CN103428726B - Antenna angle optimization method and system - Google Patents
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Abstract
本发明公开了一种天线角度优化方法及系统。其中该方法包括:采集测量报告;解析测量报告,得到样本点,将同一天线的样本点作为天线的聚类簇;根据所述天线的聚类簇计算天线的合理方向角和合理下倾角;根据合理方向角和合理下倾角对天线的方向角和下倾角进行优化。本发明通过利用终端和基站的测量报告,根据测量报告中同一天线的样本点的数据计算天线的合理方向角和合理下倾角,利用得到的合理方向角和合理下倾角对天线当前的方向角和下倾角进行优化,可以快速、及时、准确地对天线角度进行优化调整,效率较高,且不依赖于维护人员的工作经验,可以远程对天线进行优化,无需进行现场路测。
The invention discloses an antenna angle optimization method and system. Wherein the method includes: collecting a measurement report; parsing the measurement report to obtain sample points, using the sample points of the same antenna as clusters of the antenna; calculating a reasonable direction angle and a reasonable downtilt angle of the antenna according to the cluster cluster of the antenna; Reasonable directional angle and reasonable downtilt angle optimize the directional angle and downtilt angle of the antenna. The present invention uses the measurement reports of the terminal and the base station to calculate the reasonable direction angle and reasonable downtilt angle of the antenna according to the data of the sample points of the same antenna in the measurement report, and uses the obtained reasonable direction angle and reasonable downtilt angle to determine the current direction angle and downtilt angle of the antenna. Optimizing the downtilt angle can quickly, timely, and accurately optimize and adjust the antenna angle, with high efficiency, and does not depend on the work experience of the maintenance personnel. The antenna can be optimized remotely without on-site drive testing.
Description
技术领域technical field
本发明涉及无线技术领域,尤其涉及一种天线角度优化方法及系统。The present invention relates to the field of wireless technology, in particular to an antenna angle optimization method and system.
背景技术Background technique
小区天线的方位角、下倾角是移动通信网络中重要的工程参数,其设置的合理性基本决定了整张网络的覆盖效果。随着移动通信网络的工程建设、无线环境的改变,运营商需要及时优化调整小区天线的方位角、下倾角,来保证整张网络覆盖和质量的要求。The azimuth and downtilt of the cell antenna are important engineering parameters in the mobile communication network, and the rationality of their setting basically determines the coverage effect of the entire network. With the construction of mobile communication networks and changes in the wireless environment, operators need to optimize and adjust the azimuth and downtilt angles of cell antennas in a timely manner to ensure the overall network coverage and quality requirements.
目前在TD-SCDMA网络中,优化调整小区天线的方法有两种:At present, in the TD-SCDMA network, there are two ways to optimize and adjust the cell antenna:
1、道路测试,通过DT测试软件进行道路测试,分析发现弱覆盖、越区覆盖、覆盖不合理的路段,再找出覆盖该路段的主服务小区,根据优化人员经验,对该小区进行天线方位角、下倾角的优化调整;1. Road test: Carry out road test through DT test software, analyze and find weak coverage, over-area coverage, and unreasonable coverage road sections, then find out the main service area covering this road section, and conduct antenna orientation for this area according to the experience of optimization personnel Optimal adjustment of angle and downtilt;
2、用户投诉,根据用户的长期投诉发现网络中弱覆盖区域,优化人员到现场进行测试,找到覆盖该区域的小区,根据优化经验调整该小区的天线方位角、下倾角来满足用户投诉位置的覆盖。2. User complaints. According to the long-term complaints of users, the weak coverage area in the network is found. The optimization personnel go to the site to conduct tests, find the cell covering this area, and adjust the antenna azimuth and downtilt angle of the cell according to the optimization experience to meet the location of user complaints. cover.
