CN111818551B - VOLTE call drop reason determination method and device - Google Patents
VOLTE call drop reason determination method and device Download PDFInfo
- Publication number
- CN111818551B CN111818551B CN201910295889.3A CN201910295889A CN111818551B CN 111818551 B CN111818551 B CN 111818551B CN 201910295889 A CN201910295889 A CN 201910295889A CN 111818551 B CN111818551 B CN 111818551B
- Authority
- CN
- China
- Prior art keywords
- cell
- call drop
- cells
- granularity
- poor quality
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000000034 method Methods 0.000 title claims abstract description 50
- 238000004458 analytical method Methods 0.000 claims abstract description 40
- 230000011664 signaling Effects 0.000 claims abstract description 21
- 230000002159 abnormal effect Effects 0.000 claims description 53
- 238000003860 storage Methods 0.000 claims description 20
- 238000004590 computer program Methods 0.000 claims description 18
- 230000006870 function Effects 0.000 claims description 15
- 238000011156 evaluation Methods 0.000 claims description 13
- 238000009826 distribution Methods 0.000 claims description 12
- 238000012545 processing Methods 0.000 claims description 10
- 230000007774 longterm Effects 0.000 claims description 7
- 238000012423 maintenance Methods 0.000 abstract description 8
- 238000005457 optimization Methods 0.000 abstract description 5
- 230000000875 corresponding effect Effects 0.000 description 10
- 238000010586 diagram Methods 0.000 description 10
- 230000008569 process Effects 0.000 description 9
- 230000005856 abnormality Effects 0.000 description 8
- 238000005065 mining Methods 0.000 description 5
- 238000005516 engineering process Methods 0.000 description 4
- 238000004519 manufacturing process Methods 0.000 description 3
- 238000010295 mobile communication Methods 0.000 description 3
- 230000003287 optical effect Effects 0.000 description 3
- 230000002085 persistent effect Effects 0.000 description 3
- 238000012216 screening Methods 0.000 description 3
- 238000011161 development Methods 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 230000002093 peripheral effect Effects 0.000 description 2
- 230000002457 bidirectional effect Effects 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 238000004891 communication Methods 0.000 description 1
- 230000002596 correlated effect Effects 0.000 description 1
- 230000006866 deterioration Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 238000000802 evaporation-induced self-assembly Methods 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 238000000691 measurement method Methods 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 230000006855 networking Effects 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
Images
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/02—Arrangements for optimising operational condition
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W24/00—Supervisory, monitoring or testing arrangements
- H04W24/10—Scheduling measurement reports ; Arrangements for measurement reports
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
本发明实施例公开了一种VOLTE掉话原因确定方法,所述方法包括:根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,多次VOLTE通话发生在多个小区;根据多个通断记录和质差判定指标,确定多个小区中的质差小区,质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率;根据掉话分析指标,确定质差小区的VOLTE掉话的原因。采用本发明实施例,能够充分挖掘并准确地确定VOLTE掉话原因,以有效支撑网络维护及优化,提高VOLTE语音通话质量。
The embodiment of the present invention discloses a method for determining the cause of a VOLTE call drop. The method includes: acquiring a plurality of on-off calls corresponding to a plurality of VOLTE calls of a plurality of users according to XDR signaling data of a plurality of scalable detailed single interfaces. Records, among which, multiple VOLTE calls occurred in multiple cells; according to multiple on-off records and quality poor judgment indicators, determine the poor quality cells in multiple cells, and the quality poor judgment indicators include the total number of users in the cell and the poor quality users in the cell At least one of the ratios, and the call drop rate of the cell; according to the call drop analysis index, determine the cause of the VOLTE call drop in the cell with poor quality. The embodiment of the present invention can fully excavate and accurately determine the cause of VOLTE call drop, so as to effectively support network maintenance and optimization, and improve the quality of VOLTE voice calls.
Description
技术领域technical field
本发明涉及移动通信技术领域,尤其涉及一种VOLTE掉话原因的确定方法及装置。The invention relates to the technical field of mobile communication, and in particular, to a method and device for determining the cause of a VOLTE call drop.
背景技术Background technique
目前,VOLTE(Voice over LTE(Long Term Evolution,长期演进))作为基于4G移动通信技术(The 4Generation Mobile Communication Technology)的高清语音业务,是移动语音通信的发展趋势。随着VOLTE语音业务的发展,VOLTE语音业务的质量问题也越来越受关注,保障VOLTE语音通话质量,提升用户满意度是电信运营商的迫切需求。At present, VOLTE (Voice over LTE (Long Term Evolution, Long Term Evolution)), as a high-definition voice service based on 4G mobile communication technology (The 4Generation Mobile Communication Technology), is a development trend of mobile voice communication. With the development of VOLTE voice services, the quality of VOLTE voice services has attracted more and more attention. It is an urgent need for telecom operators to ensure the quality of VOLTE voice calls and improve user satisfaction.
现有的针对VOLTE语音业务异常掉话的原因分析是基于全量用户整体掉话率指标展开的,即通过计算统计的总掉话次数和总接通次数的比值,确定VOLTE用户的总体掉话率。但是基于此分析得到的质差原因存在很大的局限性,不够具体准确,不利于提高VOLTE语音通话质量。The existing reason analysis for abnormal call drop of VOLTE voice service is carried out based on the overall call drop rate index of all users, that is, the overall call drop rate of VOLTE users is determined by calculating the ratio of the total number of dropped calls to the total number of connections. . However, the reasons for the poor quality obtained based on this analysis have great limitations and are not specific and accurate enough, which is not conducive to improving the quality of VOLTE voice calls.
发明内容SUMMARY OF THE INVENTION
本发明实施例提供一种天线工程参数测量方法及装置、设备和存储介质,以解决现有的VOLTE掉话原因确定结果不够准确的问题,以提高提高VOLTE语音通话质量。Embodiments of the present invention provide an antenna engineering parameter measurement method, device, and storage medium, so as to solve the problem that the existing VOLTE call drop cause determination result is not accurate enough, so as to improve the VOLTE voice call quality.
为了解决上述技术问题,本发明是这样实现的:In order to solve the above-mentioned technical problems, the present invention is achieved in this way:
第一方面,提供了一种VOLTE掉话原因确定方法,该方法包括:In a first aspect, a method for determining the cause of a VOLTE call drop is provided, the method comprising:
根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,所述多次VOLTE通话发生在多个小区;Obtain multiple on-off records corresponding to multiple VOLTE calls of multiple users according to the XDR signaling data of multiple scalable detailed single interfaces, wherein the multiple VOLTE calls occur in multiple cells;
根据所述多个通断记录和质差判定指标,确定所述多个小区中的质差小区,所述质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率;Determine a cell with poor quality among the plurality of cells according to the plurality of on-off records and the poor quality judgment index, the poor quality judgment index comprising at least one of the total number of users in the cell and the proportion of users with poor quality in the cell, and cell drop rate;
根据掉话分析指标,确定所述质差小区的VOLTE掉话的原因。According to the call drop analysis index, determine the cause of the VOLTE call drop in the poor-quality cell.
第二方面,提供了一种VOLTE掉话原因确定装置,该装置包括:In a second aspect, a VOLTE call drop cause determination device is provided, and the device includes:
获取模块,用于根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,所述多次VOLTE通话发生在多个小区;The acquisition module is used to acquire multiple on-off records corresponding to multiple VOLTE calls of multiple users according to the XDR signaling data of multiple scalable detailed single interfaces, wherein the multiple VOLTE calls occurred in multiple cells ;
第一确定模块,根据所述多个通断记录和质差判定指标,确定所述多个小区中的质差小区,所述质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率;The first determination module determines the cells with poor quality in the plurality of cells according to the plurality of on-off records and the poor quality judgment indicators, and the poor quality judgment indicators include the total number of users in the cells and the proportion of users with poor quality in the cells. at least one of , and the call drop rate of the cell;
第二确定模块,根据掉话分析指标,确定所述质差小区的VOLTE掉话的原因。The second determining module determines the cause of the VOLTE call drop in the poor-quality cell according to the call drop analysis index.
第三方面,提供了一种电子设备,该电子设备包括处理器、存储器及存储在所述存储器上并可在所述处理器上运行的计算机程序,所述计算机程序被所述处理器执行时实现如第一方面所述的方法的步骤。In a third aspect, an electronic device is provided, the electronic device includes a processor, a memory, and a computer program stored on the memory and executable on the processor, when the computer program is executed by the processor The steps of implementing the method as described in the first aspect.
