技术领域technical field
本发明涉及通信领域的管理技术,尤其涉及一种负载均衡方法、网络设备及系统。The invention relates to management technology in the communication field, in particular to a load balancing method, network equipment and system.
背景技术Background technique
随着无线通信网络的不断发展,在时分同步码分多址(TimeDivision-SynchronousCodeDivisionMultipleAccess,TD-SCDMA)、全球移动通信系统(GlobalSystemforMobileCommunication,GSM)网络中,当出现负载不均衡情况时,需要网络维护人员在OMC侧通过监控发现问题,并人为的施以临时参数调整。在长期演进(LongTermEvolution,LTE)网络中为提高优化效率,提出了负载均衡(MobilityLoadBalancing,MLB)功能用以解决这种负载不平衡现象;主要用于小区负荷过高,或者发生多小区间的业务负荷分布不均衡的场景,其目标是通过某种方式改变业务负荷分布,使无线资源保持较高的利用效率,同时保证已建立的业务的服务质量(QualityofService,QoS)。With the continuous development of wireless communication networks, in Time Division-Synchronous Code Division Multiple Access (TD-SCDMA) and Global System for Mobile Communication (GSM) networks, when load imbalance occurs, network maintenance personnel are required On the OMC side, problems are found through monitoring, and temporary parameter adjustments are made artificially. In order to improve the optimization efficiency in the Long Term Evolution (LTE) network, the load balancing (Mobility Load Balancing, MLB) function is proposed to solve this load imbalance phenomenon; it is mainly used for the excessive load of the cell, or the business between multiple cells In the scenario of unbalanced load distribution, the goal is to change the service load distribution in a certain way, so as to maintain a high utilization efficiency of wireless resources, and at the same time ensure the quality of service (Quality of Service, QoS) of the established service.
但是,不同厂商设备之间无法实现负载均衡,对于不同网络的服务商的设备,需要分别的由OMC根据基站上报的测量数据进行分析,因而难以形成统一的优化决策,从而难以实现跨厂商的负载均衡优化,如此就会出现上述几种不同制式的网络之间无法进行负载均衡,因此让新网络有效的分担原网络的话务量,出现“旧网忙死,新网闲死”的情况。However, load balancing cannot be achieved between devices from different manufacturers. For the devices of different network service providers, the OMC needs to analyze the measurement data reported by the base station separately. Therefore, it is difficult to form a unified optimization decision, and it is difficult to achieve cross-vendor load. Balance optimization, so that load balancing cannot be performed between the above-mentioned networks of different standards, so the new network can effectively share the traffic of the original network, and the situation of "the old network is busy and the new network is idle" appears.
发明内容Contents of the invention
有鉴于此,本发明的目的在于提供一种负载均衡方法、网络设备及系统,至少解决了现有技术中存在的上述问题。In view of this, the purpose of the present invention is to provide a load balancing method, network equipment and system, which at least solve the above-mentioned problems existing in the prior art.
为达到上述目的,本发明的技术方案是这样实现的:In order to achieve the above object, technical solution of the present invention is achieved in that way:
本发明提供了一种负载均衡方法,所述方法包括:The present invention provides a load balancing method, the method comprising:
获取M个网络对应的运行数据,M为大于等于1的正整数;Obtain the operating data corresponding to M networks, where M is a positive integer greater than or equal to 1;
利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值;Using the operating data corresponding to the M networks, calculate and obtain the load prediction value of each cell in the M networks in the first period of time;
根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数,将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备,控制各个小区的第二网络设备根据所述目标小区及调整参数进行调整,并且控制所述各个目标小区的第二网络设备根据调整参数进行调整。According to the load prediction value and the preset load balancing strategy, determine the adjustment parameters of each cell and target cell in the M networks, and send the adjustment parameters of each cell and its corresponding target cell to the corresponding second The network device controls the second network device of each cell to perform adjustment according to the target cell and the adjustment parameter, and the second network device that controls each target cell to perform adjustment according to the adjustment parameter.
上述方案中,所述利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值,包括:In the above solution, using the operation data corresponding to the M networks to calculate the load forecast value of each cell in the M networks in the first period includes:
分别提取各个小区对应的运行数据;Extract the operating data corresponding to each cell;
从所述小区对应的运行数据中,提取三个指定时段的话务统计数据;From the operation data corresponding to the cell, extract traffic statistics data of three specified time periods;
利用所述三个指定时段的话务统计数据,预测所述小区在第一时段中的负荷预测值。Predicting the load prediction value of the cell in the first time period by using the traffic statistics data of the three designated time periods.
上述方案中,所述根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数,包括:In the above solution, the determination of the adjustment parameters of each cell and the target cell in the M networks according to the load prediction value and the preset load balancing strategy includes:
逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;Selecting one cell from each of the cells as the first cell one by one, and extracting the load prediction value of the first cell;
当所述第一小区的负荷预测值大于预设的负载门限值时,When the load prediction value of the first cell is greater than a preset load threshold value,
根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,依照预设的第一选取顺序,从LTE系统内异频相邻小区、LTE系统内同频相邻小区、TD-SCDMA系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;According to the cell attribute parameter in the cell parameters of the first cell, the type of the first cell is judged, and when the first cell is an LTE cell, according to the preset first selection order, the phase difference is selected from the LTE system. Selecting a target cell for the first cell, and determining the adjustment parameters of the first cell and its corresponding target cell in the adjacent cell, the same-frequency adjacent cell in the LTE system, and the adjacent cell in the TD-SCDMA system;
当所述第一小区为TD-SCDMA小区时,依照预设的第二选取顺序,从TD-SCDMA系统内相邻小区以及GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;When the first cell is a TD-SCDMA cell, select a target cell for the first cell from adjacent cells in the TD-SCDMA system and adjacent cells in the GSM system according to a preset second selection order, and determining adjustment parameters of the first cell and its corresponding target cell;
当所述第一小区为GSM小区时,从GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数。When the first cell is a GSM cell, select a target cell for the first cell from neighboring cells in the GSM system, and determine adjustment parameters of the first cell and its corresponding target cell.
上述方案中,所述选择目标小区,包括:In the above solution, the selection of the target cell includes:
根据所述M个网络对应的运行数据中的小区参数,确定第一小区对应的n个相邻小区,n为大于等于1的正整数;According to the cell parameters in the operating data corresponding to the M networks, determine n adjacent cells corresponding to the first cell, where n is a positive integer greater than or equal to 1;
利用基站基础数据,计算得到所述第一小区的覆盖面积,并计算得到与所述第一小区的n个相邻小区的覆盖面积,分别计算n个相邻小区与所述第一小区之间的面积比;Using the basic data of the base station, calculate the coverage area of the first cell, and calculate the coverage area of n adjacent cells to the first cell, and calculate the distance between the n adjacent cells and the first cell respectively area ratio;
从所述M个网络中各个小区在第一时段中的负荷预测值中,提取所述n个相邻小区在第一时段中的负荷预测值;Extracting the load prediction values of the n adjacent cells in the first period from the load prediction values of each cell in the M networks in the first period;
计算所述n个相邻小区在第一时段中的负荷预测值,与预设的小区理论总话务量T之间的比值,得到第一时段中所述n个相邻小区的话务空闲比;Calculate the load prediction value of the n adjacent cells in the first period, and the ratio between the theoretical total traffic T of the preset cell, and obtain the idle traffic of the n adjacent cells in the first period Compare;
利用n个相邻小区与所述第一小区之间的面积比、和所述n个相邻小区的话务空闲比,计算得到所述n个相邻小区对应的负载均衡指数;Using the area ratio between the n adjacent cells and the first cell and the traffic-idle ratio of the n adjacent cells to calculate the load balancing index corresponding to the n adjacent cells;
从所述n个相邻小区中选取负载均衡指数最大的小区作为目标小区。Select the cell with the largest load balancing index from the n adjacent cells as the target cell.
本发明提供了一种负载均衡方法,应用于第二网络设备,所述方法包括:The present invention provides a load balancing method applied to a second network device, the method comprising:
接收到自身管理的各个小区对应的目标小区及调整参数;Receive target cells and adjustment parameters corresponding to each cell managed by itself;
控制所述各个小区根据所述目标小区及调整参数进行调整。Controlling each cell to perform adjustment according to the target cell and the adjustment parameter.
本发明还提供了一种网络设备,所述网络设备包括:The present invention also provides a network device, and the network device includes:
数据获取单元,用于获取M个网络对应的运行数据,M为大于等于1的正整数;A data acquisition unit, configured to acquire operating data corresponding to M networks, where M is a positive integer greater than or equal to 1;
计算单元,用于利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值;A calculation unit, configured to use the operation data corresponding to the M networks to calculate the load forecast value of each cell in the M networks in the first period of time;
调整单元,用于根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数;An adjustment unit, configured to determine the adjustment parameters of each cell and the target cell in the M networks according to the load prediction value and the preset load balancing strategy;
发送单元,用于将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备,控制各个小区的第二网络设备根据所述目标小区及调整参数进行调整,并且控制所述各个目标小区的第二网络设备根据调整参数进行调整。a sending unit, configured to send the adjustment parameters of each cell and its corresponding target cell to a corresponding second network device, control the second network device of each cell to adjust according to the target cell and the adjustment parameter, and control the The second network device of each target cell is adjusted according to the adjustment parameter.
上述方案中,所述计算单元包括:In the above scheme, the computing unit includes:
提取子单元,用于分别提取各个小区对应的运行数据;从所述小区对应的运行数据中,提取三个指定时段的话务统计数据;The extracting subunit is used to extract the operation data corresponding to each cell respectively; from the operation data corresponding to the cell, extract the traffic statistics data of three specified periods;
计算子单元,用于利用所述三个指定时段的话务统计数据,预测所述小区在第一时段中的负荷预测值。The calculation subunit is used to predict the load prediction value of the cell in the first time period by using the traffic statistics data of the three designated time periods.
上述方案中,所述调整单元包括:In the above solution, the adjustment unit includes:
判定子单元,用于逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;判断所述第一小区的负荷预测值是否大于预设的负载门限值;A judging subunit, configured to select one cell from each of the cells as the first cell one by one, and extract the predicted load value of the first cell; judge whether the predicted load value of the first cell is greater than a preset load threshold value;
调整参数确定子单元,用于当所述第一小区的负荷预测值大于预设的负载门限值时,根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,依照预设的第一选取顺序,从LTE系统内异频相邻小区、LTE系统内同频相邻小区、TD-SCDMA系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;An adjustment parameter determining subunit, configured to determine the type of the first cell according to the cell attribute parameter in the cell parameters of the first cell when the load prediction value of the first cell is greater than a preset load threshold value , when the first cell is an LTE cell, according to a preset first selection order, from among the inter-frequency adjacent cells in the LTE system, the same-frequency adjacent cells in the LTE system, and the adjacent cells in the TD-SCDMA system, selecting a target cell for the first cell, and determining adjustment parameters of the first cell and its corresponding target cell;
当所述第一小区为TD-SCDMA小区时,依照预设的第二选取顺序,从TD-SCDMA系统内相邻小区以及GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;When the first cell is a TD-SCDMA cell, select a target cell for the first cell from adjacent cells in the TD-SCDMA system and adjacent cells in the GSM system according to a preset second selection order, and determining adjustment parameters of the first cell and its corresponding target cell;
当所述第一小区为GSM小区时,从GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数。When the first cell is a GSM cell, select a target cell for the first cell from neighboring cells in the GSM system, and determine adjustment parameters of the first cell and its corresponding target cell.