实际生产过程中,上述两种优化方式存在以下问题:In the actual production process, the above two optimization methods have the following problems:
1、通过路测优化天线就是针对个别路段的弱覆盖或者越区覆盖情况来调整天线的方向角和下倾角,调整的角度大多以维护人员的经验为依据,再加上反复路测,反复调整直到满足覆盖要求为止。另外,对于部分基站地处交通不便的高山或偏远地区,往返一次时间周期长、效率低;部分基站地处居民区或无法通车的位置,维护人员不便于进行现场路测。1. Optimizing the antenna through drive test is to adjust the direction angle and downtilt angle of the antenna according to the weak coverage or cross-area coverage of individual road sections. Most of the adjusted angles are based on the experience of maintenance personnel, coupled with repeated drive tests and repeated adjustments until the coverage requirements are met. In addition, for some base stations located in high mountains or remote areas with inconvenient traffic, the round-trip time period is long and the efficiency is low; some base stations are located in residential areas or locations that cannot be opened to traffic, and it is not convenient for maintenance personnel to conduct on-site road tests.
2、通过用户投诉来优化天线就是根据大量用户投诉反映某区域信号弱,通过优化人员现场测试,再将弱覆盖区域最近小区的天线向弱覆盖方向进行调整,调整的角度大多依据维护人员的经验,往往会顾此失彼。而通过用户投诉来优化天线,问题发现周期较长,在用户感知变差后才做出反应,严重影响用户感知。2. Optimizing the antenna through user complaints is based on a large number of user complaints reflecting the weak signal in a certain area. After on-site testing by the optimization personnel, the antenna of the nearest cell in the weak coverage area is adjusted to the weak coverage direction. The angle of adjustment is mostly based on the experience of the maintenance personnel. , often lose sight of the other. However, to optimize the antenna through user complaints, the cycle of problem discovery is longer, and the response is made after the user's perception becomes worse, which seriously affects the user's perception.
加上目前正是TD网络建设时期,面对大量入网基站天线的优化,现有的天线优化手段无法保证时效性和准确性。In addition, it is currently the TD network construction period, and the existing antenna optimization methods cannot guarantee timeliness and accuracy in the face of the optimization of a large number of network-connected base station antennas.
发明内容Contents of the invention
为解决现有技术中天线角度优化周期长、效率低的技术问题,本发明提供一种天线角度优化方法及系统。In order to solve the technical problems of long antenna angle optimization period and low efficiency in the prior art, the present invention provides an antenna angle optimization method and system.
本发明的一个方面,提供一种天线角度优化方法,包括:采集测量报告;解析测量报告,得到样本点,将同一天线的样本点作为该天线的聚类簇;根据所述天线的聚类簇计算天线的合理方向角和合理下倾角;根据所述合理方向角和合理下倾角对天线的方向角和下倾角进行优化。One aspect of the present invention provides an antenna angle optimization method, including: collecting measurement reports; analyzing the measurement reports to obtain sample points, using the sample points of the same antenna as clusters of the antenna; Calculating a reasonable direction angle and a reasonable downtilt angle of the antenna; optimizing the direction angle and the downtilt angle of the antenna according to the reasonable direction angle and the reasonable downtilt angle.
本发明的另一个方面,提供一种天线角度优化系统,,包括:采集装置,用于采集测量报告;解析装置,用于解析测量报告,得到样本点,将同一天线下的样本点作为该天线的聚类簇;角度计算装置,用于根据所述天线的聚类簇计算天线的合理方向角和合理下倾角;优化装置,用于根据所述合理方向角和合理下倾角对天线的方向角和下倾角进行优化。Another aspect of the present invention provides an antenna angle optimization system, including: a collection device for collecting measurement reports; an analysis device for analyzing measurement reports to obtain sample points, and use the sample points under the same antenna as the antenna The clustering cluster; Angle calculation means, for calculating the reasonable direction angle and reasonable downtilt angle of antenna according to the clustering group of described antenna; Optimizing means, for according to described reasonable direction angle and reasonable downtilt angle to the direction angle of antenna and downtilt angles are optimized.
