding traffic information, thereby visually describing the traffic speed condition of the road, and providing the traveler with path navigation under real-time road conditions.
在实现本发明的过程中, 发明人发现现有技术中至少存在如下问题: 现有 FCD系统在利用参数将 GPS点匹配至链路时,对所有的城市的 FCD 数据釆用相同的参数, 然而, 不同的城市的路网情况是不一样的, 且一些参 数, 如 GPS点到链路的投影距离、 车辆行驶方向与链路的夹角等, 对 GPS点 与链路的匹配十分敏感, 这些参数的误差能够严重影响交通信息的准确性, 从而导致利用现有的方案得到的交通信息的准确率很低。  In the process of implementing the present invention, the inventors have found that at least the following problems exist in the prior art: Existing FCD systems use the same parameters for all city FCD data when using parameters to match GPS points to links. The road network conditions of different cities are different, and some parameters, such as the GPS point-to-link projection distance, the angle between the vehicle's driving direction and the link, are very sensitive to the matching of GPS points and links. The error of the parameters can seriously affect the accuracy of the traffic information, resulting in a low accuracy of the traffic information obtained by using the existing scheme.
发明内容 Summary of the invention
为解决现有技术中存在的问题, 本发明的实施例提供一种提高交通信息 准确性的方法, 设备, 装置。 In order to solve the problems existing in the prior art, embodiments of the present invention provide an improvement of traffic information. Method of accuracy, equipment, device.
为达到上述目的, 本发明的实施例釆用如下技术方案:  In order to achieve the above object, embodiments of the present invention use the following technical solutions:
一种提高交通信息准确性的方法, 所述方法包括:  A method for improving the accuracy of traffic information, the method comprising:
对每一待测区域的浮动车数据 FCD数据, 选取至少两组参数分别计算交 通信息的初始值;  For each floating area data FCD data of the area to be tested, at least two sets of parameters are selected to calculate initial values of the traffic information respectively;
分析所述交通信息的初始值, 根据分析结果对所述参数进行调整, 得到 所述待测区域 FCD数据的最佳参数;  An initial value of the traffic information is analyzed, and the parameter is adjusted according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
利用所述最佳参数计算所述待测区域的交通信息。  Calculating traffic information of the area to be tested by using the optimal parameter.
一种提高交通信息准确性的装置, 所述装置包括:  An apparatus for improving the accuracy of traffic information, the apparatus comprising:
参数选取单元, 用于对每一待测区域的浮动车数据 FCD数据, 选取至少 两组参数分别计算交通信息的初始值;  a parameter selection unit, configured to calculate the initial value of the traffic information by selecting at least two sets of parameters for the floating car data FCD data of each area to be tested;
最佳参数获得单元, 用于分析所述交通信息的初始值, 根据分析结果对 所述参数进行调整, 得到所述待测区域 FCD数据的最佳参数;  An optimal parameter obtaining unit, configured to analyze an initial value of the traffic information, and adjust the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
交通信息计算单元, 用于利用所述最佳参数计算所述待测区域的交通信 息。  And a traffic information calculation unit, configured to calculate, by using the optimal parameter, the communication information of the area to be tested.
一种浮动车数据处理设备, 所述设备包括上述的提高交通信息准确性的 装置。  A floating car data processing device, the device comprising the above-described device for improving the accuracy of traffic information.
本发明实施例提供的技术方案, 在执行 GPS 点与链路的匹配时, 对匹配 时釆用的参数进行本地化处理, 即针对每一区域, 首先选取多组不同的参数, 然后结合本区域的具体情况确定出适合本区域的最佳参数, 最后利用本区域 的最佳参数计算本区域的交通信息。 本发明实施例提供的技术方案, 通过对 不同的区域釆用适合于该区域的不同参数, 显著提高了所获得的交通信息的 准确性。 经过实际的验证, 本方案获得交通信息比较准确, 效果十分理想。 附图说明  The technical solution provided by the embodiment of the present invention, when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area. The specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region. The technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory. 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 embodiments of the present invention or the technical solutions in the prior art, the drawings used in the embodiments or the prior art description will be briefly described below, obviously, the following The drawings in the description are only some of the embodiments of the present invention, and those skilled in the art can obtain other drawings based on these drawings without any creative work.
图 1为本发明实施例一提供的一种提高交通信息准确性的方法流程图; 图 2为本发明实施例一提供的一种位置点匹配方法示意图;  1 is a flowchart of a method for improving the accuracy of traffic information according to Embodiment 1 of the present invention; FIG. 2 is a schematic diagram of a method for matching a location point according to Embodiment 1 of the present invention;
图 3为本发明实施例三提供的一种提高交通信息准确性的装置结构图; 图 4为本发明实施例三提供的另一种提高交通信息准确性的装置结构图。 具体实施方式  FIG. 3 is a structural diagram of an apparatus for improving accuracy of traffic information according to Embodiment 3 of the present invention; FIG. 4 is a structural diagram of another apparatus for improving accuracy of traffic information according to Embodiment 3 of the present invention. detailed description
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 technical solutions in the embodiments of the present invention are clearly and completely described in the following with reference to the accompanying drawings in the embodiments of the present invention. It is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments obtained by those skilled in the art based on the embodiments of the present invention without creative efforts are within the scope of the present invention.
本发明实施例一提供了一种提高交通信息准确性的方法, 参见图 1 , 所述 方法包括:  Embodiment 1 of the present invention provides a method for improving the accuracy of traffic information. Referring to FIG. 1, the method includes:
11 : 对每一待测区域的 FCD数据, 选取至少两组参数分别计算交通信息 的初始值。  11 : For each FCD data of the area to be tested, select at least two sets of parameters to calculate the initial values of the traffic information.
12: 分析所述交通信息的初始值, 根据分析结果对所述参数进行调整, 得到所述待测区域 FCD数据的最佳参数。  12: Analyze the initial value of the traffic information, and adjust the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the to-be-tested area.
13: 利用所述最佳参数计算所述待测区域的交通信息。  13: Calculate traffic information of the area to be tested by using the optimal parameter.
进一步的, 上述交通信息包括但不限于旅行时间和拥堵状态。 上述每组 参数包括但不限于 GPS点到链路的投影距离 (以下简称为投影距离)和车辆 行驶方向与链路的夹角 (以下简称为夹角;)。  Further, the above traffic information includes, but is not limited to, travel time and congestion status. Each of the above parameters includes, but is not limited to, a GPS point-to-link projection distance (hereinafter referred to as a projection distance) and an angle between the vehicle traveling direction and the link (hereinafter referred to as an angle;).