上述方案中,所述调整参数确定子单元,具体用于根据所述M个网络对应的运行数据中的小区参数,确定第一小区对应的n个相邻小区;利用基站基础数据,计算得到所述第一小区的覆盖面积,并计算得到与所述第一小区的n个相邻小区的覆盖面积,分别计算n个相邻小区与所述第一小区之间的面积比;从所述M个网络中各个小区在第一时段中的负荷预测值中,提取所述n个相邻小区在第一时段中的负荷预测值;计算所述n个相邻小区在第一时段中的负荷预测值,与预设的小区理论总话务量T之间的比值,得到第一时段中所述n个相邻小区的话务空闲比;利用n个相邻小区与所述第一小区之间的面积比、和所述n个相邻小区的话务空闲比,计算得到所述n个相邻小区对应的负载均衡指数;从所述n个相邻小区中选取负载均衡指数最大的小区作为目标小区。In the above solution, the adjustment parameter determination subunit is specifically used to determine the n adjacent cells corresponding to the first cell according to the cell parameters in the operation data corresponding to the M networks; and calculate the obtained by using the basic data of the base station. The coverage area of the first sub-district, and calculate the coverage area of n adjacent sub-districts with the first sub-district, respectively calculate the area ratio between n adjacent sub-districts and the first sub-district; from the M From the load forecast values of each cell in the network in the first period, extract the load forecast values of the n neighboring cells in the first period; calculate the load forecasts of the n neighboring cells in the first period value, and the ratio between the theoretical total traffic T of the preset cell, the traffic-idle ratio of the n adjacent cells in the first period is obtained; using the ratio between the n adjacent cells and the first cell The area ratio of the area ratio and the traffic idle ratio of the n adjacent cells are calculated to obtain the load balancing index corresponding to the n adjacent cells; the cell with the largest load balancing index is selected from the n adjacent cells as target area.
本发明提供了一种网络设备,所述网络设备包括:The present invention provides a network device, and the network device includes:
通信单元,用于接收到自身管理的各个小区对应的目标小区及调整参数;The communication unit is used to receive target cells and adjustment parameters corresponding to each cell managed by itself;
处理单元,用于控制所述各个小区根据所述目标小区及调整参数进行调整。A processing unit, configured to control each cell to adjust according to the target cell and the adjustment parameter.
本发明还提供了一种负载均衡系统,所述系统包括:The present invention also provides a load balancing system, the system comprising:
第一网络设备,用于获取M个网络对应的运行数据,M为大于等于1的正整数;利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值;根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数,将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备;The first network device is configured to obtain operating data corresponding to M networks, where M is a positive integer greater than or equal to 1; using the operating data corresponding to the M networks, calculate and obtain the first period of time for each cell in the M networks The load prediction value in; according to the load prediction value and the preset load balancing strategy, determine the adjustment parameters of each cell and target cell in the M networks, and adjust the adjustment parameters of each cell and its corresponding target cell sending to the corresponding second network device;
第二网络设备,用于接收到自身管理的各个小区对应的目标小区及调整参数;控制所述各个小区根据所述目标小区及调整参数进行调整。The second network device is configured to receive target cells and adjustment parameters corresponding to each cell managed by itself; and control each cell to adjust according to the target cell and adjustment parameters.
本发明所提供的负载均衡方法、网络设备及系统,能够通过获取M个网络的运行数据,计算得到M个网络中各个小区的负荷预测值,再根据所述各个小区的负荷预测值确定各个小区及其对应的目标小区的调整参数;从而实现对各个小区及其对应的目标小区的调整,有效地达到多个网络协同发展的效果,避免了忙闲不均的情况,提高了网络资源利用率。The load balancing method, network equipment and system provided by the present invention can calculate the load prediction value of each cell in the M networks by obtaining the operation data of M networks, and then determine each cell according to the load prediction value of each cell and the adjustment parameters of the corresponding target cells; thereby realizing the adjustment of each cell and its corresponding target cells, effectively achieving the effect of coordinated development of multiple networks, avoiding uneven busyness and idleness, and improving network resource utilization .
附图说明Description of drawings
图1为本发明实施例中负载均衡方法流程示意图一;FIG. 1 is a first schematic flow diagram of a load balancing method in an embodiment of the present invention;
图2为本发明实施例中根据预设的负载均衡策略确定调整参数的流程示意图;FIG. 2 is a schematic flow diagram of determining adjustment parameters according to a preset load balancing strategy in an embodiment of the present invention;
图3为本发明实施例中选择目标小区的流程示意图;FIG. 3 is a schematic flow diagram of selecting a target cell in an embodiment of the present invention;
图4为本发明实施例负载均衡方案流程示意图二;FIG. 4 is a second schematic flow diagram of a load balancing solution according to an embodiment of the present invention;
图5为本发明实施例网络设备组成结构示意图一;FIG. 5 is a first schematic diagram of the composition and structure of network equipment according to an embodiment of the present invention;
图6为本发明实施例网络设备组成结构示意图二;FIG. 6 is a second schematic diagram of the composition and structure of network equipment according to an embodiment of the present invention;
图7为本发明实施例负载均衡系统组成结构示意图;FIG. 7 is a schematic diagram of the composition and structure of the load balancing system according to the embodiment of the present invention;
图8为本发明实施例的一种组网示意图。FIG. 8 is a schematic diagram of a networking according to an embodiment of the present invention.
具体实施方式detailed description
下面结合附图及具体实施例对本发明再作进一步详细的说明。The present invention will be further described in detail below in conjunction with the accompanying drawings and specific embodiments.
实施例一、Embodiment one,
本发明实施例提供了一种负载均衡方法,应用于第一网络设备,如图1所示,包括:An embodiment of the present invention provides a load balancing method, which is applied to a first network device, as shown in FIG. 1, including:
步骤101:获取M个网络对应的运行数据,M为大于等于1的正整数。Step 101: Obtain operating data corresponding to M networks, where M is a positive integer greater than or equal to 1.
步骤102:利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值。Step 102: Using the operating data corresponding to the M networks, calculate and obtain the load forecast value of each cell in the M networks in the first period of time.
步骤103:根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数,将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备,控制各个小区的第二网络设备根据所述目标小区及调整参数进行调整,并且控制所述各个目标小区的第二网络设备根据调整参数进行调整。Step 103: According to the load forecast value and the preset load balancing strategy, determine the adjustment parameters of each cell and target cell in the M networks, and send the adjustment parameters of each cell and its corresponding target cell to the corresponding The second network device controlling each cell is adjusted according to the target cell and the adjustment parameter, and the second network device controlling each target cell is adjusted according to the adjustment parameter.
这里,所述M个网络对应的运行数据可以包括:分别从所述M个网络中的操作维护中心(OMC,OperationandMaintenanceCenter),提取对应的运行数据。Here, the operation data corresponding to the M networks may include: extracting corresponding operation data from operation and maintenance centers (OMC, Operation and Maintenance Center) in the M networks respectively.
其中,所述M个网络可以至少包括一TD-SCDMA网络、一GSM网络、一LTE网络。Wherein, the M networks may at least include a TD-SCDMA network, a GSM network, and an LTE network.
所述运行数据可以包括:话务统计数据、小区参数、基站基础数据;The operation data may include: traffic statistics data, cell parameters, base station basic data;
其中,所述话务统计数据可以包括:至少一个时段,以及每个时段中小区无线利用率和/或拥塞率,所述时段的长度可以根据实际情况预设,比如1小时或者15分钟;Wherein, the traffic statistics data may include: at least one time period, and the cell wireless utilization rate and/or congestion rate in each time period, the length of the time period may be preset according to the actual situation, such as 1 hour or 15 minutes;
所述小区参数可以包括以下至少之一:小区属性参数、功率配置、频点配置、半速率参数配置、数据业务参数配置、邻区配置;The cell parameters may include at least one of the following: cell attribute parameters, power configuration, frequency point configuration, half-rate parameter configuration, data service parameter configuration, and neighboring cell configuration;
所述基站基础数据可以包括以下至少之一:基站经纬度、下倾角、方向角。The base station basic data may include at least one of the following: base station latitude and longitude, downtilt, and azimuth.
上述步骤102具体可以包括:将所述M个网络对应的运行数据保存至数据库;分别提取各个小区对应的运行数据;从所述小区对应的运行数据中,提取三个指定时段的话务统计数据;利用所述三个指定时段的话务统计数据,预测所述小区在第一时段中的负荷预测值。The above step 102 may specifically include: saving the operation data corresponding to the M networks in a database; extracting the operation data corresponding to each cell respectively; extracting the traffic statistics data of three specified time periods from the operation data corresponding to the cells ; Predicting the load prediction value of the cell in the first period by using the traffic statistics data of the three designated periods.
所述第一时段可以为根据实际情况预设的时段;比如,当本发明实施例为周期性执行时,那么所述第一时段就可以为下一个周期;当本发明实施例为在指定时间执行时,那么所述第一时段就可以为根据实际情况预设的时间段。The first period of time may be a period preset according to the actual situation; for example, when the embodiment of the present invention is performed periodically, then the first period of time may be the next cycle; when the embodiment of the present invention is executed at a specified time During execution, the first time period may be a time period preset according to actual conditions.
所述三个指定时段可以包括:第一指定时段为指定日期中与所述第一时段相同的时段,第二指定时段为指定日期中当前时刻所在时段,第三指定时段为当前时刻所在时段;其中,所述指定日期可以根据实际情况设置,比如,可以为上一周内,还可以为上两周内,或者为前三天内。The three specified periods may include: the first specified period is the same period as the first period in the specified date, the second specified period is the period in the current moment in the specified date, and the third specified period is the period in the current moment; Wherein, the specified date may be set according to the actual situation, for example, it may be within the previous week, or within the previous two weeks, or within the previous three days.
所述利用所述三个指定时段的话务统计数据,预测所述小区在第一时段中的负荷预测值可以包括:The use of the traffic statistics data of the three designated time periods to predict the load prediction value of the cell in the first time period may include:
计算第一指定时段内话务统计数据的方差,当所述方差大于预设门限时,采用第一预测公式预测所述小区在第一时段中的负荷预测值;当所述方差不大于预设门限时,采用第二预测公式预测所述小区在第一时段中的负荷预测值。Calculating the variance of the traffic statistics data in the first specified period, when the variance is greater than the preset threshold, using the first prediction formula to predict the load prediction value of the cell in the first period; when the variance is not greater than the preset When the threshold is reached, the second prediction formula is used to predict the load prediction value of the cell in the first time period.
所述第一预测公式为:所述小区在第一时段中的负荷预测值等于第一指定时段的话务统计数据中的最大值、除以第二指定时段的话务统计数据的平均值,然后乘以第三指定时段的话务统计数据。The first prediction formula is: the load prediction value of the cell in the first time period is equal to the maximum value of the traffic statistics data in the first designated time period, divided by the average value of the traffic statistics data in the second designated time period, It is then multiplied by the traffic statistics for the third specified time period.
所述第二预测公式为:所述小区在第一时段中的负荷预测值等于第一指定时段的话务统计数据的平均值、除以第二指定时段的话务统计数据的平均值,乘以第三指定时段的话务统计数据。The second prediction formula is: the load prediction value of the cell in the first time period is equal to the average value of the traffic statistics data in the first designated time period, divided by the average value of the traffic statistics data in the second designated time period, multiplied by Take the traffic statistics data for the third specified time period.