本发明的天线角度优化方法及系统,通过利用终端和基站的测量报告,根据测量报告中同一天线的样本点的数据计算天线的合理方向角和合理下倾角,利用得到的合理方向角和合理下倾角对天线当前的方向角和下倾角进行优化,可以快速、及时、准确地对天线角度进行优化调整,效率较高,且不依赖于维护人员的工作经验,可以远程对天线进行优化,无需进行现场路测。In the antenna angle optimization method and system of the present invention, by using the measurement reports of the terminal and the base station, the reasonable direction angle and the reasonable downtilt angle of the antenna are calculated according to the data of the sample points of the same antenna in the measurement report, and the obtained reasonable direction angle and the reasonable downtilt angle are used. The tilt angle optimizes the current direction angle and downtilt angle of the antenna, which can quickly, timely and accurately optimize and adjust the antenna angle. The efficiency is high, and it does not depend on the work experience of the maintenance personnel. On-site road test.
附图说明Description of drawings
图1是本发明天线角度优化方法实施例的流程示意图;Fig. 1 is a schematic flow chart of an embodiment of the antenna angle optimization method of the present invention;
图2是本发明天线角度优化系统实施例的结构示意图;Fig. 2 is a schematic structural diagram of an embodiment of the antenna angle optimization system of the present invention;
图3是本发明角度计算装置实施例的结构示意图;Fig. 3 is a schematic structural view of an embodiment of the angle calculation device of the present invention;
图4是本发明解析装置实施例的结构示意图。Fig. 4 is a schematic structural diagram of an embodiment of the analysis device of the present invention.
具体实施方式detailed description
以下结合附图对本发明进行详细说明。The present invention will be described in detail below in conjunction with the accompanying drawings.
3GPP规范规定,测量是TD-SCDMA系统的一项重要功能,网络设备(NodeB和UE)应具有测量3GPP规范中规定的测量项的能力。测量方式包括周期测量和事件触发测量。测量项包括但不限于国际移动用户识别码(IMSI)、测量采样时间(TIME STAMP)、基站编号(Scell_ID)、主公共控制物理信道(Primary Common Control Physical Channel,PCCPCH)信道的接收信号码功率、时隙干扰信号码功率、时间提前量(Tadv)、天线到达角(AOA)、误块率、UE功率等级信息等(见3GPP 25.123Requirements for support of radio resourcemanagement(TDD),3GPP 25.225Physical layer;Measurements(TDD))。The 3GPP standard stipulates that measurement is an important function of the TD-SCDMA system, and the network equipment (NodeB and UE) should have the ability to measure the measurement items specified in the 3GPP standard. Measurement methods include periodic measurement and event-triggered measurement. Measurement items include but are not limited to International Mobile Subscriber Identity (IMSI), measurement sampling time (TIME STAMP), base station number (Scell_ID), received signal code power of Primary Common Control Physical Channel (PCCPCH), Slot interference signal code power, timing advance (Tadv), antenna angle of arrival (AOA), block error rate, UE power level information, etc. (see 3GPP 25.123 Requirements for support of radio resource management (TDD), 3GPP 25.225Physical layer; Measurements (TDD)).
其中,测量报告中Tadv的取值从0到1023.875chips,具体报告值如表1所示:Among them, the value of Tadv in the measurement report ranges from 0 to 1023.875chips, and the specific report values are shown in Table 1:
表1Table 1
(来源于3GPP规范TS25.2255.1.14,TS25.123V6.11.09.1.2.2.2)。(From 3GPP specifications TS25.2255.1.14, TS25.123V6.11.09.1.2.2.2).
AOA是TD-SCDMA系统中特有的测量项,3GPP规范规定,AOA是以正北为基准方向,UE的发射信号到达NodeB时与正北的夹角(顺时针方向)。测量报告中AOA的取值从0到360度,具体报告值如表2所示:AOA is a unique measurement item in the TD-SCDMA system. According to the 3GPP specification, AOA takes true north as the reference direction, and the angle (clockwise) between the UE's transmitted signal and true north when it arrives at NodeB. The value of AOA in the measurement report ranges from 0 to 360 degrees, and the specific report values are shown in Table 2:
表2Table 2
(来源于3GPP规范TS25.2255.2.14,TS25.1239.2.1.13.2)。(From 3GPP specifications TS25.2255.2.14, TS25.1239.2.1.13.2).