投影距离和夹角对 GPS点与链路的匹配十分敏感, 投影距离和夹角的误 差会使 GPS点与链路的匹配产生错误, 如出现绕路现象或平行路匹配错误现 象等, 从而使生成的旅行时间和拥堵状态不符合实际情况。 为了更加清楚地 说明本发明实施例的方案, 首先对投影距离和夹角对 GPS点与链路的匹配影 响进行介绍。 参见图 2 ,显示了本发明实施例提供的一种位置点匹配方法示意图。其中, Ρ代表待匹配的 GPS点, Ll、 L2代表 GPS点附近的链路。 在位置点匹配算 法中, 把待匹配的 GPS点向附近所有链路的路段做投影, 计算 GPS点与各路 段间的投影距离 di (如 dl、 d2 ), 以及夹角 θ ί (如 Θ 1、 Θ 2 ), 其中, i表示 序号。 当产生匹配结果后, 匹配的路段被认为车辆正在该道路上行驶, 投影 点 Pi (如 PI、 P2 )作为车辆在路段上的匹配点 , 即车辆在匹配道路上的当前 位置。 选出投影距离和夹角小于阔值的所有链路并根据如下公式计算各候选 链路的距离度量值 λ ί: The projection distance and angle are very sensitive to the matching of GPS points and links. The error of projection distance and angle will cause errors in the matching of GPS points and links, such as the phenomenon of bypass or parallel path matching error. The generated travel time and congestion status are not in line with the actual situation. In order to more clearly illustrate the solution of the embodiment of the present invention, the matching effect of the projection distance and the angle on the GPS point and the link is first introduced. Referring to FIG. 2, a schematic diagram of a location point matching method according to an embodiment of the present invention is shown. Where Ρ represents the GPS point to be matched, and Ll and L2 represent the links near the GPS point. In the location point matching algorithm, the GPS points to be matched are projected to the links of all links in the vicinity, and the projection distance di (such as dl, d2) between the GPS points and the segments is calculated, and the angle θ ί (such as Θ 1) , Θ 2 ), where i denotes a sequence number. When a matching result is produced, the matched road segment is considered to be traveling on the road, and the projection point Pi (such as PI, P2) is used as the matching point of the vehicle on the road segment, that is, the current position of the vehicle on the matching road. Select all the links whose projection distance and angle are smaller than the threshold and calculate the distance metric λ ί of each candidate link according to the following formula:
λ ϊ = w d * di + ω θ * Θ i  λ ϊ = w d * di + ω θ * Θ i
其中, oo d、 ω θ分别为投影距离的权重和夹角的权重, 且满足 oo d+ ω θ Where oo d, ω θ are the weights of the projection distance and the weights of the included angles, respectively, and satisfy oo d+ ω θ
=1。 =1.
由上述内容可知,投影距离和夹角对 GPS点与链路的匹配关联十分敏感。 本发明实施例提供的技术方案, 在执行 GPS点与链路的匹配时, 对匹配 时釆用的参数进行本地化处理, 即针对每一区域, 首先选取多组不同的参数, 然后结合本区域的具体情况确定出适合本区域的最佳参数, 最后利用该最佳 参数计算本区域的交通信息。 本发明实施例提供的技术方案, 通过对不同的 区域釆用适合于该区域的不同参数, 显著提高了所获得的交通信息的准确性。 经过实际的验证, 本方案获得交通信息比较准确, 效果十分理想。 下面对本发明实施例二提供的提高交通信息准确性的方法进行详细说 明。  It can be seen from the above that the projection distance and the angle are very sensitive to the matching relationship between the GPS point and the link. The technical solution provided by the embodiment of the present invention, when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area. The specific conditions determine the best parameters for the region, and finally use the best parameters to calculate the traffic information of the region. The technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory. The method for improving the accuracy of traffic information provided by the second embodiment of the present invention will be described in detail below.
为了便于清楚描述本发明实施例的技术方案, 在本发明的实施例中, 釆 用了 "第一"、 "第二" 等字样对功能和作用基本相同的相同项或相似项进行 区分, 本领域技术人员可以理解 "第一"、 "第二" 等字样并不对数量和执行 次序进行限定。  In order to facilitate the clear description of the technical solutions of the embodiments of the present invention, in the embodiments of the present invention, the words "first" and "second" are used to distinguish the same or similar items whose functions and functions are basically the same. Those skilled in the art will understand that the words "first", "second", etc. do not limit the quantity and order of execution.
S1 : 选取待测链路。  S1: Select the link to be tested.
在待测区域中选取若干链路作为确定本区域最佳参数的待测链路。 当待测区域(如任一城市) 包括至少两种等级的链路时, 在待测区域中, 按照预定比例选取每种等级的链路, 由被选取的链路的 FCD数据构成所述待 测区域的 FCD数据。 Select a number of links in the area to be tested as the link to be tested to determine the best parameters of the area. When the area to be tested (such as any city) includes at least two levels of links, in the area to be tested, each level of the link is selected according to a predetermined ratio, and the FCD data of the selected link constitutes the to-be-tested Measure the FCD data of the area.
示例性的, 可将链路划分为六种等级, 如划分为第一等级、 第二等级、 第三等级、 第四等级、 第五等级和第六等级, 或者, 具体地划分为高速、 城 市高速、 国道、 省道、 县道和乡镇村道六种等级, 其中, 高速、 城市高速和 国道等路况较好的链路还可称之为高等级链路, 县道和乡镇村道等路况较差 的链路还可称之为低等级链路。  Exemplarily, the link may be divided into six levels, such as dividing into a first level, a second level, a third level, a fourth level, a fifth level, and a sixth level, or, specifically, a high speed, city. There are six grades of high-speed, national highway, provincial highway, county road and township and village road. Among them, high-speed, urban expressway and national highway and other good road links can also be called high-grade links, county roads and townships and villages. A poor link can also be referred to as a low level link.