第四方面,提供了一种计算机可读存储介质,其特征在于,所述计算机可读存储介质上存储计算机程序,所述计算机程序被处理器执行时实现如第一方面所述的方法的步骤。In a fourth aspect, a computer-readable storage medium is provided, wherein a computer program is stored on the computer-readable storage medium, and when the computer program is executed by a processor, the steps of the method according to the first aspect are implemented .
在本发明实施例中,通过对底层的多个可扩展详单接口XDR信令数据进行充分挖掘、解析,获取到多个小区内各单一用户单次VOLTE通话的通断记录,并将解析得到的多个通断记录作为底层数据源,进一步结合质差判定指标从该多个小区中筛选质差小区,具体在进行质差小区判定时,除了考虑小区掉话率,还需要结合小区用户总数和小区内质差用户占比两个质差判定指标中的至少一个,以提高质差小区判定的准确率,进而则可以根据具体的掉话分析指标对各质差小区的VOLTE掉话原因进行分析确定。如此,通过采用多种质差判定指标进行质差小区的准确判定,并基于具体的掉话分析指标进行VOLTE掉话原因的确定,以充分挖掘并准确地确定VOLTE掉话原因,从而有效支撑网络维护及优化,提高VOLTE语音通话质量。In the embodiment of the present invention, by fully mining and analyzing the XDR signaling data of multiple extensible detailed single interfaces at the bottom layer, the on-off records of each single user's single VOLTE call in multiple cells are obtained, and the analysis results are obtained. The multiple on-off records are used as the underlying data source, and the poor-quality cells are further screened from the multiple cells based on the poor-quality judgment indicators. Specifically, when judging the poor-quality cells, in addition to considering the call drop rate of the cell, it is also necessary to combine the total number of users in the cell. At least one of the two poor quality judgment indicators, and the proportion of poor quality users in the cell, in order to improve the accuracy of the poor quality cell judgment, and then according to the specific call drop analysis indicators, the reasons for the VOLTE call drop of each poor quality cell can be analyzed. Analysis confirmed. In this way, by using a variety of poor quality judgment indicators to accurately determine the poor quality cells, and based on the specific call drop analysis indicators to determine the cause of VOLTE call drop, to fully excavate and accurately determine the cause of VOLTE call drop, so as to effectively support the network. Maintenance and optimization to improve the quality of VOLTE voice calls.
附图说明Description of drawings
此处所说明的附图用来提供对本发明的进一步理解,构成本发明的一部分,本发明的示意性实施例及其说明用于解释本发明,并不构成对本发明的不当限定。在附图中:The accompanying drawings described herein are used to provide further understanding of the present invention and constitute a part of the present invention. The exemplary embodiments of the present invention and their descriptions are used to explain the present invention and do not constitute an improper limitation of the present invention. In the attached image:
图1是本发明实施例中VOLTE掉话原因确定方法的流程示意图;1 is a schematic flowchart of a method for determining the cause of VOLTE call drop in the embodiment of the present invention;
图2是本发明实施例中确定VOLTE掉话原因的过程示意图;Fig. 2 is the process schematic diagram of determining the cause of VOLTE call drop in the embodiment of the present invention;
图3是本发明实施例中VOLTE掉话原因确定装置的结构示意图;Fig. 3 is the structural representation of the device for determining the cause of VOLTE call drop in the embodiment of the present invention;
图4是本发明实施例中电子设备的结构示意图。FIG. 4 is a schematic structural diagram of an electronic device in an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例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做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 will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.
对于背景技术部分陈述的现有基于单一的掉话率指标分析VoLTE语音业务异常掉话原因的分析方案,无法为大数据时代下的网络质量分析提供更多有效的信息,更无法满足智能运维的技术要求。For the existing analysis solution based on a single call drop rate indicator to analyze the cause of abnormal call drop of VoLTE voice service stated in the background art, it cannot provide more effective information for network quality analysis in the era of big data, nor can it meet the requirements of intelligent operation and maintenance technical requirements.
另外,除了通过获取VoLTE用户的总体掉话率指标的方式,现有的相关技术中,根据掉话原因统计维度的不同,获得分地市用户的掉话指标情况。但存在以下几点问题:In addition, in addition to the method of obtaining the overall call drop rate index of VoLTE users, in the related art, the call drop index situation of users in different cities is obtained according to different statistical dimensions of call drop reasons. But there are the following problems:
(1)地市级粒度的VoLTE语音业务异常掉话指标适用于考核、通报,当涉及到更为具体的网络异常监控和原因分析的场景时,存在很大的局限性。(1) The city-level granularity of VoLTE voice service abnormal call drop indicators is suitable for assessment and notification. When it comes to more specific network abnormal monitoring and cause analysis scenarios, there are great limitations.
(2)导致VoLTE语音业务异常掉话情况出现的原因有多种,单一的掉话率指标无法反映出更多的掉话原因,从而无法开展更深入的掉话原因分析工作。(2) There are many reasons for the abnormal call drop of the VoLTE voice service. A single call drop rate indicator cannot reflect more call drop reasons, so it is impossible to carry out more in-depth call drop cause analysis work.
(3)从VoLTE网络组网层面上看,缺乏从核心网元侧及无线基站侧两个维度的掉话异常分析手段。(3) From the perspective of VoLTE network networking, there is a lack of abnormal call drop analysis methods from the core network element side and the wireless base station side.
可见,现有的VoLTE语音业务异常掉话的原因分析手段比较停留于表层,导致无法充分挖掘并利用大数据的价值。因此,需要提供一种能够准确且深入地挖掘VoLTE掉话原因的方案,以保障VoLTE语音通话质量,提升用户满意度。It can be seen that the existing analysis methods for abnormal dropped calls of VoLTE voice services are relatively superficial, resulting in the inability to fully exploit and utilize the value of big data. Therefore, it is necessary to provide a solution that can accurately and deeply mine the cause of VoLTE call drop, so as to ensure the quality of VoLTE voice calls and improve user satisfaction.
以下结合附图,详细说明本发明各实施例提供的技术方案。The technical solutions provided by the embodiments of the present invention will be described in detail below with reference to the accompanying drawings.
参见图1所示,本发明实施例提供一种VOLTE掉话原因确定方法。该方法可具体包括:Referring to FIG. 1 , an embodiment of the present invention provides a method for determining the cause of a VOLTE call drop. The method may specifically include:
步骤S101:根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,多次VOLTE通话发生在多个小区。Step S101 : Acquire multiple on-off records corresponding to multiple VOLTE calls of multiple users according to the XDR signaling data of multiple scalable detailed single interfaces, wherein multiple VOLTE calls occur in multiple cells.
步骤S103:根据多个通断记录和质差判定指标,确定多个小区中的质差小区,质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率。Step S103: According to the multiple on-off records and the poor quality judgment indicators, determine the poor quality cells in the plurality of cells, and the quality poor judgment indicators include at least one of the total number of users in the cells and the proportion of users with poor quality in the cells, and the dropped calls in the cells. Rate.
步骤S105:根据掉话分析指标,确定质差小区的VOLTE掉话的原因。Step S105: According to the call drop analysis index, determine the cause of the VOLTE call drop in the cell with poor quality.
在本发明实施例中,通过对底层的多个可扩展详单接口XDR信令数据进行充分挖掘、解析,获取到多个小区内各单一用户单次VOLTE通话的通断记录,并将解析得到的多个通断记录作为底层数据源,进一步结合质差判定指标从该多个小区中筛选质差小区,即基于VOLTE网络的端到端通话数据进行质差分析,具体在进行质差小区判定时,除了考虑小区掉话率,还需要结合小区用户总数和小区内质差用户占比两个质差判定指标中的至少一个,以提高质差小区判定的准确率,进而则可以根据具体的掉话分析指标对各质差小区的VOLTE掉话原因进行分析确定。如此,通过采用多种质差判定指标进行质差小区的准确判定,并基于具体的掉话分析指标进行VOLTE掉话原因的确定,以充分挖掘并准确地确定VOLTE掉话原因,从而有效支撑网络维护及优化,提高VOLTE语音通话质量。In the embodiment of the present invention, by fully mining and analyzing the XDR signaling data of multiple extensible detailed single interfaces at the bottom layer, the on-off records of each single user's single VOLTE call in multiple cells are obtained, and the analysis results are obtained. The multiple on-off records of the VOLTE network are used as the underlying data source, and the poor-quality cells are further screened from the multiple cells in combination with the poor-quality judgment indicators, that is, the poor-quality cells are analyzed based on the end-to-end call data of the VOLTE network. In addition to considering the call drop rate of the cell, it is also necessary to combine at least one of the two poor quality judgment indicators, the total number of users in the cell and the proportion of users with poor quality in the cell, to improve the accuracy of the judgment of poor quality cells. The call drop analysis index analyzes and determines the cause of the VOLTE call drop in each cell with poor quality. In this way, by using a variety of poor quality judgment indicators to accurately determine the poor quality cells, and based on the specific call drop analysis indicators to determine the cause of VOLTE call drop, to fully excavate and accurately determine the cause of VOLTE call drop, so as to effectively support the network. Maintenance and optimization to improve the quality of VOLTE voice calls.