UE的测量报告通过Uu接口发送到NodeB,再加上NodeB的测量项通过Iub口上传到RNC。The UE's measurement report is sent to the NodeB through the Uu interface, and the measurement items of the NodeB are uploaded to the RNC through the Iub interface.
本发明充分利用NodeB和UE的测量功能,通过设备厂家的操作维护中心(Operations&Maintenance Center,OMC)在无线网络控制器(Radio Network Controller,RNC)上定制测量任务,由RNC下发测量控制,要求NodeB和UE测量包括Scell_ID、IMSI、TIMESTAMP、Tadv以及AOA在内的测量项,并且周期上报测量报告。The present invention makes full use of the measurement functions of NodeB and UE, and customizes measurement tasks on the Radio Network Controller (RNC) through the Operations&Maintenance Center (OMC) of the equipment manufacturer, and the RNC issues measurement control, requiring NodeB Measure measurement items including Scell_ID, IMSI, TIMESTAMP, Tadv, and AOA with the UE, and report measurement reports periodically.
如图1所示,以下对本发明天线角度优化方法实施例的步骤进行具体说明。As shown in FIG. 1 , the steps of the embodiment of the antenna angle optimization method of the present invention will be specifically described below.
步骤102,采集终端和基站的测量报告;Step 102, collecting measurement reports of terminals and base stations;
测量报告中包括如下测量数据:包括Scell_ID、UE IMSI、Tadv以及AOA。The measurement report includes the following measurement data: including Scell_ID, UE IMSI, Tadv and AOA.
步骤104,解析测量报告,得到样本点,将同一天线的样本点作为该天线的聚类簇;Step 104, analyze the measurement report, obtain the sample points, and use the sample points of the same antenna as the cluster of the antenna;
具体地,采集到原始测量报告数据后,首先提取所需测量项的报告值,以逐条记录的方式组合测量数据,按照表3所示的格式存储。再将每条记录中的Tadv和AOA的在测量报告中的数值(以下简称报告值)按照3GPP规范中报告值的取值范围转换为实际测量值;Specifically, after the original measurement report data is collected, the report values of the required measurement items are first extracted, and the measurement data are combined in a record-by-item manner, and stored in the format shown in Table 3. Then the values of Tadv and AOA in each record in the measurement report (hereinafter referred to as the report value) are converted into actual measurement values according to the value range of the report value in the 3GPP specification;
根据3GPP规范中报告值与实际测量值的关系(如表1、表2),本发明采用报告值等于实际测量值的上限的对应方式,将报告值转换成实际测量值。例如:Tadv的报告值TIMING_ADVANCE_0000=0.125chips,而1个chip理论距离:300,000,000/1,280,000=234.375米,所以TIMING_ADVANCE_0000=29米;AOA的报告值AOA_ANGLE_002=1.5度。解析后的测量数据及存储格式如下表3所示:According to the relationship between the reported value and the actual measured value in the 3GPP specification (such as Table 1 and Table 2), the present invention converts the reported value into the actual measured value by using a corresponding method in which the reported value is equal to the upper limit of the actual measured value. For example: the reported value of Tadv TIMING_ADVANCE_0000 = 0.125 chips, and the theoretical distance of 1 chip: 300,000,000/1,280,000 = 234.375 meters, so TIMING_ADVANCE_0000 = 29 meters; the reported value of AOA AOA_ANGLE_002 = 1.5 degrees. The analyzed measurement data and storage format are shown in Table 3 below:
表3table 3
优选地,还对得到的上述表3的数据进行平滑处理。由于测量周期是毫秒级,采样点较多,为了避免采样点抖动以及报告值上报缺失造成的数据差异,将解析后的测量数据进行平滑处理,删除重复的Tadv和AOA数据。具体地,以IMSI为基准,以秒为时间粒度对一秒内的测量数据Tadv和AOA取平均值,这样可以删除大量重复的Tadv和AOA。形成以基站天线为单位的聚类簇的样本点,如下表4所示:Preferably, smoothing processing is also performed on the obtained data in Table 3 above. Since the measurement cycle is at the millisecond level and there are many sampling points, in order to avoid data differences caused by sampling point jitter and missing reported values, the analyzed measurement data is smoothed and duplicate Tadv and AOA data are deleted. Specifically, the measurement data Tadv and AOA within one second are averaged with the IMSI as the benchmark and the second as the time granularity, so that a large number of repeated Tadv and AOA can be deleted. The sample points that form the clusters with the base station antenna as the unit are shown in Table 4 below:
表4Table 4
步骤106,根据天线的聚类簇计算天线的合理方向角和合理下倾角。Step 106, calculating a reasonable direction angle and a reasonable downtilt angle of the antenna according to the clustering of the antenna.