为了正确反映每个区域内的路况, 在每个待测区域中, 按照预定比例选 取每种等级的链路, 例如, 按照 20%的比例在高速的链路中选取链路, 按照 20%的比例在城市高速的链路中选取链路, 按照 10%的比例在国道的链路中 选取链路, 按照 5%的比例在省道的链路中选取链路, 按照 5%的比例在县道 的链路中选取链路, 按照 2%的比例在乡镇村道的链路中选取链路。 由上述所 选取的链路的 FCD数据构成上述待测区域的 FCD数据。  In order to correctly reflect the road conditions in each area, in each area to be tested, each level of the link is selected according to a predetermined ratio, for example, the link is selected in a high-speed link according to a ratio of 20%, according to 20% The ratio selects the link in the high-speed link of the city, selects the link in the link of the national road according to the ratio of 10%, selects the link in the link of the provincial road according to the ratio of 5%, according to the ratio of 5% in the county The link is selected in the link of the track, and the link is selected in the link of the township village road according to the ratio of 2%. The FCD data of the above-mentioned selected link constitutes the FCD data of the above-mentioned area to be tested.
S2: 确定最佳的投影距离和夹角。  S2: Determine the optimal projection distance and angle.
确定每一区域的最佳参数, 该参数至少包括投影距离和夹角。 由于投影 距离和夹角对 GPS点到链路的匹配最为敏感, 本发明实施例主要以获取最佳 的投影距离和最佳的夹角为例进行说明。  Determine the optimal parameters for each zone, including at least the projection distance and the included angle. Since the projection distance and the angle are most sensitive to the GPS point-to-link matching, the embodiment of the present invention mainly takes the example of obtaining an optimal projection distance and an optimum angle as an example.
S21 : 对每一待测区域的 FCD数据, 选取至少两组参数分别计算交通信 息的初始值。  S21: For each FCD data of the area to be tested, select at least two sets of parameters to calculate initial values of the communication information.
本发明实施例在阔值范围为 40米至 100米的范围内选取投影距离, 在阔 值范围为 30度至 65度的范围内选取夹角, 由不同投影距离和夹角组成多组 参数, 例如, 一组参数中投影距离为 40米、 夹角为 30度, 另一组参数中投 影距离为 50米、 夹角为 40度, 又一组参数中投影距离为 60米, 夹角为 40 度。  In the embodiment of the present invention, the projection distance is selected in a range of a range of 40 meters to 100 meters, and the angle is selected in a range of 30 degrees to 65 degrees, and different sets of parameters are formed by different projection distances and angles. For example, in a set of parameters, the projection distance is 40 meters and the angle is 30 degrees. In another set of parameters, the projection distance is 50 meters and the angle is 40 degrees. In another set of parameters, the projection distance is 60 meters and the angle is 40. degree.
分别利用每一组参数计算本区域的交通信息, 如旅行时间和拥堵状态, 得到本区域的交通信息的初始值。 S22: 分析所述交通信息的初始值, 根据分析结果对所述参数进行调整, 得到所述待测区域 FCD数据的最佳参数 Each group of parameters is used to calculate the traffic information of the area, such as travel time and congestion status, to obtain the initial value of the traffic information of the area. S22: analyzing an initial value of the traffic information, and adjusting the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested.
在本发明实施例中, 利用交通信息的基准值分析所述交通信息的初始值, 根据分析结果调整所述投影距离和夹角中的至少一种, 得到所述待测区域 FCD数据的最佳参数。 在此, 分析结果主要对旅行时间和拥堵状态的分析结 果。  In the embodiment of the present invention, the initial value of the traffic information is analyzed by using a reference value of the traffic information, and at least one of the projection distance and the included angle is adjusted according to the analysis result to obtain the best FCD data of the to-be-tested area. parameter. Here, the analysis results mainly analyze the travel time and congestion status.
FCD系统在进行数据处理时, 所能够处理的两个相邻的 GPS点间的时间 间隔通常在 30秒左右、甚至更长,在链路上所能够匹配的 GPS点的数量是很 少的, 所以导致参数对 GPS点至链路的匹配异常敏感。 而釆用高频 GPS设备 时, 由于高频 GPS设备在进行数据处理时可以达到每秒一个 GPS点, 通过高 频点拟合链路的轨迹, 能够得到较准确的交通信息, 所以上述交通信息的基 准值可以由高频 GPS设备釆集得到, 然而, 高频 GPS设备构造较复杂、 成本 也较高,在 FCD系统的浮动车上直接釆用高频 GPS设备会造成较大的经济负 担、 在实际中的可行性不大。  When the FCD system performs data processing, the time interval between two adjacent GPS points that can be processed is usually about 30 seconds or even longer, and the number of GPS points that can be matched on the link is small. Therefore, the parameters are abnormally sensitive to GPS point-to-link matching. When using high-frequency GPS equipment, high-frequency GPS equipment can achieve one GPS point per second while performing data processing. By fitting the trajectory of the link through high-frequency points, more accurate traffic information can be obtained, so the above traffic information The reference value can be obtained by high-frequency GPS equipment. However, the high-frequency GPS equipment is more complicated in construction and higher in cost. Direct use of high-frequency GPS equipment on the floating car of the FCD system will cause a large economic burden. In practice, the feasibility is not great.
本发明实施例釆用由高频 GPS设备釆集得到的交通信息作为交通信息的 基准值, 基于交通信息的基准值对由上述所选参数得到的交通信息的初始值 进行分析, 不断地调整参数, 得到最佳参数, 具体包括如下:  In the embodiment of the present invention, the traffic information obtained by the high-frequency GPS device is used as the reference value of the traffic information, and the initial value of the traffic information obtained by the selected parameter is analyzed based on the reference value of the traffic information, and the parameters are continuously adjusted. , get the best parameters, including the following:
首先处理旅行时间准确率小于预定比率 (如 70% ) 的链路。  The link with a travel time accuracy less than a predetermined ratio (eg 70%) is processed first.
由所选参数计算得到的各链路的交通信息的初始值中包括了各链路的旅 行时间, 而交通信息的基准值中包括了旅行时间的基准值, 由旅行时间的初 始值和旅行时间的基准值得到所述链路所对应的旅行时间准确率, 如将旅行 时间的初始值和旅行时间的基准值的比率作为旅行时间的准确率。  The initial value of the traffic information of each link calculated by the selected parameter includes the travel time of each link, and the reference value of the traffic information includes the reference value of the travel time, the initial value of the travel time and the travel time. The reference value obtains the travel time accuracy rate corresponding to the link, such as the ratio of the initial value of the travel time and the reference value of the travel time as the accuracy of the travel time.
对旅行时间准确率小于 70%的链路, 判断该链路的旅行时间准确率较低 是否是因为 GPS 点到链路的匹配错误造成的, 即是否由不合适投影距离和 / 或夹角的造成的, 当确认该链路发生 GPS点到链路的匹配错误时, 对投影距 离和 /或夹角进行调整。  For a link with a travel time accuracy of less than 70%, it is determined whether the link travel time accuracy is lower due to a GPS point-to-link matching error, that is, whether it is caused by an inappropriate projection distance and/or an angle As a result, when the GPS point-to-link matching error of the link is confirmed, the projection distance and/or the angle are adjusted.