可选的,对于本发明实施例的VOLTE掉话原因确定方法,在上述质差判定指标包括小区用户总数、小区内质差用户占比和小区掉话率的情况下,上述步骤S103,可以具体执行为:Optionally, for the method for determining the cause of VOLTE call drop according to the embodiment of the present invention, in the case that the above-mentioned poor quality judgment indicators include the total number of users in the cell, the proportion of users with poor quality in the cell, and the call drop rate of the cell, the above step S103 may be specific. Execute as:
根据多个通断记录,确定多个小区中各小区的掉话率;Determine the call drop rate of each cell in multiple cells according to multiple on-off records;
将多个小区中掉话率大于掉话率门限、用户总数大于用户总数门限且质差用户占比大于质差用户占比门限的小区,确定为质差小区。A cell in which the call drop rate is greater than the call drop rate threshold, the total number of users is greater than the total number of users threshold, and the proportion of poor quality users is greater than the threshold of poor quality users in multiple cells is determined as a poor quality cell.
可以理解,根据多个小区内各单一用户单次VOLTE通话的通断记录,进行小区粒度的掉话率统计,则进一步结合各小区的掉话率、用户总数和质差用户占比分别与预先确定的掉话率门限、用户总数门限和质差用户占比门限的大小关系,准确地筛选出质差小区。It can be understood that according to the on-off records of each single user's single VOLTE call in multiple cells, the call drop rate statistics of the cell granularity are carried out. Determine the relationship between the call drop rate threshold, the total number of users threshold and the threshold for the proportion of poor quality users, and accurately screen out the poor quality cells.
其中,小区掉话率可以为小时粒度的还可以为分钟粒度的,根据实际需求进行统计。Among them, the call drop rate of the cell may be in hour granularity or minute granularity, and statistics are made according to actual needs.
进一步可选的,上述质差小区的总数占多个小区的总数的百分比为预设值,且预设值等于第一比例、第二比例和第三比例的乘积;Further optionally, the percentage of the total number of cells with poor quality to the total number of multiple cells is a preset value, and the preset value is equal to the product of the first ratio, the second ratio and the third ratio;
其中,第一比例为多个小区中掉话率大于掉话率门限的第一小区的总数与多个小区的总数的比值,Wherein, the first ratio is the ratio of the total number of the first cells with the call drop rate greater than the call drop rate threshold in the multiple cells to the total number of the multiple cells,
第二比例为第一小区中用户总数大于用户总数门限的第二小区的总数与第一小区的总数的比值,The second ratio is the ratio of the total number of second cells in which the total number of users is greater than the threshold of the total number of users to the total number of first cells in the first cell,
第三比例为第二小区中质差用户占比大于质差用户占比门限的第三小区的总数与第二小区的总数的比值。The third ratio is the ratio of the total number of third cells in which the proportion of poor quality users is greater than the threshold of the proportion of poor quality users to the total number of second cells in the second cell.
可以理解,为了能够确保准确地从作为筛选样本的多个小区中筛选出质差小区,掉话率门限、用户总数门限和质差用户占比门限的选择,优选地需使得基于此筛选出的质差小区的比例达到一定的预设值,比如0.1%。It can be understood that, in order to ensure that poor-quality cells are accurately screened from multiple cells used as screening samples, the call drop rate threshold, the total number of users threshold, and the threshold for the proportion of poor-quality users are preferably selected based on The proportion of cells with poor quality reaches a certain preset value, such as 0.1%.
下面可以结合具体示例,说明上述门限确定的过程,具体地,通过筛选出一定量的样本空间,约200000个不同时刻的小区清单,获得用户级的掉话率指标情况,并根据日常维护经验以及指标情况得出满足质差门限的0.1%的小区。其中,掉话率门限设为x%、用户总数门限设为y、质差用户占比门限设为z%,则涉及到的权重参数如下:The above threshold determination process can be described below with specific examples. Specifically, by screening a certain amount of sample space and about 200,000 cell lists at different times, the user-level call drop rate indicators are obtained, and based on daily maintenance experience and The index situation yields cells that meet 0.1% of the quality difference threshold. Among them, the call drop rate threshold is set to x%, the total number of users threshold is set to y, and the threshold for the proportion of poor quality users is set to z%, and the weight parameters involved are as follows:
ξ:掉话率>x%的小区数占比;ξ: the proportion of the number of cells with call drop rate > x%;
ν:小区的用户总数>y的小区数占比;ν: the proportion of the total number of users in the cell > the number of cells in y;
ζ:小区内质差用户占比>z%的小区数占比;ζ: The proportion of the number of cells with poor quality users in the cell > z%;
可知,从质差小区的筛选规则为:n=m×ξ×ν×ζ。It can be seen that the screening rule for poor quality cells is: n=m×ξ×ν×ζ.
具体的,若从200000的总体样本空间(即m)中筛选出小区的掉话率大于x%的小区数为7824时,ξ为3.9%,进一步地7824个小区中满足小区的用户总数大于y的小区数为7015时,ν为90%,进一步地7015个小区中满足小区内质差用户占比大于z%的小区数为231,ν为3.3%,则ξ×ν×ζ=0.001。即x、y和z的门限取值,应能从全量小区清单中筛选出约0.1%的异常小区列表,并使ξ×ν×ζ的值为0.1%。Specifically, if the number of cells whose call drop rate is greater than x% is screened from the overall sample space of 200,000 (ie m) is 7824, ξ is 3.9%, and the total number of users in the 7824 cells that satisfy the cell is greater than y When the number of cells in 7015 is 7015, ν is 90%. Further, among the 7015 cells, the number of cells that satisfy the ratio of users with poor quality within the cell is greater than z% is 231, and ν is 3.3%, then ξ×ν×ζ=0.001. That is, the threshold values of x, y and z should be able to filter out about 0.1% of the abnormal cell list from the full cell list, and make the value of ξ×ν×ζ 0.1%.
可选的,上述掉话分析指标包括:小区异常掉话类型、区县粒度掉话率、核心网元粒度掉话率、无线厂家粒度掉话率、终端类型粒度掉话率、小区内质差用户占比、小区时间粒度评估指标中的至少一个;Optionally, the above-mentioned call drop analysis indicators include: abnormal call drop type in the cell, call drop rate at district/county granularity, call drop rate at core network element granularity, call drop rate at wireless manufacturer granularity, call drop rate at terminal type granularity, and poor quality in the cell At least one of the user ratio and the cell time granularity evaluation index;
其中,小区异常掉话类型基于多个XDR信令数据确定,区县粒度掉话率、核心网元粒度掉话率、无线厂家粒度掉话率、终端类型粒度掉话率、小区内质差用户占比和小区时间粒度评估指标基于多个通断记录确定。Among them, the abnormal call drop type of the cell is determined based on multiple XDR signaling data, the call drop rate of district and county granularity, the call drop rate of core network element granularity, the call drop rate of wireless manufacturer granularity, the call drop rate of terminal type granularity, and the poor quality users in the cell. The proportion and cell time granularity evaluation indicators are determined based on multiple on-off records.
可以理解,多个XDR信令数据除了能够作为多个通断记录的底层数据,还可以基于对多个XDR信令数据的分析确定各异常掉话的具体类型,进而可以基于各具体的异常掉话类型进行小区粒度的汇总,确定小区异常掉话类型,比如将各小区内出现频率最高的具体的掉话类型确定为该小区对应的小区异常掉话类型。基于多个通断记录除了能够汇总确定小区粒度的掉话率,还可以进一步汇总确定区县粒度、核心网元粒度、无线厂家粒度和终端类型粒度的掉话率、小区时间粒度评估指标。It can be understood that, in addition to being the underlying data of multiple on-off records, multiple XDR signaling data can also be used to determine the specific type of each abnormal call drop based on the analysis of multiple XDR signaling data, and then can be based on each specific abnormal call drop. Summarize the cell granularity by the call type to determine the abnormal call drop type of the cell, for example, determine the specific call drop type with the highest frequency in each cell as the abnormal call drop type of the cell corresponding to the cell. Based on multiple on-off records, in addition to summarizing and determining the call drop rate of cell granularity, it can further aggregate and determine the call drop rate and cell time granularity evaluation indicators of district granularity, core network element granularity, wireless manufacturer granularity and terminal type granularity.