将步骤104输出的以基站天线为单位的聚类簇的样本点应用聚类算法进行迭代,计算聚类簇中聚类质量最小的质点,例如计算得到第k个质点为聚类簇中聚类质量最小的质点(αk,dk),其中,αk为天线主瓣水平方向与正北的夹角,dk为天线主瓣落地点与基站的距离;Apply the clustering algorithm to iterate the sample points of the cluster clusters output in step 104 with the base station antenna as the unit, and calculate the particle with the smallest cluster quality in the cluster cluster, for example, the kth particle obtained from the calculation is the cluster in the cluster cluster The particle with the smallest mass (α k , d k ), where α k is the angle between the horizontal direction of the main lobe of the antenna and true north, and d k is the distance between the landing point of the main lobe of the antenna and the base station;
根据聚类质量最小的质点计算天线的合理方向角和合理下倾角,天线的合理方向角α=αk;根据dk计算合理下倾角其中,h为天线挂高。Calculate the reasonable direction angle and reasonable downtilt angle of the antenna according to the particle with the smallest clustering quality, the reasonable direction angle α=α k of the antenna; calculate the reasonable downtilt angle according to d k Among them, h is the height of the antenna.
步骤108,根据合理方向角和合理下倾角对天线的方向角和下倾角进行优化;Step 108, optimizing the direction angle and downtilt angle of the antenna according to the reasonable direction angle and the reasonable downtilt angle;
将计算得出的小区天线最合理的方位角、下倾角(α,θ)与现网实际小区天线工参(αo,θo)进行差值计算,得出差值(αt,θt),即小区天线所需优化调整的角度。Calculate the difference between the most reasonable azimuth and downtilt (α, θ) of the calculated cell antenna and the actual cell antenna parameters (αo, θo) of the live network, and obtain the difference (αt, θt), that is, the cell The angle at which the antenna needs to be optimally adjusted.
可以将每个小区的优化调整方案形成报表;建立优化结果与小区Scell-_ID关联匹配,通过小区Scell_ID查询小区天线的优化方案。The optimization and adjustment plan of each cell can be formed into a report; the optimization result is associated with the cell Scell-_ID to match, and the optimization plan of the cell antenna can be queried through the cell Scell_ID.
上述步骤106中,聚类算法包括:K-MEDOIDS算法、K-MEANS算法、Clara算法和Clarans算法等。以下分别以K-MEDOIDS算法和K-MEANS算法为例,对步骤106中聚类簇的质点(αk,dk)的具体计算过程进行说明。In the above step 106, the clustering algorithm includes: K-MEDOIDS algorithm, K-MEANS algorithm, Clara algorithm and Clarans algorithm, etc. Taking the K-MEDOIDS algorithm and the K-MEANS algorithm as examples, the specific calculation process of the cluster particle (α k , d k ) in step 106 will be described below.
1、K-MEDOIDS算法1. K-MEDOIDS algorithm
K-MEDOIDS算法的原理为:首先随意选择一个采样点作为聚类簇的质点,反复的选取聚类簇中的其他采样点替代当前质点,以改进聚类的质量。如果替代的样本点成为新的质点后能降低聚类类簇的聚类质量,使得类簇更紧凑,则选择此样本点作为新的质点。The principle of the K-MEDOIDS algorithm is as follows: first, randomly select a sampling point as the particle of the cluster, and then repeatedly select other sampling points in the cluster to replace the current particle, so as to improve the quality of the cluster. If the replaced sample point becomes a new particle and can reduce the clustering quality of the cluster and make the cluster more compact, then select this sample point as the new particle.