例如, 当计算交通信息的初始值时选取的一组参数为投影距离为 40米、 夹角为 30度时, 将参数调整为投影距离为 42米、 夹角为 32度, 再利用调整 后的参数更新交通信息的初始值。 可以理解, 在调整参数时, 可以同时对投 影距离和夹角进行调整, 也可以仅对投影距离或夹角中的任一项进行调整。 For example, when calculating the initial value of traffic information, a set of parameters selected is a projection distance of 40 meters. When the angle is 30 degrees, adjust the parameter to a projection distance of 42 meters and an angle of 32 degrees, and then update the initial value of the traffic information with the adjusted parameters. It can be understood that when adjusting the parameters, the projection distance and the angle can be adjusted at the same time, or only one of the projection distance or the angle can be adjusted.
对更新后的初始值重复釆用上述步骤, 即确定链路所对应的旅行时间准 确率小于预定比率且确认发生 GPS点到链路的匹配错误, 再次调整所釆用的 投影距离和 /或夹角。 利用再次调整后的参数再次更新交通信息的初始值, 对 再次更新后的交通信息进行分析。  Repeat the above steps for the updated initial value, that is, determine that the travel time accuracy rate of the link is less than the predetermined ratio and confirm that the GPS point-to-link matching error occurs, and adjust the used projection distance and/or clip again. angle. The initial value of the traffic information is updated again using the parameters adjusted again, and the traffic information after the update is analyzed.
在进行参数调整时, 由于每一区域中都包含多条链路, 不同参数对一个 区域中不同链路的影响也可能不一致, 如当调整参数后, 一些链路的旅行时 间准确率显著提高了, 一些链路的旅行时间准确率并未有太大变化, 另一些 链路的旅行时间准确率可能会有略微降低, 这时, 本发明实施例釆用如下策 略:  When parameter adjustment is performed, since each area contains multiple links, the influence of different parameters on different links in one area may also be inconsistent. For example, when the parameters are adjusted, the travel time accuracy of some links is significantly improved. The travel time accuracy of some links does not change much, and the travel time accuracy of other links may be slightly reduced. In this case, the following strategies are adopted in the embodiment of the present invention:
当第一链路的等级低于第二链路的等级时, 优先利用对第一链路的交通 信息的初始值的分析结果调整所述参数, 即优先考虑了参数对低等级的链路 的交通信息的影响。 这是因为, 由于高等级链路的路况状态较好, 相比较而 言, 参数对高等级链路的旅行时间准确率的影响小于参数对低等级链路的旅 行时间准确率的影响, 例如, 当选用第一组参数时, 高等级链路的旅行时间 准确率为 80%, 低等级链路的旅行时间准确率为 40%; 当釆用第二组参数时, 高等级链路的旅行时间准确率仍为 80%, 而低等级链路的旅行时间准确率可 能提高为 75%。  When the level of the first link is lower than the level of the second link, the parameter is preferentially adjusted by using the analysis result of the initial value of the traffic information of the first link, that is, the parameter is preferentially considered for the link of the low level. The impact of traffic information. This is because, because the road state of the high-level link is better, in comparison, the influence of the parameter on the travel time accuracy of the high-level link is less than the influence of the parameter on the travel time accuracy of the low-level link, for example, When the first set of parameters is selected, the travel time accuracy of the high-grade link is 80%, and the travel time accuracy of the low-level link is 40%; when the second set of parameters is used, the travel time of the high-grade link The accuracy rate is still 80%, while the travel time accuracy of low-level links may increase to 75%.
所以, 本发明实施例执行参数调整过程时, 在兼顾对高等级链路的交通 信息的分析结果前提下, 主要考虑了对低等级链路的交通信息的分析结果, 如参数对低等级链路的旅行时间准确率的影响。  Therefore, when performing the parameter adjustment process in the embodiment of the present invention, the analysis result of the traffic information of the low-level link is mainly considered under the premise of the analysis result of the traffic information of the high-level link, such as the parameter pair low-level link. The impact of travel time accuracy.
通过上述初始选取的多组参数, 以及对每组参数的调整过程, 得到了若 干组参数(包括初始选取的多组参数以及调整过程中得到的新的参数)及其 对应的交通信息, 比较这些参数所对应的本区域中所有链路的旅行时间准确 率, 确定本区域的最佳参数。 如由第一组参数计算得到的本区域内旅行时间 准确率大于预定比率(如 70% ) 的链路占所有链路的 65%, 而由第二组参数 计算得到的本区域内旅行时间准确率大于预定比率的链路占所有链路的 75%, 则第二组参数为优于第一组参数的参数, 依次类推, 确定出本区域内的 最佳参数。 Through the above-mentioned initial selection of multiple sets of parameters, and the adjustment process for each set of parameters, several sets of parameters (including the initially selected sets of parameters and new parameters obtained during the adjustment process) and their corresponding traffic information are obtained, and these are compared. The travel time accuracy rate of all links in the area corresponding to the parameters determines the optimal parameters of the area. Travel time in the area as calculated by the first set of parameters A link with an accuracy greater than a predetermined ratio (eg, 70%) accounts for 65% of all links, and a link with a travel time accuracy greater than a predetermined ratio calculated by the second set of parameters accounts for 75% of all links. Then, the second group of parameters is a parameter superior to the first group of parameters, and so on, to determine the best parameters in the region.
S3: 利用所述最佳参数计算所述待测区域的交通信息。  S3: Calculate traffic information of the area to be tested by using the optimal parameter.
由于已计算出了适合于本区域的最佳参数, 利用该最佳参数计算得到的 交通信息的准确率也势必大大提高。  Since the optimal parameters suitable for the region have been calculated, the accuracy of the traffic information calculated using the optimal parameters is bound to be greatly improved.
进一步的, 本发明实施例的技术方案还包括: 当链路的长度小于所述链 路的红绿灯等待半径时, 根据所述链路的长度调整所述链路的红绿灯等待半 径, 以利用调整后的红绿灯等待半径计算所述待测区域的交通信息。  Further, the technical solution of the embodiment of the present invention further includes: when the length of the link is smaller than the waiting radius of the link of the link, adjusting the waiting radius of the traffic light of the link according to the length of the link, so as to utilize the adjusted The traffic light waits for the radius to calculate the traffic information of the area to be tested.