上述步骤103根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数,可以包括:The above step 103 determines the adjustment parameters of each cell and the target cell in the M networks according to the load forecast value and the preset load balancing strategy, which may include:
逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;Selecting one cell from each of the cells as the first cell one by one, and extracting the load prediction value of the first cell;
当所述第一小区的负荷预测值大于预设的负载门限值时,When the load prediction value of the first cell is greater than a preset load threshold value,
根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,依照预设的第一选取顺序,从LTE系统内异频相邻小区、LTE系统内同频相邻小区、TD-SCDMA系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;其中,所述第一选取顺序可以为LTE系统内异频相邻小区、LTE系统内同频相邻小区、TD-SCDMA系统内相邻小区;According to the cell attribute parameter in the cell parameters of the first cell, the type of the first cell is judged, and when the first cell is an LTE cell, according to the preset first selection order, the phase difference is selected from the LTE system. In the adjacent cell, the same-frequency adjacent cell in the LTE system, and the adjacent cell in the TD-SCDMA system, select a target cell for the first cell, and determine the adjustment parameters of the first cell and its corresponding target cell; wherein, the The first selection order may be inter-frequency adjacent cells in the LTE system, same-frequency adjacent cells in the LTE system, and adjacent cells in the TD-SCDMA system;
当所述第一小区为TD-SCDMA小区时,依照预设的第二选取顺序,从TD-SCDMA系统内相邻小区以及GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;第二选取顺序可以为首先为TD-SCDMA系统内相邻小区,然后为GSM系统内相邻小区;When the first cell is a TD-SCDMA cell, select a target cell for the first cell from adjacent cells in the TD-SCDMA system and adjacent cells in the GSM system according to a preset second selection order, And determine the adjustment parameters of the first cell and its corresponding target cell; the second selection order can be firstly the adjacent cells in the TD-SCDMA system, and then the adjacent cells in the GSM system;
当所述第一小区为GSM小区时,从GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数。When the first cell is a GSM cell, select a target cell for the first cell from neighboring cells in the GSM system, and determine adjustment parameters of the first cell and its corresponding target cell.
下面针对上述根据所述负荷预测值,根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数提供一个具体实施场景,如图2所示,包括:The following provides a specific implementation scenario for determining the adjustment parameters of each cell and target cell in the M networks according to the load prediction value, according to the load prediction value and the preset load balancing strategy, as shown in FIG. 2 ,include:
步骤201:逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;Step 201: selecting a cell from the various cells one by one as the first cell, and extracting the load prediction value of the first cell;
步骤202:当所述第一小区的负荷预测值大于预设的负载门限值时,其中,所述负载门限值可以根据不同网络不同小区分别设定;Step 202: When the load prediction value of the first cell is greater than a preset load threshold value, wherein the load threshold value can be set according to different cells in different networks;
步骤203:根据所述第一小区的小区参数中的小区属性参数,判断所述第一小区的类型,当所述第一小区为LTE小区时,执行步骤204;当所述第一小区为TD-SCDMA小区时,执行步骤208;当所述第一小区为GSM小区时,执行步骤209。Step 203: According to the cell attribute parameters in the cell parameters of the first cell, determine the type of the first cell, when the first cell is an LTE cell, perform step 204; when the first cell is a TD cell - when the first cell is an SCDMA cell, execute step 208; when the first cell is a GSM cell, execute step 209.
步骤204:判断所述第一小区是否存在低负载的LTE系统内异频邻小区,若有,则选择LTE异频小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,执行步骤205;Step 204: Determine whether there is a low-load inter-frequency neighboring cell in the LTE system in the first cell, and if so, select an LTE inter-frequency cell as the target cell, determine the cell parameters of the target cell, and the target cell's Adjust the parameters, the adjustment parameters of the first cell, and end the processing flow; otherwise, execute step 205;
步骤205:判断是否存在低负载的LTE系统内同频邻小区,若有,则选择LTE同频小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,执行步骤206;Step 205: Determine whether there is a low-load intra-frequency adjacent cell in the LTE system, and if so, select an LTE intra-frequency cell as the target cell, determine the cell parameters of the target cell, and the adjustment parameters of the target cell, the Adjust the parameters of the first cell, and end the processing flow; otherwise, execute step 206;
步骤206:判断是否存在低负载的TD-SCDMA系统内相邻小区,若有,则选择TD-SCDMA小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,执行步骤207;Step 206: Judging whether there is an adjacent cell in the TD-SCDMA system with low load, if there is, then select the TD-SCDMA cell as the target cell, determine the cell parameters of the target cell, and the adjustment parameters of the target cell, the If the adjustment parameters of the first cell are described above, the processing flow is ended; otherwise, step 207 is performed;
步骤207:当没有TD-SCDMA系统内相邻小区或邻小区负载过高,不具备负载均衡条件时,尝试将负载向GSM系统小区进行均衡;考虑到LTE系统和GSM系统承载能力的差异,LTE系统高负载小区将不再尝试向GSM系统小区进行负载均衡,并提示无合适小区进行负载均衡,结束处理流程。Step 207: When there is no adjacent cell in the TD-SCDMA system or the load of the adjacent cell is too high, and the load balancing conditions are not met, try to balance the load to the GSM system cell; The system high-load cell will no longer try to perform load balancing to the GSM system cell, and will prompt that there is no suitable cell for load balancing, and end the processing flow.
步骤208:判断是否存在低负载的TD-SCDMA系统内相邻小区,若有,则选择TD-SCDMA小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,执行步骤209;Step 208: Judging whether there is an adjacent cell in the TD-SCDMA system with low load, if so, select the TD-SCDMA cell as the target cell, determine the cell parameters of the target cell, and the adjustment parameters of the target cell, the If the adjustment parameters of the first cell are described above, the processing flow is ended; otherwise, step 209 is performed;
步骤209:判断是否存在低负载的GSM系统内邻小区,若有,则选择GSM小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,提示无合适小区进行负载均衡。Step 209: Determine whether there is a low-load GSM system neighbor cell, if so, select the GSM cell as the target cell, determine the cell parameters of the target cell, the adjustment parameters of the target cell, and the first cell Adjust the parameters and end the process; otherwise, it will prompt that there is no suitable cell for load balancing.
优选地,上述目标小区的选择方法可以如图3所示,包括:Preferably, the selection method of the above-mentioned target cell can be shown in Figure 3, including:
步骤301:根据所述M个网络对应的运行数据中的小区参数,确定第一小区对应的n个相邻小区,n为大于等于1的正整数;Step 301: According to the cell parameters in the operating data corresponding to the M networks, determine n adjacent cells corresponding to the first cell, where n is a positive integer greater than or equal to 1;
步骤302:利用基站基础数据,计算得到所述第一小区的覆盖面积S,并计算得到与所述第一小区的n个相邻小区的覆盖面积S1、S2、…、Sn,分别计算n个相邻小区与所述第一小区之间的面积比;Step 302: Using the basic data of the base station, calculate the coverage area S of the first cell, and calculate the coverage areas S1, S2, ..., Sn of n adjacent cells to the first cell, and calculate n respectively the area ratio between the adjacent cell and the first cell;
步骤303:从所述M个网络中各个小区在第一时段中的负荷预测值中,提取所述n个相邻小区在第一时段中的负荷预测值T1、T2、…、Tn;Step 303: extracting the load prediction values T1, T2, ..., Tn of the n adjacent cells in the first period from the load prediction values of each cell in the M networks in the first period;
步骤304:逐个计算所述n个相邻小区在第一时段中的负荷预测值T1、T2、…、Tn,与预设的小区理论总话务量T之间的比值,得到第一时段中所述n个相邻小区的话务空闲比;Step 304: Calculating the ratios between the predicted load values T1, T2, ..., Tn of the n adjacent cells in the first period and the preset theoretical total traffic T of the cells one by one, to obtain The traffic idle ratio of the n adjacent cells;
步骤305:利用n个相邻小区与所述第一小区之间的面积比、和所述n个相邻小区的话务空闲比,确定所述n个相邻小区对应的负载均衡指数;Step 305: Using the area ratio between the n adjacent cells and the first cell, and the traffic-idle ratio of the n adjacent cells, determine the load balancing index corresponding to the n adjacent cells;
步骤306:从所述n个相邻小区中选取负载均衡指数最大的小区作为目标小区。Step 306: Select the cell with the largest load balancing index from the n neighboring cells as the target cell.
其中,所述计算n个相邻小区与所述小区之间的面积比的操作可离线进行,计算使用如下公式:
计算所述n个相邻小区在第一时段中的负荷预测值T1、T2、…、Tn,与预设的小区理论总话务量T之间的比值的公式:
确定所述n个相邻小区对应的负载均衡指数,可以采用下述公式:LB1=P1*Q1,LB2=P2*Q2,…,LBn=Pn*Qn。To determine the load balancing indices corresponding to the n neighboring cells, the following formulas may be used: LB1 =P1 *Q1 , LB2 =P2 *Q2 , . . . , LBn =Pn *Qn .
优选地,上述步骤103执行完成后,还可以包括:对本次进行参数调整的小区进行标记;Preferably, after the above step 103 is executed, it may further include: marking the cell whose parameters are adjusted this time;
相应的,还可以包括:在第二时段内,对进行标记的所述小区的符合预测值进行检查,当检查结果为负荷预测值低于负载门限值,则删除其标记。Correspondingly, the method may further include: within the second period of time, checking the compliance prediction value of the marked cell, and deleting the marking when the checking result is that the load prediction value is lower than the load threshold value.
各个小区及目标小区的调整参数可以包括:切换、重选参数,以及在所述各个小区将范围内的用户终端向外迁移的同时,延迟所述目标小区的用户终端的切换至源小区的时间。The adjustment parameters of each cell and the target cell may include: handover and reselection parameters, and delaying the handover time of the user terminal of the target cell to the source cell while the user terminal within the range of each cell is migrated outward .
优选地,所述各个小区和目标小区的调整参数还可以包括:调整所述各个小区的功率配置,使得各个小区的功率提升指定值;以及调整所述各个小区的目标小区的功率配置,使得所述目标小区的功率降低指定值。Preferably, the adjustment parameters of each cell and the target cell may further include: adjusting the power configuration of each cell, so that the power of each cell is increased by a specified value; and adjusting the power configuration of the target cell of each cell, so that the The power reduction specified value of the target cell mentioned above.
如此,就能够保证小区切换过去的用户终端尽量不要被重新切换回源小区,以防止乒乓切换;比如,可以包括LTE异频切换,比如A4/A5事件中的切换、重选参数;LTE同频切换,A3事件中的切换、重选参数;异系统切换,比如,A2、A4事件中的切换、重选参数。In this way, it is possible to ensure that the user terminal whose cell has been switched in the past will not be switched back to the source cell as much as possible to prevent ping-pong switching; for example, it may include LTE inter-frequency switching, such as switching and reselection parameters in A4/A5 events; Switching, switching and reselection parameters in A3 event; different system switching, for example, switching and reselection parameters in A2 and A4 events.
优选地,所述将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备可以为:将所述各个小区及目标小区的调整参数经过OMC发送至对应的第二网络设备;其中,所述第二网络设备可以为eNB、RNC、BSC。Preferably, the sending the adjustment parameters of each cell and its corresponding target cell to the corresponding second network device may be: sending the adjustment parameters of each cell and the target cell to the corresponding second network device through OMC A device; wherein, the second network device may be an eNB, an RNC, or a BSC.
优选地,还可以包括:反馈程序实施过程中指令执行情况,报告不能进行调整的小区、拥塞区域,以便维护人员后续进行人工优化。Preferably, it may also include: feedback on the execution of instructions during program implementation, reporting cells and congested areas that cannot be adjusted, so that maintenance personnel can perform manual optimization later.
优选地,上述步骤101至步骤103可以为周期性执行的,比如,每个周期为2小时;Preferably, the above steps 101 to 103 may be performed periodically, for example, each cycle is 2 hours;
或者,上述步骤101至步骤103还可以在指定的时间开始执行,比如,经过统计,每天负载最大的时间段为10-16点,那么可以指定在每天的10点开始执行一次步骤101至步骤103、12点执行一次、14点执行一次、16点再执行一次,当天的其余时间可以不执行步骤101,即不使用本发明。Or, the above steps 101 to 103 can also be executed at a specified time. For example, after statistics, the time period with the largest load every day is 10-16 o'clock, then you can specify to start executing steps 101 to 103 at 10 o'clock every day , Execute once at 12 o'clock, once at 14 o'clock, and again at 16 o'clock, step 101 may not be executed in the rest of the day, that is, the present invention will not be used.