该算法使用绝对误差来定义一个类簇的紧凑程度:The algorithm uses absolute error to define how compact a cluster is:
其中,E为聚类质量即绝对误差,n代表聚类簇的个数(n=2),p是迭代的样本点,cn为p归属的聚类簇,oi是聚类簇cn当前的质点,i为样本点总数。Among them, E is the clustering quality, that is, the absolute error, n represents the number of clusters (n=2), p is the iterative sample point, c n is the cluster to which p belongs, and o i is the cluster c n The current mass point, i is the total number of sample points.
如果某样本点成为质点后,绝对误差能小于原质点所造成的绝对误差,那么K中心点算法认为该样本点是可以取代原质点的,在一次迭代重新计算聚类簇质点的时候,我们选择聚类质量最小的那个样本点成为新的质点。If a certain sample point becomes a mass point, the absolute error can be smaller than the absolute error caused by the original mass point, then the K center point algorithm believes that the sample point can replace the original mass point, and when recalculating the cluster mass point in an iteration, we choose The sample point with the smallest cluster quality becomes a new particle.
举例:样本点A–>E1=10Example: sample point A–>E1=10
样本点B–>E2=11Sample point B–>E2=11
样本点C–>E3=12Sample point C–>E3=12
原质点O–>E4=13,那我们选举A作为聚类簇的新质点。The original particle O–>E4=13, then we elect A as the new particle of the cluster.
如果选择其他样本点计算出的聚类质量均大于当前质点时,我们认为当前质点为此聚类簇的最紧凑的质点,计算结束。If the cluster quality calculated by selecting other sample points is greater than the current particle, we consider the current particle to be the most compact particle of the cluster, and the calculation ends.
2、K-means算法2. K-means algorithm
K-means算法的原理为:先从n个数据对象任意选择k个对象作为初始聚类中心;而对于所剩下其它对象,则根据它们与这些聚类中心的相似度(距离),分别将它们分配给与其最相似的(聚类中心所代表的)聚类;然后再计算每个所获新聚类的聚类中心(该聚类中所有对象的均值);不断重复这一过程直到标准测度函数开始收敛为止。The principle of the K-means algorithm is: first select k objects from n data objects as the initial clustering center; and for the remaining objects, according to their similarity (distance) to these clustering centers, respectively They are assigned to the cluster they are most similar to (represented by the cluster center); the cluster center (the mean of all objects in the cluster) is then calculated for each new cluster obtained; this process is repeated until the standard until the measure function begins to converge.
该算法通常采用均方差来作为标准测度,具体公式如下:The algorithm usually uses the mean square error as the standard measure, and the specific formula is as follows:
其中,E为聚类质量,代表所有聚类簇中各对象到其所属聚类簇质点平方差和,K代表聚类簇中选取的聚类对象的个数,ci代表第i个聚类簇,P代表类簇中聚类对象,mi代表第i个类簇的质心。Among them, E is the clustering quality, which represents the sum of the square differences between each object in all clusters and the cluster to which it belongs, K represents the number of cluster objects selected in the cluster, and c i represents the i-th cluster cluster, P represents the clustering object in the cluster, and mi represents the centroid of the i-th cluster.
如果选择其他样本点计算出的聚类质量均大于当前质点时,我们认为当前质点为此聚类簇的最紧凑的质点,计算结束。当计算的数据量较大时,可以采用Clara算法或Clarans算法进行迭代计算。If the cluster quality calculated by selecting other sample points is greater than the current particle, we consider the current particle to be the most compact particle of the cluster, and the calculation ends. When the amount of data to be calculated is large, the Clara algorithm or the Clarans algorithm can be used for iterative calculation.