这种处理方式是由于现有的 FCD系统对所有链路的红绿灯等待半径都釆 用同一个数值 (如 100米 ), 而每条链路的长度是不同的, 一些链路长度较短, 如小于 100米。 显然, 统计交通信息时统一对所有的链路扣除同样的红绿灯 等待半径是不合适的, 影响了交通信息的准确率。  This type of processing is because the existing FCD system uses the same value (such as 100 meters) for the traffic waiting radius of all links, and the length of each link is different, and some links are shorter in length, such as Less than 100 meters. Obviously, it is not appropriate to uniformly subtract the same traffic light waiting radius for all links when statistical traffic information, which affects the accuracy of traffic information.
本发明实施例在计算交通信息时, 先分析每条链路的红绿灯等待半径的 设置是否合理, 当链路的长度小于红绿灯等待半径时, 确认该链路的红绿灯 等待半径的设置不合理, 根据链路的长度调整所述链路的红绿灯等待半径, 可根据经验值设置调整后的红绿灯等待半径,也可根据预定比例(如 1/3、 1/5 ) 设置调整后的红绿灯等待半径, 如当链路的长度为 80米时, 将调整后的红绿 灯等待半径设置为 80* ( 1/5 ) =16米。  When calculating the traffic information, the embodiment of the present invention first analyzes whether the setting of the waiting radius of the traffic light of each link is reasonable. When the length of the link is less than the waiting radius of the traffic light, it is determined that the setting of the waiting radius of the traffic light of the link is unreasonable, according to The length of the link adjusts the waiting radius of the traffic light of the link, and the adjusted traffic light waiting radius can be set according to the empirical value, and the adjusted traffic light waiting radius can also be set according to a predetermined ratio (such as 1/3, 1/5), such as When the length of the link is 80 meters, the adjusted traffic light waiting radius is set to 80* (1/5) = 16 meters.
进一步的, 本发明实施例的技术方案还包括: 根据与交叉点内链路相连 接的链路的交通信息, 调整所述交叉点内链路的交通信息, 例如, 参照与交 叉点内链路相连接的链路的拥堵状态, 调整交叉点内链路的拥堵状态。  Further, the technical solution of the embodiment of the present invention further includes: adjusting traffic information of the link in the intersection according to the traffic information of the link connected to the link in the intersection, for example, referring to the link in the intersection The congestion status of the connected link adjusts the congestion status of the link within the intersection.
交叉点内链路是指链路的起点和终点都为统合点的链路, 交叉点内链路 长度都很短, 浮动车在该链路上最多等一个红绿灯的时间就行驶过去了, 该 链路对应的旅行时间也很短(如 2秒), 所以按照一般的逻辑交叉点内链路通 常不存在拥堵的情况, 所以在计算得到各链路的交通信息后, 对交叉点内链 路的不合理的交通信息进行调整, 以进一步提高交通信息的准确率。 如当交 叉点内链路所连接的链路的交通信息都指示畅通时, 而交叉点内链路的交通 信息指示拥堵时, 根据交叉点内链路当前的车辆速度修改交叉点内链路速度 临界值, 以将交叉点内链路的交通信息修改为指示畅通或緩慢。 The link in the intersection refers to the link where both the start point and the end point of the link are integration points. The link length in the intersection is very short, and the floating car travels on the link at most one traffic light. The travel time corresponding to the link is also very short (for example, 2 seconds). Therefore, there is usually no congestion in the link according to the general logical intersection. Therefore, after calculating the traffic information of each link, the link within the intersection is The road's unreasonable traffic information is adjusted to further improve the accuracy of traffic information. For example, when the traffic information of the link connected to the link in the intersection indicates that the traffic is clear, and the traffic information of the link in the intersection indicates the congestion, the link speed in the intersection is modified according to the current vehicle speed of the link in the intersection. A threshold value to modify the traffic information of the link within the intersection to indicate that the traffic is clear or slow.
本发明实施例提供的技术方案, 在执行 GPS 点与链路的匹配时, 对匹配 时釆用的参数进行本地化处理, 即针对每一区域, 首先选取多组不同的参数, 然后结合本区域的具体情况确定出适合本区域的最佳参数, 最后利用本区域 的最佳参数计算本区域的交通信息。 本发明实施例提供的技术方案, 通过对 不同的区域釆用适合于该区域的不同参数, 显著提高了所获得的交通信息的 准确性。 经过实际的验证, 本方案获得的交通信息比较准确, 效果十分理想。  The technical solution provided by the embodiment of the present invention, when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area. The specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region. The technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
为了验证本技术方案的有效性, 利用上述得到的最佳参数对每个城市的 历史 FCD数据进行测试, 测试结果表明由本技术方案得到的旅行时间准确率 和拥堵状态准确率都比现有的方案有了明显的提高, 基本上与釆用高频 GPS 设备所获得的结果相当, 然而本技术方案所需的成本远低于釆用高频 GPS设 备的所需的高昂成本。  In order to verify the effectiveness of the technical solution, the historical FCD data of each city is tested by using the optimal parameters obtained above, and the test results show that the travel time accuracy rate and the congestion state accuracy rate obtained by the technical solution are better than the existing solutions. With significant improvements, it is basically comparable to the results obtained with high-frequency GPS equipment, but the cost of this technical solution is much lower than the high cost required to use high-frequency GPS equipment.
本发明实施例三还提供了一种提高交通信息准确性的装置, 参见图 3 , 所 述装置包括:  Embodiment 3 of the present invention further provides an apparatus for improving the accuracy of traffic information. Referring to FIG. 3, the apparatus includes:
参数选取单元 31 , 用于对每一待测区域的浮动车数据 FCD数据, 选取至 少两组参数分别计算交通信息的初始值;  The parameter selection unit 31 is configured to calculate the initial value of the traffic information by selecting at least two sets of parameters for the floating car data FCD data of each area to be tested;
最佳参数获得单元 32, 用于分析所述交通信息的初始值, 根据分析结果 对所述参数进行调整, 得到所述待测区域 FCD数据的最佳参数;  The optimal parameter obtaining unit 32 is configured to analyze an initial value of the traffic information, and adjust the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
交通信息计算单元 33 , 用于利用所述最佳参数计算所述待测区域的交通 信息。  The traffic information calculation unit 33 is configured to calculate traffic information of the area to be tested by using the optimal parameter.