其中,掉话率包括主叫掉话率和被叫掉话率。Among them, the call drop rate includes the call drop rate of the calling party and the call drop rate of the called party.
同理,还可以基于小区内各用户的掉话情况确定用户是否为质差用户,比如在用户的掉话比例达到一定值时可以将该用户作为质差用户,从而可以确定质差用户占比。Similarly, it is also possible to determine whether a user is a poor quality user based on the call drop situation of each user in the cell. For example, when the user's call drop rate reaches a certain value, the user can be regarded as a poor quality user, so that the proportion of poor quality users can be determined. .
可选的,上述小区异常掉话类型包括:长期演进LTE拆专载、增强的单一无线语音呼叫连续性eSRVCC失败、媒体流中断和注册超时中的至少一个。Optionally, the abnormal call drop type of the cell includes: at least one of long-term evolution LTE decommissioning, enhanced single wireless voice call continuity eSRVCC failure, media stream interruption and registration timeout.
需要说明的是,本发明实施例中的小区异常掉话类型,除了上述四种异常掉话类型外的异常掉话情况,可以统一归为其他异常掉话类型。It should be noted that the abnormal call drop types of the cell in the embodiment of the present invention, except for the abnormal call drop cases except the above four types of abnormal call drop types, may be uniformly classified into other abnormal call drop types.
可选的,上述核心网元粒度掉话率包括:代理呼叫会话控制功能P-CSCF网元粒度掉话率、服务呼叫会话控制功能S-CSCF网元粒度掉话率和增强的移动交换中心eMSC网元粒度掉话率中的至少一个。Optionally, the above-mentioned core network element granularity call drop rate includes: proxy call session control function P-CSCF network element granularity call drop rate, serving call session control function S-CSCF network element granularity call drop rate and enhanced mobile switching center eMSC At least one of the network element granularity call drop rates.
可选的,上述小区时间粒度评估指标包括:小区天粒度掉话率、小区全天质差时长和小区在预设时期内存在掉话异常的天数中的至少一个。Optionally, the above cell time granularity evaluation index includes: at least one of the cell day granularity call drop rate, the duration of poor quality of the cell throughout the day, and the number of days in which the cell has abnormal call drops within a preset period.
进一步地,结合图2对上述步骤S105的方案进行说明。具体针对质差小区,可以根据单一变量原则,横向比较后初步得出可能的质差原因,如图2所示,主要通过可以获取的从小区维度、区县度、时间维度、无线厂家维度、用户维度、掉话类型维度以及核心网元维度进行分析、评判,最终得出通用结论。Further, the solution of the above step S105 will be described with reference to FIG. 2 . Specifically for the poor quality cells, according to the single variable principle, the possible reasons for the poor quality can be preliminarily obtained after horizontal comparison, as shown in Figure 2. The user dimension, the dropped call type dimension, and the core network element dimension are analyzed and judged, and a general conclusion is finally drawn.
举例来说,由图2中的小区小时掉话率指标可知,该小区为异常掉话的质差小区,且小区全天均异常,则可以同向对比小时内同区县中其他小区是否异常,若其他小区无异常,则说明该单个小区异常,若其他小区也异常,则说明该区县内的小区异常普遍现象;对于同区县同无线厂家的小时粒度掉话率指标,可以判断是否该小时内该区县内所有无线厂家A的小时粒度掉话率均异常,若是,说明无线厂家存在问题,若不是,则可以判断同区县其他无线厂家的小时粒度掉话率指标异常情况,判断是否为区县内小区问题;对于其他指标,根据单一变量原则,横向比较的过程类同上述内容。For example, according to the hourly call drop rate index of the cell in Figure 2, it can be seen that the cell is a low-quality cell with abnormal call drops, and the cell is abnormal throughout the day, so it is possible to compare whether other cells in the same district or county are abnormal in the same direction within the hour. , if there is no abnormality in other cells, it means that the single cell is abnormal; if other cells are abnormal, it means that the cells in the district or county are abnormally common; for the hourly granularity call drop rate index of the same district and county and the same wireless manufacturer, it can be judged whether In this hour, the hourly granularity call drop rate of all wireless manufacturers A in the district and county is abnormal. If so, it means that there is a problem with the wireless manufacturer; Judging whether it is a district or county problem; for other indicators, according to the single variable principle, the process of horizontal comparison is similar to the above.
对于图2中的各指标,其中,该小区该小时指标:判定该小区掉话率异常的指标;主要掉话类型:统计占比最大的掉话类型,辅助判断是否存在某一信令流程异常,导致某类信令掉话占比明显多于其他类型;质差用户数及占比:统计共有多少用户存在掉话质差的情况,并计算质差用户占比,以此分析掉话异常是否为普遍情况,还是某个用户的孤立异常;用户跟踪分析:筛选出本小时段内掉话率异常的用户,并跟踪在同一时段内,这些用户在其他小区的掉话率指标情况,分析是否存在个别用户的原因,导致指标劣化的情况,如某些用户在多个小区下都存在掉话异常的情况,则存在用户侧异常的可能性;同时分析这些用户的终端品牌及型号,辅助判断是否存在某一品牌设备质差的情况;该小区全天指标:比较天粒度指标,确认是否存在长时间异常;该小区全天质差小时数:统计全天24小时内一共有多少个时段存在掉话率异常的情况,确认是否存在长时间异常;同区县同无线厂家小时指标:比较异常小区所属的无线厂家,在同一区县下的指标情况,用以分析是否存在无线侧设备的问题;同区县其他无线厂家小时指标:比较其他无线厂家在同一区县下的指标情况,用以分析是否在无线侧存在普遍异常问题;该小区近7日质差天数:统计该小区在最近7天存在质差异常的天数,确认该小区是否存在持续性掉话异常情况,或者只是当天出现的偶发性异常;该地市P-CSCF(Proxy-Call Session Control Function,代理呼叫会话控制功能)指标:比较该小区所在地市核心网元P-CSCF的掉话率指标,判断是否存在某一个或多个P-CSCF网元指标异常;该地市S-CSCF(Serving-Call Session Control Function,服务呼叫会话控制功能)指标:比较该小区所在地市核心网元S-CSCF的掉话率指标,是判断是否存在某一个或多个S-CSCF网元指标异常;该地市eMSC(enhanced Mobile Switching Center,增强的移动交换中心)指标:比较该小区所在地市核心网元eMSC的掉话率指标,是否判断存在某一个或多个eMSC网元指标异常。For each indicator in Figure 2, the hour indicator of the cell: an indicator to determine the abnormal call drop rate of the cell; main call drop types: the type of call drop with the largest proportion of statistics, to assist in judging whether there is a certain signaling process abnormality , resulting in a significantly higher proportion of dropped calls for certain types of signaling than for other types; the number and proportion of users with poor quality: Count the total number of users with poor quality of dropped calls, and calculate the proportion of users with poor quality to analyze abnormal dropped calls Whether it is a common situation or an isolated abnormality of a certain user; user tracking analysis: screen out users with abnormal call drop rates in this hour, and track the call drop rate indicators of these users in other cells during the same period, and analyze Whether there are individual user reasons that lead to the deterioration of indicators, such as some users have abnormal call drops in multiple cells, there is the possibility of abnormal user side; Judging whether there is poor quality of a certain brand of equipment; all-day indicators of the community: compare the granularity indicators of the day to confirm whether there is a long-term abnormality; the number of hours of poor quality of the community throughout the day: count the total number of time periods in 24 hours a day If there is an abnormal call drop rate, confirm whether there is an abnormality for a long time; the hour indicator of the same wireless manufacturer in the same district and county: compare the wireless manufacturer to which the abnormal cell belongs, and the indicators in the same district and county to analyze whether there is a problem with the wireless side equipment. Question: Hourly indicators of other wireless manufacturers in the same district and county: Compare the indicators of other wireless manufacturers in the same district and county to analyze whether there is a general abnormal problem on the wireless side; the number of days with poor quality in the past 7 days: count the number of days of poor quality in the community in the last 7 days The number of days with a qualitative difference in 7 days is to confirm whether there is an abnormal situation of persistent call drop in the cell, or it is only an occasional abnormality that occurs on the same day; the city's P-CSCF (Proxy-Call Session Control Function, proxy call session control function) Index: Compare the call drop rate index of the core network element P-CSCF in the city where the cell is located, and determine whether one or more P-CSCF network elements are abnormal; the S-CSCF (Serving-Call Session Control Function, service Call session control function) index: Compare the call drop rate index of the core network element S-CSCF in the city where the cell is located, to determine whether there is an abnormality in one or more S-CSCF network element indicators; the city's eMSC (enhanced Mobile Switching Center) , Enhanced mobile switching center) index: compare the call drop rate index of the core network element eMSC of the city where the cell is located, and determine whether there is an abnormality in one or more eMSC network element indexes.