在现有技术中,不同厂商设备之间无法实现负载均衡,是因为现有方案在优化决策时,对于同厂商设备分别需要由不同厂商的OMC根据各基站上报的测量数据进行分析,并最终形成优化方案,但对于异厂商设备,分属不同的OMC管理,因而难以形成统一的优化决策,从而难以实现跨厂商的负载均衡优化上述方案中提供的负载均衡方案,难以形成全移动网络的统一优化决策;并且,由于上述几种不同制式的网络之间无法进行负载均衡,导致无法让新网络有效的分担原网络的话务量,从而出现“旧网忙死,新网闲死”的情况。In the existing technology, load balancing between devices from different manufacturers cannot be achieved, because in the optimization decision-making of the existing solutions, the OMCs of different manufacturers need to analyze the equipment of the same manufacturer according to the measurement data reported by each base station, and finally form Optimization scheme, but for different manufacturers' equipment, they belong to different OMC management, so it is difficult to form a unified optimization decision, so it is difficult to achieve cross-vendor load balancing optimization The load balancing scheme provided in the above scheme is difficult to form a unified optimization of the entire mobile network In addition, since the above-mentioned networks of different standards cannot perform load balancing, the new network cannot effectively share the traffic of the original network, resulting in the situation of "the old network is busy and the new network is idle".
采用本实施例提供的上述方案,能够获取M个网络的运行数据,计算得到M个网络中各个小区的负荷预测值,再根据所述各个小区的负荷预测值确定各个小区及其对应的目标小区的调整参数,从而实现对各个小区及其对应的目标小区的调整。可见,采用上述方案通过获取多个网络的运行数据,确定对应的调整参数,有效地达到多个网络协同发展的效果,避免了“忙网忙死,闲网闲死”的情况出现,提高了网络资源利用率。Using the above solution provided by this embodiment, the operating data of M networks can be obtained, the load forecast value of each cell in the M networks can be calculated, and then each cell and its corresponding target cell can be determined according to the load forecast value of each cell adjustment parameters, so as to realize the adjustment of each cell and its corresponding target cell. It can be seen that by using the above scheme to obtain the operation data of multiple networks and determine the corresponding adjustment parameters, the effect of coordinated development of multiple networks can be effectively achieved. Network resource utilization.
同时,还可有效节约人力维护成本,同时避免了人工操作过程中可能出现的误操作,提升了负载均衡优化的有效性和可靠性。At the same time, it can effectively save labor maintenance costs, avoid possible misoperations during manual operations, and improve the effectiveness and reliability of load balancing optimization.
实施例二、Embodiment two,
本发明实施例提供了一种负载均衡方法,如图4所示,包括:The embodiment of the present invention provides a load balancing method, as shown in Figure 4, including:
步骤401:接收到自身管理的各个小区对应的目标小区及调整参数;Step 401: Receive target cells and adjustment parameters corresponding to each cell managed by itself;
步骤402:控制所述各个小区根据所述目标小区及调整参数进行调整。Step 402: Control each cell to adjust according to the target cell and the adjustment parameters.
本实施例可以应用于第二网络设备,所述第二网络设备可以为RNC、BSC、eNB等。This embodiment may be applied to a second network device, and the second network device may be an RNC, a BSC, an eNB, or the like.
优选地,所述方法还可以包括:将运行数据发送至所在网络的OMC。Preferably, the method may further include: sending the operation data to the OMC of the network where it is located.
所述运行数据可以包括:话务统计数据、小区参数、基站基础数据;The operation data may include: traffic statistics data, cell parameters, base station basic data;
其中,所述话务统计数据可以包括:至少一个时段,以及每个时段中小区无线利用率和/或拥塞率,所述时段的长度可以根据实际情况预设,比如1小时或者15分钟;Wherein, the traffic statistics data may include: at least one time period, and the cell wireless utilization rate and/or congestion rate in each time period, the length of the time period may be preset according to the actual situation, such as 1 hour or 15 minutes;
所述小区参数可以包括以下至少之一:小区属性参数、功率配置、频点配置、半速率参数配置、数据业务参数配置、邻区配置;The cell parameters may include at least one of the following: cell attribute parameters, power configuration, frequency point configuration, half-rate parameter configuration, data service parameter configuration, and neighboring cell configuration;
所述基站基础数据可以包括以下至少之一:基站经纬度、下倾角、方向角。The base station basic data may include at least one of the following: base station latitude and longitude, downtilt, and azimuth.
采用本实施例提供的上述方案,能够控制各个网络中的第二电子设备上报自身运行数据,并且根据接收到的所述各个小区的负荷预测值确定各个小区及其对应的目标小区的调整参数,从而实现对各个小区及其对应的目标小区的调整。可见,采用上述方案有效地达到多个网络协同发展的效果,避免了“忙网忙死,闲网闲死”的情况出现,提高了网络资源利用率。同时,还可有效节约人力维护成本,同时避免了人工操作过程中可能出现的误操作,提升了负载均衡优化的有效性和可靠性。Using the above solution provided by this embodiment, it is possible to control the second electronic device in each network to report its own operating data, and determine the adjustment parameters of each cell and its corresponding target cell according to the received load forecast value of each cell, In this way, the adjustment of each cell and its corresponding target cell is realized. It can be seen that the adoption of the above scheme effectively achieves the effect of coordinated development of multiple networks, avoids the situation of "busy network is busy, idle network is idle", and improves the utilization rate of network resources. At the same time, it can effectively save labor maintenance costs, avoid possible misoperations during manual operations, and improve the effectiveness and reliability of load balancing optimization.
实施例三、Embodiment three,
本发明实施例提供了一种网络设备,如图5所示,包括:An embodiment of the present invention provides a network device, as shown in FIG. 5, including:
数据获取单元51,用于获取M个网络对应的运行数据,M为大于等于1的正整数;A data acquisition unit 51, configured to acquire operating data corresponding to M networks, where M is a positive integer greater than or equal to 1;
计算单元52,用于利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值;A calculation unit 52, configured to use the operating data corresponding to the M networks to calculate the load forecast value of each cell in the M networks in the first period of time;
调整单元53,用于根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数;An adjustment unit 53, configured to determine adjustment parameters of each cell and the target cell in the M networks according to the load prediction value and a preset load balancing strategy;
发送单元54,用于将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备,控制各个小区的第二网络设备根据所述目标小区及调整参数进行调整,并且控制所述各个目标小区的第二网络设备根据调整参数进行调整。The sending unit 54 is configured to send the adjustment parameters of each cell and its corresponding target cell to a corresponding second network device, and control the second network device of each cell to adjust according to the target cell and the adjustment parameter, and control The second network device of each target cell performs adjustment according to the adjustment parameter.
本实施例网络设备可以为单独设置的一个设备,并且与OMC之间连接;或者,所述网络设备可以为OMC,可以为在OMC中设置一个独立的单元,专门用于执行本方案。The network device in this embodiment may be a device set separately and connected to the OMC; or, the network device may be the OMC, and may be an independent unit set in the OMC, which is specially used to implement this solution.
这里,所述M个网络对应的运行数据可以包括:分别从所述M个网络中的操作维护中心(OMC,OperationandMaintenanceCenter),提取对应的运行数据。Here, the operation data corresponding to the M networks may include: extracting corresponding operation data from operation and maintenance centers (OMC, Operation and Maintenance Center) in the M networks respectively.
其中,所述M个网络可以至少包括一TD-SCDMA网络、一GSM网络、一LTE网络。Wherein, the M networks may at least include a TD-SCDMA network, a GSM network, and an LTE network.
所述运行数据可以包括:话务统计数据、小区参数、基站基础数据;The operation data may include: traffic statistics data, cell parameters, base station basic data;
其中,所述话务统计数据可以包括:至少一个时段,以及每个时段中小区无线利用率和/或拥塞率,所述时段的长度可以根据实际情况预设,比如1小时或者15分钟;Wherein, the traffic statistics data may include: at least one time period, and the cell wireless utilization rate and/or congestion rate in each time period, the length of the time period may be preset according to the actual situation, such as 1 hour or 15 minutes;
所述小区参数可以包括以下至少之一:小区属性参数、功率配置、频点配置、半速率参数配置、数据业务参数配置、邻区配置;The cell parameters may include at least one of the following: cell attribute parameters, power configuration, frequency point configuration, half-rate parameter configuration, data service parameter configuration, and neighboring cell configuration;
所述基站基础数据可以包括以下至少之一:基站经纬度、下倾角、方向角。The base station basic data may include at least one of the following: base station latitude and longitude, downtilt, and azimuth.
所述计算单元52包括:The computing unit 52 includes:
提取子单元521,用于分别提取各个小区对应的运行数据;从所述小区对应的运行数据中,提取三个指定时段的话务统计数据;The extracting subunit 521 is used to extract the operation data corresponding to each cell respectively; from the operation data corresponding to the cell, extract the traffic statistics data of three specified periods;
计算子单元522,用于利用所述三个指定时段的话务统计数据,预测所述小区在第一时段中的负荷预测值。The calculation subunit 522 is configured to use the traffic statistics data of the three specified time periods to predict the load prediction value of the cell in the first time period.
所述第一时段可以为根据实际情况预设的时段;比如,当本发明实施例为周期性执行时,那么所述第一时段就可以为下一个周期;当本发明实施例为在指定时间执行时,那么所述第一时段就可以为根据实际情况预设的时间段。The first period of time may be a period preset according to the actual situation; for example, when the embodiment of the present invention is performed periodically, then the first period of time may be the next cycle; when the embodiment of the present invention is executed at a specified time During execution, the first time period may be a time period preset according to actual conditions.
所述三个指定时段可以包括:第一指定时段为指定日期中与所述第一时段相同的时段,第二指定时段为指定日期中当前时刻所在时段,第三指定时段为当前时刻所在时段;其中,所述指定日期可以根据实际情况设置,比如,可以为上一周内,还可以为上两周内,或者为前三天内。The three specified periods may include: the first specified period is the same period as the first period in the specified date, the second specified period is the period in the current moment in the specified date, and the third specified period is the period in the current moment; Wherein, the specified date may be set according to the actual situation, for example, it may be within the previous week, or within the previous two weeks, or within the previous three days.
所述计算子单元522,具体用于计算第一指定时段内话务统计数据的方差,当所述方差大于预设门限时,采用第一预测公式预测所述小区在第一时段中的负荷预测值;当所述方差不大于预设门限时,采用第二预测公式预测所述小区在第一时段中的负荷预测值。The calculation subunit 522 is specifically used to calculate the variance of the traffic statistics data within the first specified period, and when the variance is greater than the preset threshold, use the first prediction formula to predict the load prediction of the cell in the first period value; when the variance is not greater than the preset threshold, use the second prediction formula to predict the load prediction value of the cell in the first period.
所述第一预测公式为:所述小区在第一时段中的负荷预测值等于第一指定时段的话务统计数据中的最大值、除以第二指定时段的话务统计数据的平均值,然后乘以第三指定时段的话务统计数据。The first prediction formula is: the load prediction value of the cell in the first time period is equal to the maximum value of the traffic statistics data in the first designated time period, divided by the average value of the traffic statistics data in the second designated time period, It is then multiplied by the traffic statistics for the third specified time period.
所述第二预测公式为:所述小区在第一时段中的负荷预测值等于第一指定时段的话务统计数据的平均值、除以第二指定时段的话务统计数据的平均值,乘以第三指定时段的话务统计数据。The second prediction formula is: the load prediction value of the cell in the first time period is equal to the average value of the traffic statistics data in the first designated time period, divided by the average value of the traffic statistics data in the second designated time period, multiplied by Take the traffic statistics data for the third specified time period.