进一步的, 参见图 4 , 所述装置还包括链路选取单元 34, 用于当所述待 测区域包括至少两种等级的链路时, 在所述待测区域中, 按照预定比例选取 每种等级的链路,由被选取的链路的 FCD数据构成所述待测区域的 FCD数据。  Further, referring to FIG. 4, the apparatus further includes a link selecting unit 34, configured to: when the area to be tested includes at least two levels of links, select each of the areas to be tested according to a predetermined ratio. The level of the link, the FCD data of the selected link constitutes the FCD data of the area to be tested.
所述最佳参数获得单元 32, 具体用于当所述参数至少包括 GPS点到链路 的投影距离和车辆行驶方向与链路的夹角时, 利用交通信息的基准值分析所 述交通信息的初始值, 根据分析结果调整所述投影距离和 /或夹角, 得到所述 待测区域 FCD数据的最佳参数。 The optimal parameter obtaining unit 32 is specifically configured to: when the parameter includes at least a GPS point to link When the projection distance and the angle between the traveling direction of the vehicle and the link are used, the initial value of the traffic information is analyzed by using the reference value of the traffic information, and the projection distance and/or the angle is adjusted according to the analysis result to obtain the area to be tested. The best parameters for FCD data.
所述最佳参数获得单元 32包括参数调整模块和比较确定模块, 其中, 所述参数调整模块, 用于当链路所对应的旅行时间准确率小于预定比率 且确认发生 GPS点到链路的匹配错误时,调整所述投影距离和 /或夹角,其中, 所述交通信息至少包括链路所对应的旅行时间, 由旅行时间的初始值和旅行 时间的基准值得到所述链路所对应的旅行时间准确率; 以及根据调整后的投 影距离和 /或夹角更新交通信息的初始值, 以利用交通信息的基准值对更新后 的所述交通信息的初始值进行分析, 根据分析结果再次调整所述投影距离和 / 或夹角;  The optimal parameter obtaining unit 32 includes a parameter adjusting module and a comparison determining module, wherein the parameter adjusting module is configured to confirm that a GPS point-to-link matching occurs when a travel time accuracy rate corresponding to the link is less than a predetermined ratio In the case of an error, the projection distance and/or the angle is adjusted, wherein the traffic information includes at least a travel time corresponding to the link, and the initial value of the travel time and the reference value of the travel time are obtained by the link. Travel time accuracy rate; and updating the initial value of the traffic information according to the adjusted projection distance and/or the angle, using the reference value of the traffic information to analyze the initial value of the updated traffic information, and adjusting again according to the analysis result The projection distance and/or angle;
所述比较确定模块, 用于比较调整操作中得到的每组参数所对应的所有 链路的旅行时间准确率, 确定所述最佳参数。  The comparison determining module is configured to compare travel time accuracy rates of all links corresponding to each set of parameters obtained in the adjustment operation, and determine the optimal parameters.
进一步的, 所述装置还包括红绿灯等待半径调整单元 35 , 用于当链路的 长度小于所述链路的红绿灯等待半径时, 根据所述链路的长度调整所述链路 的红绿灯等待半径; 所述交通信息计算单元 33 , 还用于利用调整后的红绿灯 等待半径计算所述待测区域的交通信息。  Further, the device further includes a traffic light waiting radius adjusting unit 35, configured to adjust a traffic light waiting radius of the link according to a length of the link when a length of the link is smaller than a traffic waiting radius of the link; The traffic information calculation unit 33 is further configured to calculate traffic information of the area to be tested by using the adjusted traffic light waiting radius.
进一步的, 所述装置还包括交通信息调整单元 36 , 用于根据与交叉点内 链路相连接的链路的交通信息, 调整所述交叉点内链路的交通信息。  Further, the device further includes a traffic information adjusting unit 36, configured to adjust traffic information of the link in the intersection according to traffic information of the link connected to the link in the intersection.
本发明装置实施例中各功能模块和单元的具体工作方式参见本发明方法 实施例。 本发明装置实施例中各功能模块和单元可以单独实现, 也可以集成 在一个或多个单元中实现。  For a specific working mode of each functional module and unit in the device embodiment of the present invention, refer to the method embodiment of the present invention. The functional modules and units in the device embodiment of the present invention may be implemented separately or integrated in one or more units.
本发明实施例提供的技术方案, 在执行 GPS 点与链路的匹配时, 对匹配 时釆用的参数进行本地化处理, 即针对每一区域, 首先选取多组不同的参数, 然后结合本区域的具体情况确定出适合本区域的最佳参数, 最后利用本区域 的最佳参数计算本区域的交通信息。 本发明实施例提供的技术方案, 通过对 不同的区域釆用适合于该区域的不同参数, 显著提高了所获得的交通信息的 准确性。 经过实际的验证, 本方案获得的交通信息比较准确, 效果十分理想。 本发明实施例四还提供了一种浮动车数据处理设备, 该浮动车数据处理 设备包括如本发明实施例三中描述的提高交通信息准确性的装置。 The technical solution provided by the embodiment of the present invention, when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area. The specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region. The technical solution provided by the embodiment of the present invention significantly improves the obtained traffic information by using different parameters suitable for the region in different regions. Accuracy. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory. The fourth embodiment of the present invention further provides a floating car data processing device, which includes the device for improving the accuracy of traffic information as described in Embodiment 3 of the present invention.
本发明实施例提供的技术方案, 在执行 GPS 点与链路的匹配时, 对匹配 时釆用的参数进行本地化处理, 即针对每一区域, 首先选取多组不同的参数, 然后结合本区域的具体情况确定出适合本区域的最佳参数, 最后利用本区域 的最佳参数计算本区域的交通信息。 本发明实施例提供的技术方案, 通过对 不同的区域釆用适合于该区域的不同参数, 显著提高了所获得的交通信息的 准确性。 经过实际的验证, 本方案获得的交通信息比较准确, 效果十分理想。  The technical solution provided by the embodiment of the present invention, when performing the matching between the GPS point and the link, localizes the parameters used in the matching, that is, for each area, first selects multiple sets of different parameters, and then combines the area. The specific conditions determine the best parameters for the region, and finally use the best parameters of the region to calculate the traffic information of the region. The technical solution provided by the embodiment of the invention significantly improves the accuracy of the obtained traffic information by using different parameters suitable for the region for different regions. After actual verification, the traffic information obtained by this program is relatively accurate and the effect is very satisfactory.