基于上述指标,根据单一变量原则,横向比较后初步得出可能的质差原因,即定界结论为:该小区异常,掉话类型主要为LTE转载类,初判该小区异常为无线设备异常导致,不涉及其他小区、其他区县,且与用户、终端、核心网元无关。Based on the above indicators, according to the principle of single variable, the possible reasons for the poor quality are initially obtained after horizontal comparison, that is, the demarcation conclusion is: the cell is abnormal, and the type of dropped calls is mainly LTE retransmission. , does not involve other cells, other districts and counties, and has nothing to do with users, terminals, and core network elements.
根据以上指标汇总后进行逻辑分析,可初步得出一个的小区质差原因,即可以根据处理所得的各维度指标,结合预设的分析逻辑进行综合评判,获得小区下VOLTE掉话率异常的原因初判及总结结论,该结论可支撑维护人员辅助判断。According to the summary of the above indicators and logical analysis, a reason for the poor quality of the cell can be initially obtained, that is, a comprehensive evaluation can be carried out according to the various dimensional indicators obtained by processing, combined with the preset analysis logic, and the reason for the abnormal VOLTE call drop rate in the cell can be obtained. Preliminary judgment and summary conclusion, which can support maintenance personnel to assist judgment.
可选的,在本发明实施例的VOLTE掉话原因确定方法中,还可以包括以下流程步骤:Optionally, in the method for determining the cause of a VOLTE call drop according to the embodiment of the present invention, the following process steps may also be included:
确定VOLTE掉话的原因为目标原因的目标质差小区;Determine the cause of the VOLTE call drop as the target cause of the target poor quality cell;
生成目标质差小区的位置分布图。Generate the location distribution map of the target poor quality cells.
可以理解,具体可以针对不同的VOLTE掉话的原因分别确定对应的目标质差小区,并对该相应部分的质差小区的位置分布情况进行可视化的展示,以便于更清晰更形象查看掉话原因。It can be understood that the corresponding target poor-quality cells can be determined according to the reasons for different VOLTE call drops, and the location distribution of the corresponding part of the poor-quality cells can be visually displayed, so as to check the reasons for the dropped calls more clearly and vividly. .
可选的,在本发明实施例的VOLTE掉话原因确定方法中,上述位置分布图包括GIS地理分布图和热力分布图中的至少一种。Optionally, in the method for determining the cause of a VOLTE call drop according to the embodiment of the present invention, the above-mentioned location distribution map includes at least one of a GIS geographic distribution map and a thermal distribution map.
可以理解,可以对不同的地市、区县等具体地理范围内具有特定的VOLTE掉话原因的情况实现地理分布展示。也就是说,可以根据异常小区的地理位置、用户数量、异常频次、业务场景等综合信息,结合GIS地图、热力图等技术手段,将可能存在关联影响的异常小区联系起来,这样即可直观、清晰地查看到掉话率异常的小区的总体分布情况,以及受影响的用户数量情况。It can be understood that the geographical distribution display can be implemented for the cases with specific VOLTE call drop reasons within specific geographic ranges such as different cities, districts and counties. That is to say, according to the comprehensive information such as the geographic location, number of users, abnormal frequency, and business scenarios of abnormal cells, combined with technical means such as GIS maps and heat maps, abnormal cells that may have associated effects can be linked. Clearly view the overall distribution of cells with abnormal call drop rates and the number of affected users.
综上,通过本发明实施例的VOLTE掉话原因确定方法,根据单个质差小区的问题定界结论,可初步判定该小区的异常原因,这个原因可能只定位于小区,可能定位于用户,也可能定位于核心网元;进一步可以基于单个小区的结论进行深度挖掘,即可以通过GIS地图及热力图的呈现方式,通过小区间的位置关系进行关联,以更全面、准确的进行异常问题判断。To sum up, through the method for determining the cause of VOLTE call drop according to the embodiment of the present invention, according to the problem demarcation conclusion of a single poor quality cell, the abnormal cause of the cell can be preliminarily determined. It may be located in the core network element; further, in-depth mining can be carried out based on the conclusion of a single cell, that is, through the presentation of GIS maps and heat maps, and the location relationship between cells can be correlated to more comprehensively and accurately judge abnormal problems.
参见图3所示,本发明实施例还提供一种VOLTE掉话原因确定装置,可具体包括:Referring to FIG. 3 , an embodiment of the present invention further provides a device for determining the cause of a VOLTE call drop, which may specifically include:
获取模块301,用于根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,多次VOLTE通话发生在多个小区;The obtaining module 301 is configured to obtain a plurality of on-off records corresponding to multiple VOLTE calls of multiple users according to the XDR signaling data of multiple scalable detailed single interfaces, wherein multiple VOLTE calls occur in multiple cells;
第一确定模块303,根据多个通断记录和质差判定指标,确定多个小区中的质差小区,质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率;The first determination module 303 determines, according to a plurality of on-off records and a poor quality judgment index, a poor quality cell in the plurality of cells, and the quality poor judgment index includes at least one of the total number of users in the cell and the proportion of poor quality users in the cell, and cell drop rate;
第二确定模块305,根据掉话分析指标,确定质差小区的VOLTE掉话的原因。The second determination module 305, according to the call drop analysis index, determines the cause of the VOLTE call drop in the cell with poor quality.
优选的,本发明实施例提供的VOLTE掉话原因确定装置中,在上述质差判定指标包括小区用户总数、小区内质差用户占比和小区掉话率的情况下,上述第一确定模块303,可以具体用于:Preferably, in the device for determining the cause of VOLTE call drop provided by the embodiment of the present invention, in the case that the above-mentioned poor quality judgment indicators include the total number of users in the cell, the proportion of users with poor quality in the cell, and the call drop rate of the cell, the above-mentioned first determining module 303 , which can be used specifically for:
根据多个通断记录,确定多个小区中各小区的掉话率;Determine the call drop rate of each cell in multiple cells according to multiple on-off records;
将多个小区中掉话率大于掉话率门限、用户总数大于用户总数门限且质差用户占比大于质差用户占比门限的小区,确定为质差小区。A cell in which the call drop rate is greater than the call drop rate threshold, the total number of users is greater than the total number of users threshold, and the proportion of poor quality users is greater than the threshold of poor quality users in multiple cells is determined as a poor quality cell.
优选的,本发明实施例提供的VOLTE掉话原因确定装置中,上述质差小区的总数占多个小区的总数的百分比为预设值,且预设值等于第一比例、第二比例和第三比例的乘积;Preferably, in the device for determining the cause of VOLTE call drop provided by the embodiment of the present invention, the percentage of the total number of cells with poor quality to the total number of multiple cells is a preset value, and the preset value is equal to the first ratio, the second ratio and the first ratio product of three proportions;
其中,第一比例为多个小区中掉话率大于掉话率门限的第一小区的总数与多个小区的总数的比值,Wherein, the first ratio is the ratio of the total number of the first cells with the call drop rate greater than the call drop rate threshold in the multiple cells to the total number of the multiple cells,
第二比例为第一小区中用户总数大于用户总数门限的第二小区的总数与第一小区的总数的比值,The second ratio is the ratio of the total number of second cells in which the total number of users is greater than the threshold of the total number of users to the total number of first cells in the first cell,
第三比例为第二小区中质差用户占比大于质差用户占比门限的第三小区的总数与第二小区的总数的比值。The third ratio is the ratio of the total number of third cells in which the proportion of poor quality users is greater than the threshold of the proportion of poor quality users to the total number of second cells in the second cell.