本发明的方法实施例,通过利用终端和基站的测量报告,根据测量报告中同一天线的样本点的数据计算天线的合理方向角和合理下倾角,利用得到的合理方向角和合理下倾角对天线当前的方向角和下倾角进行优化。基于海量测量数据、科学的数学算法计算出的小区天线最合理的方位角、下倾角度,可以快速、及时、准确地对天线角度进行优化调整,效率较高,且不依赖于维护人员的工作经验,并且能够兼顾路面覆盖及深度覆盖。可以远程对天线进行优化,无需进行现场路测,从根本上解决了对于部分路途遥远基站、居民区内无法路测的基站难以对天线进行测量、调整的问题。能够先于客户发现网络问题,缩短问题处理周期,提升用户感知。大大降低了了TD网络建设时期,大量入网基站,小区天线的优化工作量、缩短优化周期,保证网络质量。In the method embodiment of the present invention, by using the measurement reports of the terminal and the base station, the reasonable direction angle and the reasonable downtilt angle of the antenna are calculated according to the data of the sample points of the same antenna in the measurement report, and the reasonable direction angle and the reasonable downtilt angle of the antenna are calculated using the obtained reasonable direction angle and reasonable downtilt angle The current bearing and downtilt are optimized. The most reasonable azimuth angle and downtilt angle of the cell antenna calculated based on massive measurement data and scientific mathematical algorithms can quickly, timely and accurately optimize and adjust the antenna angle with high efficiency and does not depend on the work of maintenance personnel Experience, and can take into account both road coverage and depth coverage. The antenna can be optimized remotely without on-site drive test, which fundamentally solves the problem that it is difficult to measure and adjust the antenna for some remote base stations and base stations in residential areas that cannot be tested by drive. It can discover network problems before customers, shorten the problem-solving cycle, and improve user perception. It greatly reduces the TD network construction period, a large number of network base stations, and the optimization workload of cell antennas, shortens the optimization cycle, and ensures network quality.
基于同一发明构思,本发明还提供一种天线角度优化系统,如图2所示,该系统实施例包括:采集装置21、解析装置22、角度计算装置23、优化装置24。Based on the same inventive concept, the present invention also provides an antenna angle optimization system. As shown in FIG. 2 , the system embodiment includes: an acquisition device 21 , an analysis device 22 , an angle calculation device 23 , and an optimization device 24 .
其中,采集装置,用于采集终端和基站的测量报告;解析装置,用于解析测量报告,得到样本点,将同一天线下的样本点作为该天线的聚类簇;角度计算装置,用于根据天线的聚类簇计算天线的合理方向角和合理下倾角;优化装置,用于根据合理方向角和合理下倾角对天线的方向角和下倾角进行优化。Among them, the collection device is used to collect the measurement report of the terminal and the base station; the analysis device is used to analyze the measurement report to obtain the sample point, and the sample point under the same antenna is used as the cluster of the antenna; the angle calculation device is used for The clustering of the antenna calculates the reasonable direction angle and the reasonable downtilt angle of the antenna; the optimization device is used to optimize the direction angle and the downtilt angle of the antenna according to the reasonable direction angle and the reasonable downtilt angle.
具体地,角度计算装置,采用聚类算法对聚类簇中的样本点进行迭代,计算出聚类簇中聚类质量最小的质点;根据聚类质量最小的质点计算天线的合理方向角和合理下倾角。Specifically, the angle calculation device uses a clustering algorithm to iterate the sample points in the cluster, and calculates the particle with the smallest clustering quality in the cluster; calculates the reasonable direction angle and reasonable angle of the antenna according to the particle with the smallest clustering quality. Lower inclination.
如图3所示,角度计算装置包括:质点计算模块31、合理方向角计算模块32和合理下倾角计算模块33。As shown in FIG. 3 , the angle calculation device includes: a mass point calculation module 31 , a reasonable direction angle calculation module 32 and a reasonable downtilt angle calculation module 33 .
其中,质点计算模块,用于对聚类簇中的样本点进行迭代,计算样本点的聚类质量;选取聚类质量最小的质点(αk,dk),αk为天线主瓣水平方向与正北的夹角,dk为天线主瓣落地点与基站的距离;合理方向角计算模块,用于计算天线的合理方向角为αk;合理下倾角计算模块,用于根据dk计算合理下倾角为其中,h为天线挂高。Among them, the mass point calculation module is used to iterate the sample points in the cluster to calculate the clustering quality of the sample points; select the mass point (α k , d k ) with the smallest clustering quality, and α k is the horizontal direction of the main lobe of the antenna The included angle with true north, d k is the distance between the main lobe of the antenna and the base station; the reasonable direction angle calculation module is used to calculate the reasonable direction angle of the antenna as α k ; the reasonable downtilt angle calculation module is used to calculate according to d k The reasonable downtilt angle is Among them, h is the height of the antenna.
采集到的测量报告中包括以下测量数据:基站编号Scell_ID、国际移动用户识别码IMSI、测量采样时间、终端到基站的时间提前量Tadv以及天线到达角AOA。The collected measurement report includes the following measurement data: base station number Scell_ID, international mobile subscriber identity IMSI, measurement sampling time, time advance Tadv from terminal to base station, and antenna angle of arrival AOA.
如图4所示,解析装置包括:转换模块41和平滑处理模块42。As shown in FIG. 4 , the parsing device includes: a conversion module 41 and a smoothing processing module 42 .
其中,转换模块,用于将Tadv和AOA在测量报告中的数值转换为实际测量值。平滑处理模块,用于以IMSI为基准,对单位时间段内的Tadv和AOA分别取平均值。Wherein, the conversion module is used to convert the values of Tadv and AOA in the measurement report into actual measurement values. The smoothing processing module is used for taking the IMSI as a benchmark and calculating average values for Tadv and AOA in a unit time period.
本发明的系统实施例,通过利用终端和基站的测量报告,根据测量报告中同一天线的样本点的数据计算天线的合理方向角和合理下倾角,利用得到的合理方向角和合理下倾角对天线当前的方向角和下倾角进行优化。基于海量测量数据、科学的数学算法计算出的小区天线最合理的方位角、下倾角度,可以快速、及时、准确地对天线角度进行优化调整,效率较高,且不依赖于维护人员的工作经验,并且能够兼顾路面覆盖及深度覆盖。可以远程对天线进行优化,无需进行现场路测,从根本上解决了对于部分路途遥远基站、居民区内无法路测的基站难以对天线进行测量、调整的问题。能够先于客户发现网络问题,缩短问题处理周期,提升用户感知。大大降低了了TD网络建设时期,大量入网基站,小区天线的优化工作量、缩短优化周期,保证网络质量。In the system embodiment of the present invention, by using the measurement reports of the terminal and the base station, the reasonable direction angle and the reasonable downtilt angle of the antenna are calculated according to the data of the sample points of the same antenna in the measurement report, and the reasonable direction angle and the reasonable downtilt angle are used for the antenna The current bearing and downtilt are optimized. The most reasonable azimuth angle and downtilt angle of the cell antenna calculated based on massive measurement data and scientific mathematical algorithms can quickly, timely and accurately optimize and adjust the antenna angle with high efficiency and does not depend on the work of maintenance personnel Experience, and can take into account both road coverage and depth coverage. The antenna can be optimized remotely without on-site drive test, which fundamentally solves the problem that it is difficult to measure and adjust the antenna for some remote base stations and base stations in residential areas that cannot be tested by drive. It can discover network problems before customers, shorten the problem-solving cycle, and improve user perception. It greatly reduces the TD network construction period, a large number of network base stations, and the optimization workload of cell antennas, shortens the optimization cycle, and ensures network quality.
应说明的是:以上实施例仅用以说明本发明而非限制,本发明也并不仅限于上述举例,一切不脱离本发明的精神和范围的技术方案及其改进,其均应涵盖在本发明的权利要求范围中。It should be noted that: the above embodiments are only used to illustrate the present invention without limitation, and the present invention is not limited to the above-mentioned examples, and all technical solutions and improvements thereof that do not depart from the spirit and scope of the present invention should be included in the present invention. within the scope of the claims.
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