本领域的技术人员可以清楚地了解到本发明可借助软件加必需的通用硬 件平台的方式来实现。 基于这样的理解, 本发明的技术方案本质上或者说对 现有技术做出贡献的部分可以软件产品的形式体现出来, 该计算机软件产品 可以存储在存储介质中, 如 ROM/RAM、 磁碟、 光盘等, 包括若干指令用以 使得一台计算机设备(可以是个人计算机, 服务器, 或者网络设备等)执行 本发明各个实施例或者实施例的某些部分所述的方法。  It will be apparent to those skilled in the art that the present invention can be implemented by means of software plus the necessary general purpose hardware platform. Based on such understanding, the technical solution of the present invention, which is essential or contributes to the prior art, may be embodied in the form of a software product, which may be stored in a storage medium such as a ROM/RAM, a disk, An optical disk or the like includes instructions for causing a computer device (which may be a personal computer, server, or network device, etc.) to perform the methods described in various embodiments of the present invention or portions of the embodiments.
以上所述, 仅为本发明的具体实施方式, 但本发明的保护范围并不局限 于此, 任何熟悉本技术领域的技术人员在本发明揭露的技术范围内, 可轻易 想到的变化或替换, 都应涵盖在本发明的保护范围之内。 因此, 本发明的保 护范围应以权利要求的保护范围为准。  The above is only the specific embodiment of the present invention, but the scope of the present invention is not limited thereto, and any change or replacement that can be easily conceived by those skilled in the art within the technical scope of the present invention is All should be covered by the scope of the present invention. Therefore, the scope of protection of the present invention should be determined by the scope of the claims.

Claims

权 利 要求 书 Claim
1、 一种提高交通信息准确性的方法, 其特征在于, 所述方法包括: 对每一待测区域的浮动车数据 FCD数据, 选取至少两组参数分别计算交通 信息的初始值; A method for improving the accuracy of traffic information, the method comprising: calculating, for each floating area data FCD data of each area to be tested, at least two sets of parameters to calculate initial values of traffic information;
分析所述交通信息的初始值, 根据分析结果对所述参数进行调整, 得到所 述待测区域 FCD数据的最佳参数;  An initial value of the traffic information is analyzed, and the parameter is adjusted according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
利用所述最佳参数计算所述待测区域的交通信息。  Calculating traffic information of the area to be tested by using the optimal parameter.
2、 根据权利要求 1 所述的方法, 其特征在于, 在所述对每一待测区域的 浮动车数据 FCD数据, 选取至少两组参数分别计算交通信息的初始值之前, 所 述方法还包括:  The method according to claim 1, wherein before the calculating the initial value of the traffic information by selecting at least two sets of parameters for the floating car data FCD data of each area to be tested, the method further includes: :
当所述待测区域包括至少两种等级的链路时, 在所述待测区域中, 按照预 定比例选取每种等级的链路, 由被选取的链路的 FCD数据构成所述待测区域的 FCD数据。  When the area to be tested includes at least two levels of links, in the area to be tested, each level of the link is selected according to a predetermined ratio, and the FCD data of the selected link constitutes the area to be tested. FCD data.
3、 根据权利要求 1或 2所述的方法, 其特征在于, 所述参数至少包括全球 定位系统 GPS点到链路的投影距离和车辆行驶方向与链路的夹角,  The method according to claim 1 or 2, wherein the parameter includes at least a projection distance of a global positioning system GPS point-to-link and an angle between a vehicle traveling direction and a link,
所述分析所述交通信息的初始值, 根据分析结果对所述参数进行调整, 得 到所述待测区域 FCD数据的最佳参数包括:  The analyzing the initial value of the traffic information, and adjusting the parameter according to the analysis result, and obtaining the optimal parameters of the FCD data of the area to be tested includes:
利用交通信息的基准值分析所述交通信息的初始值, 根据分析结果调整所 述投影距离和 /或夹角, 得到所述待测区域 FCD数据的最佳参数。  The initial value of the traffic information is analyzed by using a reference value of the traffic information, and the projection distance and/or the angle is adjusted according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested.
4、 根据权利要求 3所述的方法, 其特征在于, 所述利用交通信息的基准值 分析所述交通信息的初始值, 根据分析结果调整所述投影距离和 /或夹角, 得到 所述待测区域 FCD数据的最佳参数包括:  The method according to claim 3, wherein the initial value of the traffic information is analyzed by using a reference value of the traffic information, and the projection distance and/or the angle is adjusted according to the analysis result, to obtain the waiting The best parameters for measuring area FCD data include:
当链路所对应的旅行时间准确率小于预定比率且确认发生 GPS点到链路的 匹配错误时, 调整所述投影距离和 /或夹角, 其中, 所述交通信息至少包括链路 所对应的旅行时间, 由旅行时间的初始值和旅行时间的基准值得到所述链路所 对应的旅行时间准确率;  Adjusting the projection distance and/or the angle when the travel time accuracy corresponding to the link is less than a predetermined ratio and confirming that a GPS point-to-link matching error occurs, wherein the traffic information includes at least a link corresponding to the link Travel time, the travel time accuracy rate corresponding to the link is obtained from the initial value of the travel time and the reference value of the travel time;
根据调整后的投影距离和 /或夹角更新交通信息的初始值, 以利用交通信息 的基准值对更新后的所述交通信息的初始值进行分析, 根据分析结果再次调整 所述投影距离和 /或夹角; Update the initial value of the traffic information according to the adjusted projection distance and/or angle to utilize the traffic information The reference value is used to analyze the updated initial value of the traffic information, and the projection distance and/or the angle is adjusted again according to the analysis result;
比较调整操作中得到的每组参数所对应的所有链路的旅行时间准确率, 确 定所述最佳参数。  The travel time accuracy of all links corresponding to each set of parameters obtained in the adjustment operation is compared, and the optimal parameters are determined.
5、 根据权利要求 2 所述的方法, 其特征在于, 所述分析所述交通信息的 初始值, 根据分析结果对所述参数进行调整, 得到所述待测区域 FCD数据的最 佳参数包括:  The method according to claim 2, wherein the analyzing the initial value of the traffic information, and adjusting the parameter according to the analysis result, obtaining the optimal parameters of the FCD data of the area to be tested includes:
当第一链路的等级低于第二链路的等级时, 优先利用对第一链路的交通信 息的初始值的分析结果调整所述参数。  When the level of the first link is lower than the level of the second link, the parameter is preferentially adjusted using the analysis result of the initial value of the traffic of the first link.