优选的,本发明实施例提供的VOLTE掉话原因确定装置中,上述掉话分析指标包括:小区异常掉话类型、区县粒度掉话率、核心网元粒度掉话率、无线厂家粒度掉话率、终端类型粒度掉话率、小区内质差用户占比、小区时间粒度评估指标中的至少一个;Preferably, in the device for determining the cause of VOLTE call drop provided by the embodiment of the present invention, the above call drop analysis indicators include: abnormal call drop type in the cell, call drop rate at district/county granularity, call drop rate at core network element granularity, and call drop at wireless manufacturer granularity at least one of the call drop rate, the terminal type granularity call drop rate, the proportion of users with poor quality in the cell, and the cell time granularity evaluation index;
其中,小区异常掉类型基于多个XDR信令数据确定,区县粒度掉话率、核心网元粒度掉话率、无线厂家粒度掉话率、终端类型粒度掉话率、小区内质差用户占比和小区时间粒度评估指标基于多个通断记录确定。Among them, the abnormal drop type of the cell is determined based on multiple XDR signaling data, the call drop rate at district/county granularity, the call drop rate at core network element granularity, the call drop rate at wireless manufacturer granularity, the call drop rate at terminal type granularity, and the percentage of users with poor quality in the cell. The ratio and cell time granularity evaluation index are determined based on multiple on-off records.
优选的,本发明实施例提供的VOLTE掉话原因确定装置中,Preferably, in the device for determining the cause of a VOLTE call drop provided by the embodiment of the present invention,
上述小区异常掉话类型包括:长期演进LTE拆专载、增强的单一无线语音呼叫连续性eSRVCC失败、媒体流中断和注册超时中的至少一个;The abnormal call drop types of the above-mentioned cells include: at least one of long-term evolution LTE decommissioning, enhanced single wireless voice call continuity eSRVCC failure, media stream interruption and registration timeout;
上述核心网元粒度掉话率包括:代理呼叫会话控制功能P-CSCF网元粒度掉话率、服务呼叫会话控制功能S-CSCF网元粒度掉话率和增强的移动交换中心eMSC网元粒度掉话率中的至少一个;The above-mentioned core network element granularity call drop rate includes: proxy call session control function P-CSCF network element granularity call drop rate, serving call session control function S-CSCF network element granularity call drop rate and enhanced mobile switching center eMSC network element granularity drop rate at least one of the call rates;
上述小区时间粒度评估指标包括:小区天粒度掉话率、小区全天质差时长和小区在预设时期内存在掉话异常的天数中的至少一个。The above cell time granularity evaluation index includes: at least one of the cell day granularity call drop rate, the duration of poor quality of the cell throughout the day, and the number of days in which the cell has abnormal call drops within a preset period.
优选的,本发明实施例提供的VOLTE掉话原因确定装置中,还可以包括:Preferably, the device for determining the cause of a VOLTE call drop provided by the embodiment of the present invention may further include:
第三确定模块,用于确定VOLTE掉话的原因为目标原因的目标质差小区;The third determination module is used for determining the reason for the VOLTE call drop as the target poor quality cell of the target reason;
生成模块,用于生成目标质差小区的位置分布图。The generating module is used to generate the location distribution map of the target poor quality cells.
优选的,本发明实施例提供的VOLTE掉话原因确定装置中,上述位置分布图包括GIS地理分布图和热力分布图中的至少一种。Preferably, in the device for determining the cause of a VOLTE call drop provided by the embodiment of the present invention, the location distribution map includes at least one of a GIS geographic distribution map and a thermal distribution map.
能够理解,本发明实施例提供的VOLTE掉话原因确定装置,能够实现前述VOLTE掉话原因确定方法的各个过程,关于VOLTE掉话原因确定方法的相关阐述均适用于VOLTE掉话原因确定装置,此处不再赘述。It can be understood that the device for determining the cause of a VOLTE call drop provided by the embodiment of the present invention can realize the various processes of the aforementioned method for determining the cause of a VOLTE call drop. It is not repeated here.
在本发明实施例中,通过对底层的多个可扩展详单接口XDR信令数据进行充分挖掘、解析,获取到多个小区内各单一用户单次VOLTE通话的通断记录,并将解析得到的多个通断记录作为底层数据源,进一步结合质差判定指标从该多个小区中筛选质差小区,具体在进行质差小区判定时,除了考虑小区掉话率,还需要结合小区用户总数和小区内质差用户占比两个质差判定指标中的至少一个,以提高质差小区判定的准确率,进而则可以根据具体的掉话分析指标对各质差小区的VOLTE掉话原因进行分析确定。如此,通过采用多种质差判定指标进行质差小区的准确判定,并基于具体的掉话分析指标进行VOLTE掉话原因的确定,以充分挖掘并准确地确定VOLTE掉话原因,从而有效支撑网络维护及优化,提高VOLTE语音通话质量。In the embodiment of the present invention, by fully mining and analyzing the XDR signaling data of multiple extensible detailed single interfaces at the bottom layer, the on-off records of each single user's single VOLTE call in multiple cells are obtained, and the analysis results are obtained. The multiple on-off records are used as the underlying data source, and the poor-quality cells are further screened from the multiple cells based on the poor-quality judgment indicators. Specifically, when judging the poor-quality cells, in addition to considering the call drop rate of the cell, it is also necessary to combine the total number of users in the cell. At least one of the two poor quality judgment indicators, and the proportion of poor quality users in the cell, in order to improve the accuracy of the poor quality cell judgment, and then according to the specific call drop analysis indicators, the reasons for the VOLTE call drop of each poor quality cell can be analyzed. Analysis confirmed. In this way, by using a variety of poor quality judgment indicators to accurately determine the poor quality cells, and based on the specific call drop analysis indicators to determine the cause of VOLTE call drop, to fully excavate and accurately determine the cause of VOLTE call drop, so as to effectively support the network. Maintenance and optimization to improve the quality of VOLTE voice calls.
图4是本申请的一个实施例电子设备的结构示意图。请参考图4,在硬件层面,该电子设备包括处理器,可选地还包括内部总线、网络接口、存储器。其中,存储器可能包含内存,例如高速随机存取存储器(Random-Access Memory,RAM),也可能还包括非易失性存储器(non-volatile memory),例如至少1个磁盘存储器等。当然,该电子设备还可能包括其他业务所需要的硬件。FIG. 4 is a schematic structural diagram of an electronic device according to an embodiment of the present application. Referring to FIG. 4 , at the hardware level, the electronic device includes a processor, and optionally an internal bus, a network interface, and a memory. The memory may include memory, such as high-speed random-access memory (Random-Access Memory, RAM), or may also include non-volatile memory (non-volatile memory), such as at least one disk memory. Of course, the electronic equipment may also include hardware required for other services.
可选的,上述电子设备可以为服务器等设备。Optionally, the above electronic device may be a server or other device.
处理器、网络接口和存储器可以通过内部总线相互连接,该内部总线可以是ISA(Industry Standard Architecture,工业标准体系结构)总线、PCI(PeripheralComponent Interconnect,外设部件互连标准)总线或EISA(Extended Industry StandardArchitecture,扩展工业标准结构)总线等。所述总线可以分为地址总线、数据总线、控制总线等。为便于表示,图4中仅用一个双向箭头表示,但并不表示仅有一根总线或一种类型的总线。The processor, the network interface, and the memory can be connected to each other through an internal bus, which can be an ISA (Industry Standard Architecture) bus, a PCI (Peripheral Component Interconnect, peripheral component interconnect standard) bus, or an EISA (Extended Industry) bus. StandardArchitecture, extended industry standard structure) bus, etc. The bus can be divided into an address bus, a data bus, a control bus, and the like. For ease of presentation, only one bidirectional arrow is used in FIG. 4, but it does not mean that there is only one bus or one type of bus.
存储器,用于存放程序。具体地,程序可以包括程序代码,所述程序代码包括计算机操作指令。存储器可以包括内存和非易失性存储器,并向处理器提供指令和数据。memory for storing programs. Specifically, the program may include program code, and the program code includes computer operation instructions. The memory may include memory and non-volatile memory and provide instructions and data to the processor.
处理器从非易失性存储器中读取对应的计算机程序到内存中然后运行,在逻辑层面上形成VOLTE掉话原因确定装置。处理器,执行存储器所存放的程序,并具体用于执行以下操作:The processor reads the corresponding computer program from the non-volatile memory into the memory and runs it, forming a VOLTE call drop cause determination device on a logical level. The processor executes the program stored in the memory, and is specifically used to perform the following operations:
根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,多次VOLTE通话发生在多个小区;Obtain multiple on-off records corresponding to multiple VOLTE calls of multiple users according to the XDR signaling data of multiple scalable detailed single interfaces, wherein multiple VOLTE calls occur in multiple cells;
根据多个通断记录和质差判定指标,确定多个小区中的质差小区,质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率;Determine the poor-quality cells in the multiple cells according to the multiple on-off records and the poor-quality judgment indicators, and the poor-quality judgment indicators include at least one of the total number of users in the cell, the proportion of users with poor quality in the cell, and the call drop rate of the cell;
根据掉话分析指标,确定质差小区的VOLTE掉话的原因。According to the call drop analysis index, determine the cause of the VOLTE call drop in the poor quality cell.