所述调整单元53包括:The adjustment unit 53 includes:
判定子单元531,用于逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;判断所述第一小区的负荷预测值是否大于预设的负载门限值;A judging subunit 531, configured to select one cell from each of the cells as the first cell one by one, and extract the predicted load value of the first cell; determine whether the predicted load value of the first cell is greater than a preset load threshold limit value;
调整参数确定子单元532,用于当所述第一小区的负荷预测值大于预设的负载门限值时,根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,依照预设的第一选取顺序,从LTE系统内异频相邻小区、LTE系统内同频相邻小区、TD-SCDMA系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;当所述第一小区为TD-SCDMA小区时,依照预设的第二选取顺序,从TD-SCDMA系统内相邻小区以及GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;当所述第一小区为GSM小区时,从GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数。The adjustment parameter determination subunit 532 is configured to judge the load of the first cell according to the cell attribute parameter in the cell parameters of the first cell when the load prediction value of the first cell is greater than a preset load threshold value. Type, when the first cell is an LTE cell, according to the preset first selection order, choose from the adjacent cells with different frequencies in the LTE system, the adjacent cells with the same frequency in the LTE system, and the adjacent cells in the TD-SCDMA system , selecting a target cell for the first cell, and determining the adjustment parameters of the first cell and its corresponding target cell; when the first cell is a TD-SCDMA cell, according to the preset second selection sequence, from -in the adjacent cells in the SCDMA system and the adjacent cells in the GSM system, select a target cell for the first cell, and determine the adjustment parameters of the first cell and its corresponding target cell; when the first cell is a GSM cell , select a target cell for the first cell from neighboring cells in the GSM system, and determine adjustment parameters of the first cell and its corresponding target cell.
下面针对上述根据所述负荷预测值,根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数提供一个具体实施场景,包括:The following provides a specific implementation scenario for determining the adjustment parameters of each cell and target cell in the M networks according to the load prediction value, according to the load prediction value and the preset load balancing strategy, including:
逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;Selecting one cell from each of the cells as the first cell one by one, and extracting the load prediction value of the first cell;
当所述第一小区的负荷预测值大于预设的负载门限值时,其中,所述负载门限值可以根据不同网络不同小区分别设定;When the load prediction value of the first cell is greater than a preset load threshold value, wherein the load threshold value can be set separately according to different cells in different networks;
根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,判断所述第一小区是否存在低负载的LTE系统内异频邻小区,若有,则选择LTE异频小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,判断是否存在低负载的LTE系统内同频邻小区,若有,则选择LTE同频小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,判断是否存在低负载的TD-SCDMA系统内相邻小区,若有,则选择TD-SCDMA小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,当没有TD-SCDMA系统内相邻小区或邻小区负载过高,不具备负载均衡条件时,尝试将负载向GSM系统小区进行均衡;考虑到LTE系统和GSM系统承载能力的差异,LTE系统高负载小区将不再尝试向GSM系统小区进行负载均衡,并提示无合适小区进行负载均衡,结束处理流程。Judging the type of the first cell according to the cell attribute parameter in the cell parameters of the first cell, and when the first cell is an LTE cell, judging whether there is a low-load LTE intra-system frequency difference in the first cell Neighboring cells, if there is, select an LTE inter-frequency cell as the target cell, determine the cell parameters of the target cell, the adjustment parameters of the target cell, and the adjustment parameters of the first cell, and end the processing flow; otherwise, determine Whether there is a same-frequency adjacent cell in the LTE system with low load, if so, select the LTE same-frequency cell as the target cell, determine the cell parameters of the target cell, the adjustment parameters of the target cell, and the first cell Adjust the parameters and end the processing flow; otherwise, judge whether there is a low-load adjacent cell in the TD-SCDMA system, if so, select the TD-SCDMA cell as the target cell, determine the cell parameters of the target cell, and the target cell The adjustment parameters of the cell and the adjustment parameters of the first cell end the processing flow; otherwise, when there is no adjacent cell in the TD-SCDMA system or the load of the adjacent cell is too high and does not have load balancing conditions, try to transfer the load to the GSM system The cell performs load balancing; considering the difference in carrying capacity between the LTE system and the GSM system, the high-load cell of the LTE system will no longer try to perform load balancing to the GSM system cell, and prompts that there is no suitable cell for load balancing, and ends the processing process.
当所述第一小区为TD-SCDMA小区时,判断是否存在低负载的TD-SCDMA系统内相邻小区,若有,则选择TD-SCDMA小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,判断是否存在低负载的GSM系统内邻小区,若有,则选择GSM小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,提示无合适小区进行负载均衡;When the first sub-district is a TD-SCDMA sub-district, judge whether there is an adjacent sub-district in the TD-SCDMA system with a low load, if so, select the TD-SCDMA sub-district as the target sub-district, determine the sub-district parameters of the target sub-district, And the adjustment parameter of the target cell, the adjustment parameter of the first cell, and end the processing flow; otherwise, judge whether there is a low-load GSM system inner neighbor cell, if so, select the GSM cell as the target cell, and determine the The cell parameters of the target cell, the adjustment parameters of the target cell, and the adjustment parameters of the first cell end the processing procedure; otherwise, prompting that there is no suitable cell for load balancing;
当所述第一小区为GSM小区时,判断是否存在低负载的GSM系统内邻小区,若有,则选择GSM小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,提示无合适小区进行负载均衡。When the first sub-district is a GSM sub-district, it is judged whether there is a low-load neighboring sub-district in the GSM system, and if so, the GSM sub-district is selected as the target sub-district, and the sub-district parameters of the target sub-district and the adjustment of the target sub-district are determined. parameter, the adjustment parameter of the first cell, and end the processing flow; otherwise, prompt that there is no suitable cell for load balancing.
优选地,所述调整参数确定子单元,具体用于根据所述M个网络对应的运行数据中的小区参数,确定第一小区对应的n个相邻小区;利用基站基础数据,计算得到所述第一小区的覆盖面积,并计算得到与所述第一小区的n个相邻小区的覆盖面积,分别计算n个相邻小区与所述第一小区之间的面积比;从所述M个网络中各个小区在第一时段中的负荷预测值中,提取所述n个相邻小区在第一时段中的负荷预测值;计算所述n个相邻小区在第一时段中的负荷预测值,与预设的小区理论总话务量T之间的比值,得到第一时段中所述n个相邻小区的话务空闲比;利用n个相邻小区与所述第一小区之间的面积比、和所述n个相邻小区的话务空闲比,计算得到所述n个相邻小区对应的负载均衡指数;从所述n个相邻小区中选取负载均衡指数最大的小区作为目标小区。Preferably, the adjustment parameter determination subunit is specifically configured to determine the n adjacent cells corresponding to the first cell according to the cell parameters in the operation data corresponding to the M networks; and calculate the The coverage area of the first cell, and calculate the coverage area of n adjacent cells with the first cell, calculate the area ratio between the n adjacent cells and the first cell respectively; from the M From the load prediction values of each cell in the network in the first period, extract the load prediction values of the n neighboring cells in the first period; calculate the load prediction values of the n neighboring cells in the first period , and the ratio between the theoretical total traffic volume T of the preset cell, the traffic-idle ratio of the n adjacent cells in the first period is obtained; using the ratio between the n adjacent cells and the first cell area ratio, and the traffic idle ratio of the n adjacent cells, calculate the load balancing index corresponding to the n adjacent cells; select the cell with the largest load balancing index from the n adjacent cells as the target district.
其中,所述计算n个相邻小区与所述小区之间的面积比的操作可离线进行,计算使用如下公式:
计算所述n个相邻小区在第一时段中的负荷预测值T1、T2、…、Tn,与预设的小区理论总话务量T之间的比值的公式:
确定所述n个相邻小区对应的负载均衡指数,可以采用下述公式:LB1=P1*Q1,LB2=P2*Q2,…,LBn=Pn*Qn。To determine the load balancing indices corresponding to the n neighboring cells, the following formulas may be used: LB1 =P1 *Q1 , LB2 =P2 *Q2 , . . . , LBn =Pn *Qn .
优选地,上述调整单元还可以用于对本次进行参数调整的小区进行标记;在第二时段内,对进行标记的所述小区的符合预测值进行检查,当检查结果为负荷预测值低于负载门限值,则删除其标记。Preferably, the above-mentioned adjustment unit can also be used to mark the cell whose parameters are adjusted this time; in the second period, check the compliance prediction value of the marked cell, and when the check result is that the load prediction value is lower than load threshold, its flag is deleted.
调整参数可以包括:切换、重选参数,以及在所述各个小区将范围内的用户终端向外迁移的同时,延迟所述目标小区的用户终端的切换至源小区的时间。优选地,所述各个小区和目标小区的调整参数还可以包括:调整所述各个小区的功率配置,使得各个小区的功率提升指定值;以及调整所述各个小区的目标小区的功率配置,使得所述目标小区的功率降低指定值。The adjustment parameters may include: handover and reselection parameters, and delaying the handover time of the user terminal in the target cell to the source cell while the user terminal within the range of each cell is migrated outward. Preferably, the adjustment parameters of each cell and the target cell may further include: adjusting the power configuration of each cell, so that the power of each cell is increased by a specified value; and adjusting the power configuration of the target cell of each cell, so that the The power reduction specified value of the target cell mentioned above.
如此,就能够保证小区切换过去的用户终端尽量不要被重新切换回源小区,以防止乒乓切换;比如,可以包括LTE异频切换,比如A4/A5事件中的切换、重选参数;LTE同频切换,A3事件中的切换、重选参数;异系统切换,比如,A2、A4事件中的切换、重选参数。In this way, it is possible to ensure that the user terminal whose cell has been switched in the past will not be switched back to the source cell as much as possible to prevent ping-pong switching; for example, it may include LTE inter-frequency switching, such as switching and reselection parameters in A4/A5 events; Switching, switching and reselection parameters in A3 event; different system switching, for example, switching and reselection parameters in A2 and A4 events.
优选地,所述发送单元54,具体用于将所述各个小区及目标小区的调整参数经过OMC发送至对应的第二网络设备;其中,所述第二网络设备可以为eNB、RNC、BSC。Preferably, the sending unit 54 is specifically configured to send the adjustment parameters of the various cells and the target cell to the corresponding second network device through the OMC; wherein, the second network device may be eNB, RNC, or BSC.
优选地,所述调整参数确定子单元还可以用于反馈程序实施过程中指令执行情况,报告不能进行调整的小区、拥塞区域,以便维护人员后续进行人工优化。Preferably, the adjustment parameter determination subunit can also be used to give feedback on the execution of instructions during program implementation, and to report cells and congested areas that cannot be adjusted, so that maintenance personnel can perform manual optimization later.
优选地,上述操作可以为周期性执行的,比如,可以将全天分为6个周期,每个周期为2小时;Preferably, the above operations can be performed periodically, for example, the whole day can be divided into 6 periods, each period is 2 hours;
或者,上述操作还可以为在指定的时间开始执行的,比如,经过统计,每天负载最大的时间段为10-16点,那么可以指定在每天的10点开始执行一次、12点执行一次、14点执行一次、16点再执行一次,当天的其余时间可以不执行,即不使用本发明。Alternatively, the above operations can also be executed at a specified time. For example, according to statistics, the time period with the largest load every day is 10-16 o'clock, then you can specify to execute once at 10:00, 12:00, 14:00 Execute once at 16:00, and execute again at 16:00, and the rest of the day can not be executed, that is, the present invention is not used.