6、 根据权利要求 1或 2所述的方法, 其特征在于, 所述参数还包括链路的 红绿灯等待半径, 在所述利用所述最佳参数计算所述待测区域的交通信息之前, 所述方法还包括:  The method according to claim 1 or 2, wherein the parameter further comprises a traffic light waiting radius of the link, before calculating the traffic information of the area to be tested by using the optimal parameter, The method also includes:
当链路的长度小于所述链路的红绿灯等待半径时, 根据所述链路的长度调 整所述链路的红绿灯等待半径, 以利用调整后的红绿灯等待半径计算所述待测 区域的交通信息。  When the length of the link is smaller than the waiting radius of the link, the traffic light waiting radius of the link is adjusted according to the length of the link, and the traffic information of the area to be tested is calculated by using the adjusted traffic light waiting radius .
7、 根据权利要求 1或 2所述的方法, 其特征在于, 在所述利用所述最佳参 数计算所述待测区域的交通信息之后, 所述方法还包括:  The method according to claim 1 or 2, wherein after the calculating the traffic information of the area to be tested by using the optimal parameter, the method further comprises:
根据与交叉点内链路相连接的链路的交通信息, 调整所述交叉点内链路的 交通信息。  The traffic information of the link within the intersection is adjusted based on the traffic information of the link connected to the link within the intersection.
8、 一种提高交通信息准确性的装置, 其特征在于, 所述装置包括: 参数选取单元, 用于对每一待测区域的浮动车数据 FCD数据, 选取至少两 组参数分别计算交通信息的初始值;  A device for improving the accuracy of traffic information, characterized in that: the device comprises: a parameter selection unit, configured to calculate the traffic information by using at least two sets of parameters for the FCD data of the floating car data of each area to be tested. Initial value
最佳参数获得单元, 用于分析所述交通信息的初始值, 根据分析结果对所 述参数进行调整, 得到所述待测区域 FCD数据的最佳参数;  An optimal parameter obtaining unit, configured to analyze an initial value of the traffic information, and adjust the parameter according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested;
交通信息计算单元, 用于利用所述最佳参数计算所述待测区域的交通信息。 And a traffic information calculation unit, configured to calculate traffic information of the area to be tested by using the optimal parameter.
9、 根据权利要求 8所述的装置, 其特征在于, 所述装置还包括链路选取单 元, 所述链路选取单元, 用于当所述待测区域包括至少两种等级的链路时, 在 所述待测区域中, 按照预定比例选取每种等级的链路, 由被选取的链路的 FCD 数据构成所述待测区域的 FCD数据。 9. The apparatus according to claim 8, wherein the apparatus further comprises a link selection unit, The link selecting unit is configured to: when the area to be tested includes at least two levels of links, select, in the area to be tested, a link of each level according to a predetermined ratio, and the selected link The FCD data constitutes the FCD data of the area to be tested.
10、 根据权利要求 8 所述的装置, 其特征在于, 所述最佳参数获得单元, 具体用于当所述参数至少包括全球定位系统 GPS点到链路的投影距离和车辆行 驶方向与链路的夹角时, 利用交通信息的基准值分析所述交通信息的初始值, 根据分析结果调整所述投影距离和 /或夹角,得到所述待测区域 FCD数据的最佳 参数。  The device according to claim 8, wherein the optimal parameter obtaining unit is specifically configured to: when the parameter includes at least a global positioning system GPS point-to-link projection distance and a vehicle traveling direction and link The angle of the traffic information is used to analyze the initial value of the traffic information, and the projection distance and/or the angle is adjusted according to the analysis result to obtain an optimal parameter of the FCD data of the area to be tested.
11、 根据权利要求 10所述的装置, 其特征在于, 所述最佳参数获得单元包 括参数调整模块和比较确定模块,  The device according to claim 10, wherein the optimal parameter obtaining unit comprises a parameter adjusting module and a comparison determining module,
所述参数调整模块, 用于当链路所对应的旅行时间准确率小于预定比率且 确认发生 GPS点到链路的匹配错误时, 调整所述投影距离和 /或夹角, 其中, 所 述交通信息至少包括链路所对应的旅行时间, 由旅行时间的初始值和旅行时间 的基准值得到所述链路所对应的旅行时间准确率; 以及根据调整后的投影距离 和 /或夹角更新交通信息的初始值, 以利用交通信息的基准值对更新后的所述交 通信息的初始值进行分析, 根据分析结果再次调整所述投影距离和 /或夹角; 所述比较确定模块, 用于比较调整操作中得到的每组参数所对应的所有链 路的旅行时间准确率, 确定所述最佳参数。  The parameter adjustment module is configured to adjust the projection distance and/or the angle when the travel time accuracy rate corresponding to the link is less than a predetermined ratio and confirm that a GPS point-to-link matching error occurs, wherein the traffic The information includes at least a travel time corresponding to the link, and the travel time accuracy rate corresponding to the link is obtained from the initial value of the travel time and the reference value of the travel time; and the traffic is updated according to the adjusted projection distance and/or the angle An initial value of the information, the initial value of the updated traffic information is analyzed by using a reference value of the traffic information, and the projection distance and/or the angle is adjusted again according to the analysis result; the comparison determining module is configured to compare The travel time accuracy rate of all links corresponding to each set of parameters obtained in the operation is adjusted, and the optimal parameters are determined.
12、 根据权利要求 8 所述的装置, 其特征在于, 所述装置还包括红绿灯等 待半径调整单元,  12. The device according to claim 8, wherein the device further comprises a traffic light waiting radius adjustment unit,
所述红绿灯等待半径调整单元, 用于当链路的长度小于所述链路的红绿灯 等待半径时, 根据所述链路的长度调整所述链路的红绿灯等待半径;  The traffic light waiting radius adjusting unit is configured to adjust a traffic light waiting radius of the link according to a length of the link when a length of the link is smaller than a traffic waiting radius of the link;
所述交通信息计算单元, 还用于利用调整后的红绿灯等待半径计算所述待 测区域的交通信息。  The traffic information calculation unit is further configured to calculate traffic information of the to-be-measured area by using the adjusted traffic light waiting radius.
13、 根据权利要求 8 所述的装置, 其特征在于, 所述装置还包括交通信息 调整单元, 用于根据与交叉点内链路相连接的链路的交通信息, 调整所述交叉 点内链路的交通信息。 The device according to claim 8, wherein the device further comprises a traffic information adjusting unit, configured to adjust the inner chain of the intersection according to traffic information of a link connected to the link in the intersection Road traffic information.
14、 一种浮动车数据处理设备, 其特征在于, 所述设备包括如上述权利要 求 8至 13任一项所述的提高交通信息准确性的装置。 A floating car data processing device, characterized in that the device comprises the device for improving the accuracy of traffic information according to any one of the preceding claims 8 to 13.
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