在本发明实施例中,通过对底层的多个可扩展详单接口XDR信令数据进行充分挖掘、解析,获取到多个小区内各单一用户单次VOLTE通话的通断记录,并将解析得到的多个通断记录作为底层数据源,进一步结合质差判定指标从该多个小区中筛选质差小区,具体在进行质差小区判定时,除了考虑小区掉话率,还需要结合小区用户总数和小区内质差用户占比两个质差判定指标中的至少一个,以提高质差小区判定的准确率,进而则可以根据具体的掉话分析指标对各质差小区的VOLTE掉话原因进行分析确定。如此,通过采用多种质差判定指标进行质差小区的准确判定,并基于具体的掉话分析指标进行VOLTE掉话原因的确定,以充分挖掘并准确地确定VOLTE掉话原因,从而有效支撑网络维护及优化,提高VOLTE语音通话质量。In the embodiment of the present invention, by fully mining and analyzing the XDR signaling data of multiple extensible detailed single interfaces at the bottom layer, the on-off records of each single user's single VOLTE call in multiple cells are obtained, and the analysis results are obtained. The multiple on-off records are used as the underlying data source, and the poor-quality cells are further screened from the multiple cells based on the poor-quality judgment indicators. Specifically, when judging the poor-quality cells, in addition to considering the call drop rate of the cell, it is also necessary to combine the total number of users in the cell. At least one of the two poor quality judgment indicators, and the proportion of poor quality users in the cell, in order to improve the accuracy of the poor quality cell judgment, and then according to the specific call drop analysis indicators, the reasons for the VOLTE call drop of each poor quality cell can be analyzed. Analysis confirmed. In this way, by using a variety of poor quality judgment indicators to accurately determine the poor quality cells, and based on the specific call drop analysis indicators to determine the cause of VOLTE call drop, to fully excavate and accurately determine the cause of VOLTE call drop, so as to effectively support the network. Maintenance and optimization to improve the quality of VOLTE voice calls.
上述如本申请图1所示实施例揭示的VOLTE掉话原因确定装置执行的方法可以应用于处理器中,或者由处理器实现。处理器可能是一种集成电路芯片,具有信号的处理能力。在实现过程中,上述方法的各步骤可以通过处理器中的硬件的集成逻辑电路或者软件形式的指令完成。上述的处理器可以是通用处理器,包括中央处理器(Central ProcessingUnit,CPU)、网络处理器(Network Processor,NP)等;还可以是数字信号处理器(DigitalSignal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现场可编程门阵列(Field-Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件。可以实现或者执行本申请实施例中的公开的各方法、步骤及逻辑框图。通用处理器可以是微处理器或者该处理器也可以是任何常规的处理器等。结合本申请实施例所公开的方法的步骤可以直接体现为硬件译码处理器执行完成,或者用译码处理器中的硬件及软件模块组合执行完成。软件模块可以位于随机存储器,闪存、只读存储器,可编程只读存储器或者电可擦写可编程存储器、寄存器等本领域成熟的存储介质中。该存储介质位于存储器,处理器读取存储器中的信息,结合其硬件完成上述方法的步骤。The above-mentioned method performed by the apparatus for determining the cause of a VOLTE call dropped as disclosed in the embodiment shown in FIG. 1 of the present application may be applied to a processor, or implemented by a processor. A processor may be an integrated circuit chip with signal processing capabilities. In the implementation process, each step of the above-mentioned method can be completed by a hardware integrated logic circuit in a processor or an instruction in the form of software. The above-mentioned processor may be a general-purpose processor, including a central processing unit (Central Processing Unit, CPU), a network processor (Network Processor, NP), etc.; it may also be a digital signal processor (Digital Signal Processor, DSP), an application-specific integrated circuit ( Application Specific Integrated Circuit, ASIC), field programmable gate array (Field-Programmable Gate Array, FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components. The methods, steps, and logic block diagrams disclosed in the embodiments of this application can be implemented or executed. A general purpose processor may be a microprocessor or the processor may be any conventional processor or the like. The steps of the method disclosed in conjunction with the embodiments of the present application may be directly embodied as executed by a hardware decoding processor, or executed by a combination of hardware and software modules in the decoding processor. The software modules may be located in random access memory, flash memory, read-only memory, programmable read-only memory or electrically erasable programmable memory, registers and other storage media mature in the art. The storage medium is located in the memory, and the processor reads the information in the memory, and completes the steps of the above method in combination with its hardware.
该电子设备还可执行图1中VOLTE掉话原因确定装置执行的方法,并实现VOLTE掉话原因确定装置在图1所示实施例的功能,本申请实施例在此不再赘述。The electronic device can also execute the method performed by the apparatus for determining the cause of a VOLTE call drop in FIG. 1 , and implement the functions of the apparatus for determining the cause of a VOLTE call drop in the embodiment shown in FIG. 1 .
本申请实施例还提出了一种计算机可读存储介质,该计算机可读存储介质存储一个或多个程序,该一个或多个程序包括指令,该指令当被包括多个应用程序的电子设备执行时,能够使该电子设备执行图1所示实施例中VOLTE掉话原因确定装置执行的方法,并具体用于执行:The embodiments of the present application also provide a computer-readable storage medium, where the computer-readable storage medium stores one or more programs, and the one or more programs include instructions, and the instructions are executed by an electronic device including multiple application programs. , the electronic device can be made to execute the method performed by the VOLTE call drop cause determination device in the embodiment shown in FIG. 1, and is specifically used to execute:
根据多个可扩展详单接口XDR信令数据,获取与多个用户的多次VOLTE通话分别对应的多个通断记录,其中,多次VOLTE通话发生在多个小区;Obtain multiple on-off records corresponding to multiple VOLTE calls of multiple users according to the XDR signaling data of multiple scalable detailed single interfaces, wherein multiple VOLTE calls occur in multiple cells;
根据多个通断记录和质差判定指标,确定多个小区中的质差小区,质差判定指标包括小区用户总数和小区内质差用户占比中的至少一个、以及小区掉话率;Determine the poor-quality cells in the multiple cells according to the multiple on-off records and the poor-quality judgment indicators, and the poor-quality judgment indicators include at least one of the total number of users in the cell, the proportion of users with poor quality in the cell, and the call drop rate of the cell;
根据掉话分析指标,确定质差小区的VOLTE掉话的原因。According to the call drop analysis index, determine the cause of the VOLTE call drop in the poor quality cell.
本领域内的技术人员应明白,本发明的实施例可提供为方法、系统、或计算机程序产品。因此,本发明可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本发明可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。As will be appreciated by one skilled in the art, embodiments of the present invention may be provided as a method, system, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.
本发明是参照根据本发明实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each flow and/or block in the flowchart illustrations and/or block diagrams, and combinations of flows and/or blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to the processor of a general purpose computer, special purpose computer, embedded processor or other programmable data processing device to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing device produce Means for implementing the functions specified in a flow or flow of a flowchart and/or a block or blocks of a block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory result in an article of manufacture comprising instruction means, the instructions The apparatus implements the functions specified in the flow or flow of the flowcharts and/or the block or blocks of the block diagrams.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded on a computer or other programmable data processing device to cause a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process such that The instructions provide steps for implementing the functions specified in the flow or blocks of the flowcharts and/or the block or blocks of the block diagrams.
在一个典型的配置中,计算设备包括一个或多个处理器(CPU)、输入/输出接口、网络接口和内存。In a typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
内存可能包括计算机可读介质中的非永久性存储器,随机存取存储器(RAM)和/或非易失性内存等形式,如只读存储器(ROM)或闪存(flash RAM)。内存是计算机可读介质的示例。Memory may include non-persistent memory in computer readable media, random access memory (RAM) and/or non-volatile memory in the form of, for example, read only memory (ROM) or flash memory (flash RAM). Memory is an example of a computer-readable medium.