在现有技术中,不同厂商设备之间无法实现负载均衡,是因为现有方案在优化决策时,对于同厂商设备分别需要由不同厂商的OMC根据各基站上报的测量数据进行分析,并最终形成优化方案,但对于异厂商设备,分属不同的OMC管理,因而难以形成统一的优化决策,从而难以实现跨厂商的负载均衡优化上述方案中提供的负载均衡方案,难以形成全移动网络的统一优化决策;并且,由于上述几种不同制式的网络之间无法进行负载均衡,导致无法让新网络有效的分担原网络的话务量,从而出现“旧网忙死,新网闲死”的情况。In the existing technology, load balancing between devices from different manufacturers cannot be achieved, because in the optimization decision-making of the existing solutions, the OMCs of different manufacturers need to analyze the equipment of the same manufacturer according to the measurement data reported by each base station, and finally form Optimization scheme, but for different manufacturers' equipment, they belong to different OMC management, so it is difficult to form a unified optimization decision, so it is difficult to achieve cross-vendor load balancing optimization The load balancing scheme provided in the above scheme is difficult to form a unified optimization of the entire mobile network In addition, since the above-mentioned networks of different standards cannot perform load balancing, the new network cannot effectively share the traffic of the original network, resulting in the situation of "the old network is busy and the new network is idle".
采用本实施例提供的上述方案,能够获取M个网络的运行数据,计算得到M个网络中各个小区的负荷预测值,再根据所述各个小区的负荷预测值确定各个小区及其对应的目标小区的调整参数,从而实现对各个小区及其对应的目标小区的调整。可见,采用上述方案能够获取多个网络的运行数据,有效地达到多个网络协同发展的效果,避免了“忙网忙死,闲网闲死”的情况出现,提高了网络资源利用率。Using the above solution provided by this embodiment, the operating data of M networks can be obtained, the load forecast value of each cell in the M networks can be calculated, and then each cell and its corresponding target cell can be determined according to the load forecast value of each cell adjustment parameters, so as to realize the adjustment of each cell and its corresponding target cell. It can be seen that the above scheme can obtain the operation data of multiple networks, effectively achieve the effect of coordinated development of multiple networks, avoid the situation of "busy network is busy, idle network is idle", and improves the utilization rate of network resources.
同时,还可有效节约人力维护成本,同时避免了人工操作过程中可能出现的误操作,提升了负载均衡优化的有效性和可靠性。At the same time, it can effectively save labor maintenance costs, avoid possible misoperations during manual operations, and improve the effectiveness and reliability of load balancing optimization.
实施例四、Embodiment four,
本发明实施例提供了一种网络设备,如图6所示,包括:An embodiment of the present invention provides a network device, as shown in FIG. 6, including:
通信单元61,用于用于接收到自身管理的各个小区对应的目标小区及调整参数;The communication unit 61 is configured to receive target cells and adjustment parameters corresponding to each cell managed by itself;
处理单元62,用于控制所述各个小区根据所述目标小区及调整参数进行调整。The processing unit 62 is configured to control each cell to perform adjustment according to the target cell and the adjustment parameter.
本实施例可以应用于第二网络设备,比如,RNC、BSC等。This embodiment can be applied to the second network device, such as RNC, BSC and so on.
优选地,所述通信单元61,还用于采集运行数据,将所述运行数据发送至所在网络的OMC;其中,所述运行数据可以包括:话务统计数据、小区参数、基站基础数据;Preferably, the communication unit 61 is also used to collect operating data, and send the operating data to the OMC of the network where it is located; wherein, the operating data may include: traffic statistics data, cell parameters, base station basic data;
其中,所述话务统计数据可以包括:至少一个时段,以及每个时段中小区无线利用率和/或拥塞率,所述时段的长度可以根据实际情况预设,比如1小时或者15分钟;Wherein, the traffic statistics data may include: at least one time period, and the cell wireless utilization rate and/or congestion rate in each time period, the length of the time period may be preset according to the actual situation, such as 1 hour or 15 minutes;
所述小区参数可以包括以下至少之一:小区属性参数、功率配置、频点配置、半速率参数配置、数据业务参数配置、邻区配置;The cell parameters may include at least one of the following: cell attribute parameters, power configuration, frequency point configuration, half-rate parameter configuration, data service parameter configuration, and neighboring cell configuration;
所述基站基础数据可以包括以下至少之一:基站经纬度、下倾角、方向角。The base station basic data may include at least one of the following: base station latitude and longitude, downtilt, and azimuth.
实施例五、Embodiment five,
本实施例提供了一种负载均衡系统,如图7所示,所述系统包括:This embodiment provides a load balancing system, as shown in Figure 7, the system includes:
第一网络设备71,用于获取M个网络对应的运行数据,M为大于等于1的正整数;利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值;根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数,将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备;The first network device 71 is configured to obtain the operating data corresponding to the M networks, where M is a positive integer greater than or equal to 1; using the operating data corresponding to the M networks, it is calculated that each cell in the M networks is in the first The load prediction value in the time period; according to the load prediction value and the preset load balancing strategy, determine the adjustment parameters of each cell and target cell in the M networks, and adjust the adjustment parameters of each cell and its corresponding target cell sending the parameters to the corresponding second network device;
第二网络设备72,用于接收到自身管理的各个小区对应的目标小区及调整参数;控制所述各个小区根据所述目标小区及调整参数进行调整。The second network device 72 is configured to receive target cells and adjustment parameters corresponding to each cell managed by itself; and control each cell to adjust according to the target cell and adjustment parameters.
上述第一网络设备,包括:The above-mentioned first network device includes:
数据获取单元,用于获取M个网络对应的运行数据,M为大于等于1的正整数;A data acquisition unit, configured to acquire operating data corresponding to M networks, where M is a positive integer greater than or equal to 1;
计算单元,用于利用所述M个网络对应的运行数据,计算得到所述M个网络中各个小区在第一时段中的负荷预测值;A calculation unit, configured to use the operation data corresponding to the M networks to calculate the load forecast value of each cell in the M networks in the first period of time;
调整单元,用于根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数;An adjustment unit, configured to determine the adjustment parameters of each cell and the target cell in the M networks according to the load prediction value and the preset load balancing strategy;
发送单元,用于将所述各个小区及其对应的目标小区的调整参数发送至对应的第二网络设备,控制各个小区的第二网络设备根据所述目标小区及调整参数进行调整,并且控制所述各个目标小区的第二网络设备根据调整参数进行调整。a sending unit, configured to send the adjustment parameters of each cell and its corresponding target cell to a corresponding second network device, control the second network device of each cell to adjust according to the target cell and the adjustment parameter, and control the The second network device of each target cell is adjusted according to the adjustment parameter.
本实施例网络设备可以为单独设置的一个设备,并且与OMC之间连接。The network device in this embodiment may be a device set independently and connected to the OMC.
这里,所述M个网络对应的运行数据可以包括:分别从所述M个网络中的操作维护中心(OMC,OperationandMaintenanceCenter),提取对应的运行数据。Here, the operation data corresponding to the M networks may include: extracting corresponding operation data from operation and maintenance centers (OMC, Operation and Maintenance Center) in the M networks respectively.
其中,所述M个网络可以至少包括一TD-SCDMA网络、一GSM网络、一LTE网络。Wherein, the M networks may at least include a TD-SCDMA network, a GSM network, and an LTE network.
所述运行数据可以包括:话务统计数据、小区参数、基站基础数据;The operation data may include: traffic statistics data, cell parameters, base station basic data;
其中,所述话务统计数据可以包括:至少一个时段,以及每个时段中小区无线利用率和/或拥塞率,所述时段的长度可以根据实际情况预设,比如1小时或者15分钟;Wherein, the traffic statistics data may include: at least one time period, and the cell wireless utilization rate and/or congestion rate in each time period, the length of the time period may be preset according to the actual situation, such as 1 hour or 15 minutes;
所述小区参数可以包括以下至少之一:小区属性参数、功率配置、频点配置、半速率参数配置、数据业务参数配置、邻区配置;The cell parameters may include at least one of the following: cell attribute parameters, power configuration, frequency point configuration, half-rate parameter configuration, data service parameter configuration, and neighboring cell configuration;
所述基站基础数据可以包括以下至少之一:基站经纬度、下倾角、方向角。The base station basic data may include at least one of the following: base station latitude and longitude, downtilt, and azimuth.
所述计算单元包括:The computing unit includes:
提取子单元,用于分别提取各个小区对应的运行数据;从所述小区对应的运行数据中,提取三个指定时段的话务统计数据;The extracting subunit is used to extract the operation data corresponding to each cell respectively; from the operation data corresponding to the cell, extract the traffic statistics data of three specified periods;
计算子单元,用于利用所述三个指定时段的话务统计数据,预测所述小区在第一时段中的负荷预测值。The calculation subunit is used to predict the load prediction value of the cell in the first time period by using the traffic statistics data of the three designated time periods.
所述第一时段可以为根据实际情况预设的时段;比如,当本发明实施例为周期性执行时,那么所述第一时段就可以为下一个周期;当本发明实施例为在指定时间执行时,那么所述第一时段就可以为根据实际情况预设的时间段。The first period of time may be a period preset according to the actual situation; for example, when the embodiment of the present invention is performed periodically, then the first period of time may be the next cycle; when the embodiment of the present invention is executed at a specified time During execution, the first time period may be a time period preset according to actual conditions.
所述三个指定时段可以包括:第一指定时段为指定日期中与所述第一时段相同的时段,第二指定时段为指定日期中当前时刻所在时段,第三指定时段为当前时刻所在时段;其中,所述指定日期可以根据实际情况设置,比如,可以为上一周内,还可以为上两周内,或者为前三天内。The three specified periods may include: the first specified period is the same period as the first period in the specified date, the second specified period is the period in the current moment in the specified date, and the third specified period is the period in the current moment; Wherein, the specified date may be set according to the actual situation, for example, it may be within the previous week, or within the previous two weeks, or within the previous three days.
所述计算子单元,具体用于计算第一指定时段内话务统计数据的方差,当所述方差大于预设门限时,采用第一预测公式预测所述小区在第一时段中的负荷预测值;当所述方差不大于预设门限时,采用第二预测公式预测所述小区在第一时段中的负荷预测值。The calculation subunit is specifically used to calculate the variance of the traffic statistics data within the first specified period, and when the variance is greater than the preset threshold, use the first prediction formula to predict the load prediction value of the cell in the first period ; When the variance is not greater than the preset threshold, predicting the load prediction value of the cell in the first period by using a second prediction formula.
所述第一预测公式为:所述小区在第一时段中的负荷预测值等于第一指定时段的话务统计数据中的最大值、除以第二指定时段的话务统计数据的平均值,然后乘以第三指定时段的话务统计数据。The first prediction formula is: the load prediction value of the cell in the first time period is equal to the maximum value of the traffic statistics data in the first designated time period, divided by the average value of the traffic statistics data in the second designated time period, It is then multiplied by the traffic statistics for the third specified time period.
所述第二预测公式为:所述小区在第一时段中的负荷预测值等于第一指定时段的话务统计数据的平均值、除以第二指定时段的话务统计数据的平均值,乘以第三指定时段的话务统计数据。The second prediction formula is: the load prediction value of the cell in the first time period is equal to the average value of the traffic statistics data in the first designated time period, divided by the average value of the traffic statistics data in the second designated time period, multiplied by Take the traffic statistics data for the third specified time period.
所述调整单元包括:The adjustment unit includes:
判定子单元,用于逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;判断所述第一小区的负荷预测值是否大于预设的负载门限值;A judging subunit, configured to select one cell from each of the cells as the first cell one by one, and extract the predicted load value of the first cell; judge whether the predicted load value of the first cell is greater than a preset load threshold value;
调整参数确定子单元,用于当所述第一小区的负荷预测值大于预设的负载门限值时,根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,依照预设的第一选取顺序,从LTE系统内异频相邻小区、LTE系统内同频相邻小区、TD-SCDMA系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;当所述第一小区为TD-SCDMA小区时,依照预设的第二选取顺序,从TD-SCDMA系统内相邻小区以及GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数;当所述第一小区为GSM小区时,从GSM系统内相邻小区中,为所述第一小区选择目标小区,并确定第一小区及其对应的目标小区的调整参数。An adjustment parameter determining subunit, configured to determine the type of the first cell according to the cell attribute parameter in the cell parameters of the first cell when the load prediction value of the first cell is greater than a preset load threshold value , when the first cell is an LTE cell, according to a preset first selection order, from among the inter-frequency adjacent cells in the LTE system, the same-frequency adjacent cells in the LTE system, and the adjacent cells in the TD-SCDMA system, Selecting a target cell for the first cell, and determining adjustment parameters of the first cell and its corresponding target cell; when the first cell is a TD-SCDMA cell, according to a preset second selection sequence, from TD-SCDMA In the adjacent cells in the SCDMA system and the adjacent cells in the GSM system, select a target cell for the first cell, and determine the adjustment parameters of the first cell and its corresponding target cell; when the first cell is a GSM cell , selecting a target cell for the first cell from neighboring cells in the GSM system, and determining adjustment parameters of the first cell and its corresponding target cell.
下面针对上述根据所述负荷预测值,根据所述负荷预测值以及预设的负载均衡策略,确定所述M个网络中各个小区及目标小区的调整参数提供一个具体实施场景,包括:The following provides a specific implementation scenario for determining the adjustment parameters of each cell and target cell in the M networks according to the load prediction value, according to the load prediction value and the preset load balancing strategy, including:
逐个从所述各个小区中选取一个小区作为第一小区,提取所述第一小区的负荷预测值;Selecting one cell from each of the cells as the first cell one by one, and extracting the load prediction value of the first cell;
当所述第一小区的负荷预测值大于预设的负载门限值时,其中,所述负载门限值可以根据不同网络不同小区分别设定;When the load prediction value of the first cell is greater than a preset load threshold value, wherein the load threshold value can be set separately according to different cells in different networks;
根据所述第一小区的小区参数中的小区属性参数判断所述第一小区的类型,当所述第一小区为LTE小区时,判断所述第一小区是否存在低负载的LTE系统内异频邻小区,若有,则选择LTE异频小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,判断是否存在低负载的LTE系统内同频邻小区,若有,则选择LTE同频小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,判断是否存在低负载的TD-SCDMA系统内相邻小区,若有,则选择TD-SCDMA小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,当没有TD-SCDMA系统内相邻小区或邻小区负载过高,不具备负载均衡条件时,尝试将负载向GSM系统小区进行均衡;考虑到LTE系统和GSM系统承载能力的差异,LTE系统高负载小区将不再尝试向GSM系统小区进行负载均衡,并提示无合适小区进行负载均衡,结束处理流程。Judging the type of the first cell according to the cell attribute parameter in the cell parameters of the first cell, and when the first cell is an LTE cell, judging whether there is a low-load LTE intra-system frequency difference in the first cell Neighboring cells, if there is, select an LTE inter-frequency cell as the target cell, determine the cell parameters of the target cell, the adjustment parameters of the target cell, and the adjustment parameters of the first cell, and end the processing flow; otherwise, determine Whether there is a same-frequency adjacent cell in the LTE system with low load, if so, select the LTE same-frequency cell as the target cell, determine the cell parameters of the target cell, the adjustment parameters of the target cell, and the first cell Adjust the parameters and end the processing flow; otherwise, judge whether there is a low-load adjacent cell in the TD-SCDMA system, if so, select the TD-SCDMA cell as the target cell, determine the cell parameters of the target cell, and the target cell The adjustment parameters of the cell and the adjustment parameters of the first cell end the processing flow; otherwise, when there is no adjacent cell in the TD-SCDMA system or the load of the adjacent cell is too high and does not have load balancing conditions, try to transfer the load to the GSM system The cell performs load balancing; considering the difference in carrying capacity between the LTE system and the GSM system, the high-load cell of the LTE system will no longer try to perform load balancing to the GSM system cell, and prompts that there is no suitable cell for load balancing, and ends the processing process.
当所述第一小区为TD-SCDMA小区时,判断是否存在低负载的TD-SCDMA系统内相邻小区,若有,则选择TD-SCDMA小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,判断是否存在低负载的GSM系统内邻小区,若有,则选择GSM小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,提示无合适小区进行负载均衡;When the first sub-district is a TD-SCDMA sub-district, judge whether there is an adjacent sub-district in the TD-SCDMA system with a low load, if so, select the TD-SCDMA sub-district as the target sub-district, determine the sub-district parameters of the target sub-district, And the adjustment parameter of the target cell, the adjustment parameter of the first cell, and end the processing flow; otherwise, judge whether there is a low-load GSM system inner neighbor cell, if so, select the GSM cell as the target cell, and determine the The cell parameters of the target cell, the adjustment parameters of the target cell, and the adjustment parameters of the first cell end the processing procedure; otherwise, prompting that there is no suitable cell for load balancing;
当所述第一小区为GSM小区时,判断是否存在低负载的GSM系统内邻小区,若有,则选择GSM小区作为目标小区,确定所述目标小区的小区参数、以及所述目标小区的调整参数、所述第一小区的调整参数,结束处理流程;否则,提示无合适小区进行负载均衡。When the first sub-district is a GSM sub-district, it is judged whether there is a low-load neighboring sub-district in the GSM system, and if so, the GSM sub-district is selected as the target sub-district, and the sub-district parameters of the target sub-district and the adjustment of the target sub-district are determined. parameter, the adjustment parameter of the first cell, and end the processing flow; otherwise, prompt that there is no suitable cell for load balancing.
优选地,所述调整参数确定子单元,具体用于根据所述M个网络对应的运行数据中的小区参数,确定第一小区对应的n个相邻小区;利用基站基础数据,计算得到所述第一小区的覆盖面积,并计算得到与所述第一小区的n个相邻小区的覆盖面积,分别计算n个相邻小区与所述第一小区之间的面积比;从所述M个网络中各个小区在第一时段中的负荷预测值中,提取所述n个相邻小区在第一时段中的负荷预测值;计算所述n个相邻小区在第一时段中的负荷预测值,与预设的小区理论总话务量T之间的比值,得到第一时段中所述n个相邻小区的话务空闲比;利用n个相邻小区与所述第一小区之间的面积比、和所述n个相邻小区的话务空闲比,计算得到所述n个相邻小区对应的负载均衡指数;从所述n个相邻小区中选取负载均衡指数最大的小区作为目标小区。Preferably, the adjustment parameter determination subunit is specifically configured to determine the n adjacent cells corresponding to the first cell according to the cell parameters in the operation data corresponding to the M networks; and calculate the The coverage area of the first cell, and calculate the coverage area of n adjacent cells with the first cell, calculate the area ratio between the n adjacent cells and the first cell respectively; from the M From the load prediction values of each cell in the network in the first period, extract the load prediction values of the n neighboring cells in the first period; calculate the load prediction values of the n neighboring cells in the first period , and the ratio between the theoretical total traffic volume T of the preset cell, the traffic-idle ratio of the n adjacent cells in the first period is obtained; using the ratio between the n adjacent cells and the first cell area ratio, and the traffic idle ratio of the n adjacent cells, calculate the load balancing index corresponding to the n adjacent cells; select the cell with the largest load balancing index from the n adjacent cells as the target district.
其中,所述计算n个相邻小区与所述小区之间的面积比的操作可离线进行,计算使用如下公式:
计算所述n个相邻小区在第一时段中的负荷预测值T1、T2、…、Tn,与预设的小区理论总话务量T之间的比值的公式:
确定所述n个相邻小区对应的负载均衡指数,可以采用下述公式:LB1=P1*Q1,LB2=P2*Q2,…,LBn=Pn*Qn。To determine the load balancing indices corresponding to the n neighboring cells, the following formulas may be used: LB1 =P1 *Q1 , LB2 =P2 *Q2 , . . . , LBn =Pn *Qn .
优选地,调整单元还用于对本次进行参数调整的小区进行标记;在第二时段内,对进行标记的所述小区的符合预测值进行检查,当检查结果为负荷预测值低于负载门限值,则删除其标记。Preferably, the adjustment unit is also used to mark the cells whose parameters are adjusted this time; in the second period of time, check the compliance prediction value of the marked cells, and when the check result is that the load prediction value is lower than the load threshold limit value, its mark is deleted.
各个小区及目标小区的调整参数可以包括:切换、重选参数,以及在所述各个小区将范围内的用户终端向外迁移的同时,延迟所述目标小区的用户终端的切换至源小区的时间。The adjustment parameters of each cell and the target cell may include: handover and reselection parameters, and delaying the handover time of the user terminal of the target cell to the source cell while the user terminal within the range of each cell is migrated outward .
优选地,所述各个小区和目标小区的调整参数还可以包括:调整所述各个小区的功率配置,使得各个小区的功率提升指定值;以及调整所述各个小区的目标小区的功率配置,使得所述目标小区的功率降低指定值。Preferably, the adjustment parameters of each cell and the target cell may further include: adjusting the power configuration of each cell, so that the power of each cell is increased by a specified value; and adjusting the power configuration of the target cell of each cell, so that the The power reduction specified value of the target cell mentioned above.
如此,就能够保证小区切换过去的用户终端尽量不要被重新切换回源小区,以防止乒乓切换;比如,可以包括LTE异频切换,比如A4/A5事件中的切换、重选参数;LTE同频切换,A3事件中的切换、重选参数;异系统切换,比如,A2、A4事件中的切换、重选参数。In this way, it is possible to ensure that the user terminal whose cell has been switched in the past will not be switched back to the source cell as much as possible to prevent ping-pong switching; for example, it may include LTE inter-frequency switching, such as switching and reselection parameters in A4/A5 events; Switching, switching and reselection parameters in A3 event; different system switching, for example, switching and reselection parameters in A2 and A4 events.
优选地,所述发送单元,具体用于将所述各个小区及目标小区的调整参数经过OMC发送至对应的第二网络设备;其中,所述第二网络设备可以为eNB、RNC、BSC。Preferably, the sending unit is specifically configured to send the adjustment parameters of each cell and the target cell to the corresponding second network device through OMC; wherein, the second network device may be eNB, RNC, or BSC.
优选地,所述调整参数确定子单元还可以用于反馈程序实施过程中指令执行情况,报告不能进行调整的小区、拥塞区域,以便维护人员后续进行人工优化。Preferably, the adjustment parameter determination subunit can also be used to give feedback on the execution of instructions during program implementation, and to report cells and congested areas that cannot be adjusted, so that maintenance personnel can perform manual optimization later.
优选地,上述操作可以为周期性执行的,比如,可以将全天分为6个周期,每个周期为2小时;Preferably, the above operations can be performed periodically, for example, the whole day can be divided into 6 periods, each period is 2 hours;
或者,上述操作还可以为在指定的时间开始执行的,比如,经过统计,每天负载最大的时间段为10-16点,那么可以指定在每天的10点开始执行一次、12点执行一次、14点执行一次、16点再执行一次,当天的其余时间可以不执行,即不使用本发明。Alternatively, the above operations can also be executed at a specified time. For example, according to statistics, the time period with the largest load every day is 10-16 o'clock, then you can specify to execute once at 10:00, 12:00, 14:00 Execute once at 16:00, and execute again at 16:00, and the rest of the day can not be executed, that is, the present invention is not used.
所述第二网络设备,包括:The second network device includes:
通信单元,用于接收到自身管理的各个小区对应的目标小区及调整参数;The communication unit is used to receive target cells and adjustment parameters corresponding to each cell managed by itself;
处理单元,用于控制所述各个小区根据所述目标小区及调整参数进行调整。A processing unit, configured to control each cell to adjust according to the target cell and the adjustment parameter.
本实施例可以应用于第二网络设备,比如,RNC、BSC等。This embodiment can be applied to the second network device, such as RNC, BSC and so on.
优选地,所述通信单元,还用于采集运行数据,将所述运行数据发送至所在网络的OMC;其中,所述运行数据可以包括:话务统计数据、小区参数、基站基础数据;Preferably, the communication unit is also used to collect operation data, and send the operation data to the OMC of the network where it is located; wherein, the operation data may include: traffic statistics data, cell parameters, base station basic data;
其中,所述话务统计数据可以包括:至少一个时段,以及每个时段中小区无线利用率和/或拥塞率,所述时段的长度可以根据实际情况预设,比如1小时或者15分钟;Wherein, the traffic statistics data may include: at least one time period, and the cell wireless utilization rate and/or congestion rate in each time period, the length of the time period may be preset according to the actual situation, such as 1 hour or 15 minutes;
所述小区参数可以包括以下至少之一:小区属性参数、功率配置、频点配置、半速率参数配置、数据业务参数配置、邻区配置;The cell parameters may include at least one of the following: cell attribute parameters, power configuration, frequency point configuration, half-rate parameter configuration, data service parameter configuration, and neighboring cell configuration;
所述基站基础数据可以包括以下至少之一:基站经纬度、下倾角、方向角。The base station basic data may include at least one of the following: base station latitude and longitude, downtilt, and azimuth.
本发明实施的一种组网实施方案,可以如图8所示,其中第一网络设备与多个OMC连接,从所述多个OMC中提取运行数据;所述第二网络设备可以为BSC、RNC或eNB,用于从OMC接收所述第一网络设备发来的调整参数,最终,对自身所管理的多个小区进行调整。A kind of networking implementation scheme implemented by the present invention can be shown in Figure 8, wherein the first network device is connected to a plurality of OMCs, and extracts operating data from the plurality of OMCs; the second network device can be BSC, The RNC or eNB is configured to receive the adjustment parameters sent by the first network device from the OMC, and finally adjust the multiple cells it manages.
在现有技术中,不同厂商设备之间无法实现负载均衡,是因为现有方案在优化决策时,对于同厂商设备分别需要由不同厂商的OMC根据各基站上报的测量数据进行分析,并最终形成优化方案,但对于异厂商设备,分属不同的OMC管理,因而难以形成统一的优化决策,从而难以实现跨厂商的负载均衡优化上述方案中提供的负载均衡方案,难以形成全移动网络的统一优化决策;并且,由于上述几种不同制式的网络之间无法进行负载均衡,导致无法让新网络有效的分担原网络的话务量,从而出现“旧网忙死,新网闲死”的情况。In the existing technology, load balancing between devices from different manufacturers cannot be achieved, because in the optimization decision-making of the existing solutions, the OMCs of different manufacturers need to analyze the equipment of the same manufacturer according to the measurement data reported by each base station, and finally form Optimization scheme, but for different manufacturers' equipment, they belong to different OMC management, so it is difficult to form a unified optimization decision, so it is difficult to achieve cross-vendor load balancing optimization The load balancing scheme provided in the above scheme is difficult to form a unified optimization of the entire mobile network In addition, since the above-mentioned networks of different standards cannot perform load balancing, the new network cannot effectively share the traffic of the original network, resulting in the situation of "the old network is busy and the new network is idle".
采用本实施例提供的上述方案,能够获取M个网络的运行数据,计算得到M个网络中各个小区的负荷预测值,再根据所述各个小区的负荷预测值确定各个小区及其对应的目标小区的调整参数,从而实现对各个小区及其对应的目标小区的调整。可见,采用上述方案能够获取多个网络的运行数据,有效地达到多个网络协同发展的效果,避免了“忙网忙死,闲网闲死”的情况出现,提高了网络资源利用率。同时,还可有效节约人力维护成本,同时避免了人工操作过程中可能出现的误操作,提升了负载均衡优化的有效性和可靠性。Using the above solution provided by this embodiment, the operating data of M networks can be obtained, the load forecast value of each cell in the M networks can be calculated, and then each cell and its corresponding target cell can be determined according to the load forecast value of each cell adjustment parameters, so as to realize the adjustment of each cell and its corresponding target cell. It can be seen that the above scheme can obtain the operation data of multiple networks, effectively achieve the effect of coordinated development of multiple networks, avoid the situation of "busy network is busy, idle network is idle", and improves the utilization rate of network resources. At the same time, it can effectively save labor maintenance costs, avoid possible misoperations during manual operations, and improve the effectiveness and reliability of load balancing optimization.
本发明实施例所述集成的模块如果以软件功能模块的形式实现并作为独立的产品销售或使用时,也可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明实施例的技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机、服务器、或者网络设备等)执行本发明各个实施例所述方法的全部或部分。而前述的存储介质包括:U盘、移动硬盘、只读存储器(ROM,Read-OnlyMemory)、随机存取存储器(RAM,RandomAccessMemory)、磁碟或者光盘等各种可以存储程序代码的介质。这样,本发明实施例不限制于任何特定的硬件和软件结合。If the integrated modules described in the embodiments of the present invention are realized in the form of software function modules and sold or used as independent products, they can also be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the embodiment of the present invention is essentially or the part that contributes to the prior art can be embodied in the form of a software product. The computer software product is stored in a storage medium and includes several instructions for Make a computer device (which may be a personal computer, a server, or a network device, etc.) execute all or part of the methods described in various embodiments of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-OnlyMemory), random access memory (RAM, RandomAccessMemory), magnetic disk or optical disk and other media that can store program codes. Thus, embodiments of the invention are not limited to any specific combination of hardware and software.
相应的,本发明实施例还提供一种计算机存储介质,其中存储有计算机程序,该计算机程序用于执行本发明实施例的客户端小区切换中与WLAN互操作决策的方法。Correspondingly, an embodiment of the present invention further provides a computer storage medium, in which a computer program is stored, and the computer program is used to execute the method for interoperating with a WLAN in client cell handover according to the embodiment of the present invention.
以上所述,仅为本发明的较佳实施例而已,并非用于限定本发明的保护范围。The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the protection scope of the present invention.
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| CN201410461294.8ACN105472660B (en) | 2014-09-11 | 2014-09-11 | A load balancing method, network equipment and system |
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| CN201410461294.8ACN105472660B (en) | 2014-09-11 | 2014-09-11 | A load balancing method, network equipment and system |
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|---|---|---|---|---|
| CN107396376A (en)* | 2016-05-16 | 2017-11-24 | 中兴通讯股份有限公司 | Cell preload equalization methods and device |
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| CN109526027A (en)* | 2018-11-27 | 2019-03-26 | 中国移动通信集团福建有限公司 | A kind of cell capacity optimization method, device, equipment and computer storage medium |
| CN111263366A (en)* | 2018-11-30 | 2020-06-09 | 中国移动通信集团山东有限公司 | Cloud wireless network centralized evaluation planning method and system based on user behaviors |
| CN112020098A (en)* | 2019-05-30 | 2020-12-01 | 中国移动通信集团重庆有限公司 | Load balancing method and device, computing equipment and computer storage medium |
| CN112243240A (en)* | 2019-07-16 | 2021-01-19 | 中国移动通信有限公司研究院 | Cell adjustment method, device and wireless intelligent controller |
| CN112867064A (en)* | 2019-11-26 | 2021-05-28 | 中国移动通信集团山东有限公司 | Load balancing method, device, storage medium and source base station |
| CN113133042A (en)* | 2019-12-30 | 2021-07-16 | 中国移动通信集团四川有限公司 | Load fluctuation adjusting method, device, equipment and storage medium |
| CN113329444A (en)* | 2020-02-28 | 2021-08-31 | 中国移动通信集团福建有限公司 | High-load cell optimization method and device and electronic equipment |
| CN115209443A (en)* | 2021-04-12 | 2022-10-18 | 中国移动通信集团设计院有限公司 | Wireless network capacity expansion analysis method and device and electronic equipment |
| WO2023011423A1 (en)* | 2021-08-04 | 2023-02-09 | 华为技术有限公司 | Method and apparatus for determining load balancing policy |
| WO2023193680A1 (en)* | 2022-04-08 | 2023-10-12 | 中兴通讯股份有限公司 | Base station control method, network device, base station and storage medium |
| CN118804174A (en)* | 2024-06-04 | 2024-10-18 | 中国移动通信集团浙江有限公司 | Cell load balancing method, device, equipment and computer program product |
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| CN101212761A (en)* | 2006-12-30 | 2008-07-02 | 华为技术有限公司 | System, device and method for realizing radio resource management in multi-standard communication network |
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| CN102711177A (en)* | 2012-04-26 | 2012-10-03 | 北京邮电大学 | Service prediction based load balancing method |
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| CN107396376A (en)* | 2016-05-16 | 2017-11-24 | 中兴通讯股份有限公司 | Cell preload equalization methods and device |
| CN108271216A (en)* | 2016-12-30 | 2018-07-10 | 中国移动通信集团公司 | Ad hoc network load-balancing method, device and cloud platform disaster tolerance system |
| CN108271216B (en)* | 2016-12-30 | 2020-10-16 | 中国移动通信集团公司 | Ad-hoc network load balancing method, device and cloud platform disaster recovery system |
| CN108541022B (en)* | 2017-03-02 | 2021-11-09 | 中国移动通信有限公司研究院 | Method and device for realizing network load balance |
| CN108541022A (en)* | 2017-03-02 | 2018-09-14 | 中国移动通信有限公司研究院 | A kind of method and device for realizing Network Load Balance |
| CN108696904A (en)* | 2018-05-23 | 2018-10-23 | 南京欣网通信科技股份有限公司 | A kind of LTE automatic Loads sharing method and system, the information processing terminal |
| CN109526027A (en)* | 2018-11-27 | 2019-03-26 | 中国移动通信集团福建有限公司 | A kind of cell capacity optimization method, device, equipment and computer storage medium |
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| CN111263366B (en)* | 2018-11-30 | 2022-12-09 | 中国移动通信集团山东有限公司 | Cloud wireless network centralized evaluation planning method and system based on user behaviors |
| CN111263366A (en)* | 2018-11-30 | 2020-06-09 | 中国移动通信集团山东有限公司 | Cloud wireless network centralized evaluation planning method and system based on user behaviors |
| CN112020098A (en)* | 2019-05-30 | 2020-12-01 | 中国移动通信集团重庆有限公司 | Load balancing method and device, computing equipment and computer storage medium |
| CN112020098B (en)* | 2019-05-30 | 2023-04-28 | 中国移动通信集团重庆有限公司 | Load balancing method, device, computing equipment and computer storage medium |
| CN112243240A (en)* | 2019-07-16 | 2021-01-19 | 中国移动通信有限公司研究院 | Cell adjustment method, device and wireless intelligent controller |
| CN112243240B (en)* | 2019-07-16 | 2022-12-27 | 中国移动通信有限公司研究院 | Cell adjusting method and device and wireless intelligent controller |
| CN112867064A (en)* | 2019-11-26 | 2021-05-28 | 中国移动通信集团山东有限公司 | Load balancing method, device, storage medium and source base station |
| CN113133042A (en)* | 2019-12-30 | 2021-07-16 | 中国移动通信集团四川有限公司 | Load fluctuation adjusting method, device, equipment and storage medium |
| CN113329444A (en)* | 2020-02-28 | 2021-08-31 | 中国移动通信集团福建有限公司 | High-load cell optimization method and device and electronic equipment |
| CN115209443A (en)* | 2021-04-12 | 2022-10-18 | 中国移动通信集团设计院有限公司 | Wireless network capacity expansion analysis method and device and electronic equipment |
| WO2023011423A1 (en)* | 2021-08-04 | 2023-02-09 | 华为技术有限公司 | Method and apparatus for determining load balancing policy |
| WO2023193680A1 (en)* | 2022-04-08 | 2023-10-12 | 中兴通讯股份有限公司 | Base station control method, network device, base station and storage medium |
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