计算机可读介质包括永久性和非永久性、可移动和非可移动媒体可以由任何方法或技术来实现信息存储。信息可以是计算机可读指令、数据结构、程序的模块或其他数据。计算机的存储介质的例子包括,但不限于相变内存(PRAM)、静态随机存取存储器(SRAM)、动态随机存取存储器(DRAM)、其他类型的随机存取存储器(RAM)、只读存储器(ROM)、电可擦除可编程只读存储器(EEPROM)、快闪记忆体或其他内存技术、只读光盘只读存储器(CD-ROM)、数字多功能光盘(DVD)或其他光学存储、磁盒式磁带,磁带磁磁盘存储或其他磁性存储设备或任何其他非传输介质,可用于存储可以被计算设备访问的信息。按照本文中的界定,计算机可读介质不包括暂存电脑可读媒体(transitory media),如调制的数据信号和载波。Computer-readable media includes both persistent and non-permanent, removable and non-removable media, and storage of information may be implemented by any method or technology. Information may be computer readable instructions, data structures, modules of programs, or other data. Examples of computer storage media include, but are not limited to, phase-change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read only memory (ROM), Electrically Erasable Programmable Read Only Memory (EEPROM), Flash Memory or other memory technology, Compact Disc Read Only Memory (CD-ROM), Digital Versatile Disc (DVD) or other optical storage, Magnetic tape cassettes, magnetic tape magnetic disk storage or other magnetic storage devices or any other non-transmission medium that can be used to store information that can be accessed by a computing device. Computer-readable media, as defined herein, excludes transitory computer-readable media, such as modulated data signals and carrier waves.
还需要说明的是,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、商品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、商品或者设备所固有的要素。在没有更多限制的情况下,由语句“包括一个……”限定的要素,并不排除在包括所述要素的过程、方法、商品或者设备中还存在另外的相同要素。It should also be noted that the terms "comprising", "comprising" or any other variation thereof are intended to encompass a non-exclusive inclusion such that a process, method, article or device comprising a series of elements includes not only those elements, but also Other elements not expressly listed, or which are inherent to such a process, method, article of manufacture, or apparatus are also included. Without further limitation, an element qualified by the phrase "comprising a..." does not preclude the presence of additional identical elements in the process, method, article of manufacture, or device that includes the element.
本领域技术人员应明白,本申请的实施例可提供为方法、系统或计算机程序产品。因此,本申请可采用完全硬件实施例、完全软件实施例或结合软件和硬件方面的实施例的形式。而且,本申请可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。It will be appreciated by those skilled in the art that the embodiments of the present application may be provided as a method, a system or a computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.
以上所述仅为本申请的实施例而已,并不用于限制本申请。对于本领域技术人员来说,本申请可以有各种更改和变化。凡在本申请的精神和原理之内所作的任何修改、等同替换、改进等,均应包含在本申请的权利要求范围之内。The above descriptions are merely examples of the present application, and are not intended to limit the present application. Various modifications and variations of this application are possible for those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of this application shall be included within the scope of the claims of this application.
Claims (8)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910295889.3A CN111818551B (en) | 2019-04-12 | 2019-04-12 | VOLTE call drop reason determination method and device |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910295889.3A CN111818551B (en) | 2019-04-12 | 2019-04-12 | VOLTE call drop reason determination method and device |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN111818551A CN111818551A (en) | 2020-10-23 |
| CN111818551B true CN111818551B (en) | 2022-07-01 |
Family
ID=72843999
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201910295889.3A Active CN111818551B (en) | 2019-04-12 | 2019-04-12 | VOLTE call drop reason determination method and device |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN111818551B (en) |
Families Citing this family (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN114554534B (en) * | 2020-11-24 | 2024-05-07 | 中国移动通信集团北京有限公司 | Network factor determination method and device for influencing voice perception and electronic equipment |
| CN113453261B (en) * | 2021-06-25 | 2022-12-20 | 维沃移动通信有限公司 | Abnormal cell identification method, device and electronic equipment |
| CN115842754B (en) * | 2021-08-20 | 2025-03-21 | 中国电信股份有限公司 | Packet loss location method and device, storage medium, and electronic device |
| CN116095729A (en) * | 2021-11-08 | 2023-05-09 | 中国移动通信集团云南有限公司 | Method, device, server and storage medium for determining quality difference base station |
| CN115730227B (en) * | 2022-11-18 | 2026-02-03 | 杭州东信网络技术有限公司 | Method for finding video color ring clustering problem based on different dimension indexes |
| CN115835274B (en) * | 2022-11-28 | 2026-01-02 | 中国联合网络通信集团有限公司 | A method, apparatus, and readable storage medium for screening key poor-quality cells. |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR20150129457A (en) * | 2014-05-12 | 2015-11-20 | 주식회사 네이블커뮤니케이션즈 | Apparatus and method for providing quality analysis of volte service using terminal agent |
| CN106304180A (en) * | 2016-08-15 | 2017-01-04 | 中国联合网络通信集团有限公司 | A kind of method and device of the speech service quality determining user |
| CN107548082A (en) * | 2016-06-28 | 2018-01-05 | 中兴通讯股份有限公司 | The method, apparatus and system of one germplasm difference regional analysis |
| CN109379736A (en) * | 2018-10-26 | 2019-02-22 | 北京市天元网络技术股份有限公司 | The method of adjustment and device of subzone network quality |
Family Cites Families (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20160295439A1 (en) * | 2015-04-01 | 2016-10-06 | Qualcomm Incorporated | Measurement procedures during connected mode discontinuous reception cycle based on blocking low priority data activities |
-
2019
- 2019-04-12 CN CN201910295889.3A patent/CN111818551B/en active Active
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR20150129457A (en) * | 2014-05-12 | 2015-11-20 | 주식회사 네이블커뮤니케이션즈 | Apparatus and method for providing quality analysis of volte service using terminal agent |
| CN107548082A (en) * | 2016-06-28 | 2018-01-05 | 中兴通讯股份有限公司 | The method, apparatus and system of one germplasm difference regional analysis |
| CN106304180A (en) * | 2016-08-15 | 2017-01-04 | 中国联合网络通信集团有限公司 | A kind of method and device of the speech service quality determining user |
| CN109379736A (en) * | 2018-10-26 | 2019-02-22 | 北京市天元网络技术股份有限公司 | The method of adjustment and device of subzone network quality |
Non-Patent Citations (1)
| Title |
|---|
| "一种基于V网的RRC多目标重建功能优化方法";杨帆;《长江信息通信》;20180731;全文 * |
Also Published As
| Publication number | Publication date |
|---|---|
| CN111818551A (en) | 2020-10-23 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN111818551B (en) | VOLTE call drop reason determination method and device | |
| CN111817868A (en) | Method and device for positioning network quality abnormity | |
| US10674388B2 (en) | Wireless communication data analysis and reporting | |
| US10341878B2 (en) | Connection technology-based wireless coverage verification | |
| CN112601247B (en) | Method, device and system for monitoring service quality of base station cell | |
| US9277431B1 (en) | System, method, and computer program for generating mobile subscriber network experience indicators based on geo-located events | |
| CN108990045B (en) | Method and system for maintaining or optimizing a mobile phone network | |
| US10581664B1 (en) | Predicting subscriber experience based on QoE | |
| CN111177222B (en) | Model testing method and device, computing equipment and storage medium | |
| CN104853379A (en) | Wireless network quality assessment method and device | |
| CN113242297B (en) | Service system and service state adjusting method | |
| US11516100B1 (en) | Cloud-to-cloud integration of vendor device testing automation and carrier performance analytics | |
| CN112085282B (en) | Community traffic forecasting method and server | |
| WO2021208920A1 (en) | Network performance monitoring method, apparatus and system | |
| CN118301648A (en) | Network risk assessment method and system | |
| CN108243429B (en) | A kind of network coverage detection method and system for indoor distribution system | |
| CN113301555B (en) | Resident cell determining method, device, equipment, medium and product | |
| CN115866634A (en) | Network performance abnormity analysis method and device and readable storage medium | |
| CN105120485B (en) | A kind of localization method and system of anomalous event | |
| CN116669080A (en) | Repeated complaint early warning method, device and storage medium | |
| CN113411825B (en) | 5G cell positioning method and device, electronic equipment and storage medium | |
| CN113452533B (en) | Billing self-inspection, self-healing method, device, computer equipment and storage medium | |
| CN110708706A (en) | Regional assessment method, equipment and storage medium | |
| CN109669836A (en) | Intelligent IT O&M analysis method, device, equipment and readable storage medium storing program for executing | |
| CN108616803A (en) | The localization method and device of high ferro user |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |