Energy saving strategy determination method and apparatus, network device, and storage medium
By clustering and prioritizing cells within the base station's coverage area and dynamically adjusting the system handover threshold, the problem of frequent handovers during 4G/5G network interoperability is solved, achieving energy saving and improved user experience.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- CHINA MOBILE GROUP ANHUI
- Filing Date
- 2026-06-04
- Publication Date
- 2026-07-31
AI Technical Summary
In existing 4G/5G network interoperability, the statically configured B1 and B2 event thresholds cannot adapt to changes in network coverage, resulting in frequent and unnecessary reselection and handover of user equipment between 4G and 5G networks, increasing signaling overhead and reducing user experience.
By acquiring measurement reports within the base station's coverage area, cell clustering is performed, priority scores for cell pairs are calculated, and dynamic energy-saving strategies are determined based on signal quality differences to adjust system handover interoperability thresholds.
It suppresses unnecessary frequent switching between networks, ensuring energy efficiency while maintaining an excellent user experience.
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Figure CN122496900A_ABST
Abstract
Description
Technical Field
[0001] This application relates to the field of wireless communication technology, specifically to a method, apparatus, network device, and storage medium for determining energy-saving strategies. Background Technology
[0002] Currently, the B1 event threshold (used to control the redirection of a terminal from a 4G network to a 5G network) and the B2 event threshold (used to control the handover of a terminal from a 5G network to a 4G network based on coverage) in 4G / 5G network interoperation adopt a static configuration control mechanism. That is, network operation and maintenance personnel set fixed threshold values for cells based on experience or preliminary network planning.
[0003] When power-saving features (such as the partial shutdown of 5G cells) take effect, the network coverage pattern changes significantly, altering the overlap between the coverage areas of remaining 5G cells and neighboring 4G cells. Static interoperability thresholds cannot adapt to these real-time changes, causing user equipment at the coverage edge to experience a "ping-pong effect" between 4G and 5G networks, frequently performing unnecessary reselections and handovers. This not only increases network signaling overhead, offsetting the benefits of power saving, but also reduces the continuity of data services for users. Summary of the Invention
[0004] At least one embodiment of this application provides a method, apparatus, network device, and storage medium for determining energy-saving strategies, which addresses the problem in the prior art where static interoperability thresholds cannot adapt to real-time changes, causing user equipment at the coverage edge to experience a "ping-pong effect" between 4G and 5G networks, resulting in frequent unnecessary reselection and handover.
[0005] To solve the above-mentioned technical problems, this application is implemented as follows:
[0006] In a first aspect, embodiments of this application provide a method for determining an energy-saving strategy, including:
[0007] After confirming that the base station's energy-saving mode is active, measurement reports for the first cell and the second cell are obtained; the first cell is the cell corresponding to the first coverage direction of the base station, and the second cell is a neighboring cell of the first cell;
[0008] Based on the measurement report, the first cell and the second cell are clustered to obtain at least one cell pair; the cell pair includes two cells that belong to different standards, have overlapping wireless signal coverage, and the terminal switching frequency between them is greater than a preset frequency.
[0009] Based on the overlap information between the two cells in each cell pair, calculate the priority score corresponding to each cell pair.
[0010] Identify target cell pairs in the at least one cell pair whose priority score is greater than a first preset threshold;
[0011] Based on the difference in signal quality between the two cells in the target cell pair, the energy-saving strategy for the corresponding base station of the target cell pair is determined.
[0012] Optionally, the measurement report includes at least one of the following: timestamp, serving cell signal quality, neighboring cell signal quality, serving cell location information, and serving cell identifier.
[0013] Optionally, the first cell and the second cell are clustered based on the measurement report to obtain at least one cell pair, including:
[0014] Based on the measurement report, a clustering algorithm is used to perform clustering analysis on the location information and signal quality of the first cell and the second cell, resulting in multiple cell clusters with overlapping signals and a distance less than a preset distance.
[0015] Identify at least one cell pair in each cell cluster where the handover frequency between terminals is greater than a preset frequency.
[0016] Optionally, the overlap information includes: the overlap of radio signal coverage between the two cells in each cell pair, the handover frequency, and the distance between the two cells in each cell pair;
[0017] Based on the overlap information between the two cells in each cell pair, a priority score is calculated for each cell pair, including:
[0018] The degree of overlap of the wireless signal coverage of the cell pair is determined based on the overlapping range of the wireless signal coverage of the two cells in the cell pair.
[0019] Based on the handover frequency, determine the handover frequency deviation of the cell pair from the historical average handover frequency;
[0020] The distance factor of the cell pair is determined based on the distance between the two cells in the cell pair.
[0021] The priority score of the cell pair is obtained by weighted summation of the wireless signal coverage overlap, the handover frequency deviation, and the distance factor.
[0022] Optionally, based on the difference in signal quality between the two cells in the target cell pair, an energy-saving strategy for the corresponding base station of the target cell pair is determined, including:
[0023] Based on the difference, the energy-saving strategy, including the system switching interoperability threshold, is determined;
[0024] Wherein, when the difference is greater than or equal to zero, the system handover interoperability threshold includes: the first sum of the serving cell below the threshold and the hysteresis is less than or equal to the inter-system neighbor cell above the threshold, the serving cell below the threshold is less than or equal to the first threshold, and the inter-system neighbor cell above the threshold is greater than or equal to the second threshold and less than or equal to the third threshold.
[0025] When the difference is less than zero, the system handover interoperability threshold includes: the inter-system neighbor cell higher threshold is greater than or equal to the fourth threshold and less than or equal to the fifth threshold, the serving cell lower threshold is greater than or equal to the first threshold, the first sum is less than or equal to the inter-system neighbor cell higher threshold, and the inter-system neighbor cell higher threshold is greater than or equal to the second threshold and less than or equal to the third threshold.
[0026] Wherein, the first threshold is the minimum value of the serving cell below the threshold, the second threshold is the minimum value of the inter-system neighboring cell above the threshold, the third threshold is the maximum value of the inter-system neighboring cell above the threshold, the fourth threshold is the minimum value of the inter-system neighboring cell above the threshold, and the fifth threshold is the maximum value of the inter-system neighboring cell above the threshold.
[0027] The signal quality is determined based on at least one of the following: reference signal received power, reference signal received quality, and signal-to-noise ratio.
[0028] Optionally, the method further includes:
[0029] Two cells in a cell pair implementing the energy-saving strategy are detected to obtain a target measurement report;
[0030] Based on the target measurement report, determine the handover frequency and handover success rate between the two cells in the cell pair.
[0031] If the switching frequency is greater than a second preset threshold, or the switching success rate is less than a third preset threshold, the system switching interoperability threshold is adjusted.
[0032] Secondly, embodiments of this application provide an energy-saving strategy determination device, comprising:
[0033] The acquisition module is used to acquire measurement reports of the first cell and the second cell after determining that the energy-saving mode of the base station is effective; the first cell is the cell corresponding to the first coverage direction of the base station, and the second cell is the neighboring cell of the first cell;
[0034] The clustering module is used to perform clustering processing on the first cell and the second cell according to the measurement report to obtain at least one cell pair; the cell pair includes two cells that belong to different standards, have overlapping wireless signal coverage, and the terminal's handover frequency between them is greater than a preset frequency.
[0035] The calculation module is used to calculate the priority score corresponding to each cell pair based on the overlap information between the two cells in each cell pair;
[0036] The first determining module is used to determine the target cell pair in the at least one cell pair whose priority score is greater than a first preset threshold.
[0037] The second determining module is used to determine the energy-saving strategy of the base station corresponding to the target cell pair based on the difference in signal quality between the two cells in the target cell pair.
[0038] Thirdly, embodiments of this application provide a computer-readable storage medium storing a program that, when executed by a processor, implements the steps of the energy-saving strategy determination method described above.
[0039] Fourthly, embodiments of this application provide a computer program product, including computer instructions, which, when executed by a processor, implement the steps of the energy-saving strategy determination method described above.
[0040] Compared with existing technologies, the energy-saving strategy determination method, apparatus, network equipment, and storage medium provided in this application cluster a first cell and its adjacent second cell based on the cell's measurement report to obtain cell pairs belonging to different standards, with overlapping wireless signal coverage, and where the terminal's handover frequency between them is greater than a preset frequency. Then, by using the overlap information between the two cells in each cell pair, a priority score is determined for each cell pair. Finally, the energy-saving strategy for the base station corresponding to the target cell pair is determined based on the quality difference between the two cells in the target cell pair determined according to the priority score. In the scheme of this application embodiment, the determination of the energy-saving strategy changes according to the real-time network coverage and the signal coverage overlap between cells, which can suppress unnecessary frequent handovers between networks by the terminal, maintaining excellent user service experience while ensuring energy-saving effects. Attached Figure Description
[0041] Various other advantages and benefits will become apparent to those skilled in the art upon reading the following detailed description of preferred embodiments. The accompanying drawings are for illustrative purposes only and are not intended to limit the scope of this application. Furthermore, the same reference numerals denote the same parts throughout the drawings. In the drawings:
[0042] Figure 1 This is a schematic diagram illustrating an application scenario according to an embodiment of this application;
[0043] Figure 2 This is a schematic diagram illustrating the steps of the energy-saving strategy determination method according to an embodiment of this application;
[0044] Figure 3 This is a schematic diagram illustrating the handover of a terminal between two cells in a cell pair according to an embodiment of this application.
[0045] Figure 4 This is a logical schematic diagram of the energy-saving strategy determination method according to an embodiment of this application;
[0046] Figure 5 This is a schematic diagram of the energy-saving strategy determination device according to an embodiment of this application;
[0047] Figure 6 A schematic diagram of the network device provided in this application. Detailed Implementation
[0048] The terms "first," "second," etc., used in this application are used to distinguish similar objects and not to describe a specific order or sequence. It should be understood that such terms can be used interchangeably where appropriate so that embodiments of this application can be implemented in orders other than those illustrated or described herein, and the objects distinguished by "first" and "second" are generally of the same class, without limiting the number of objects; for example, the first object can be one or more. Furthermore, "or" in this application indicates at least one of the connected objects. For example, "A or B" covers three scenarios: Scenario 1: including A but not B; Scenario 2: including B but not A; Scenario 3: including both A and B. The character " / " generally indicates that the preceding and following objects are in an "or" relationship.
[0049] The term "instruction" in this application can be either a direct instruction (or explicit instruction) or an indirect instruction (or implicit instruction). A direct instruction can be understood as one in which the sender explicitly informs the receiver of specific information, the operation to be performed, or the requested result, etc.; an indirect instruction can be understood as one in which the receiver determines the corresponding information based on the instruction sent by the sender, or makes a judgment and determines the operation to be performed or the requested result, etc., based on the judgment result.
[0050] It is worth noting that the technologies described in this application are not limited to Long Term Evolution (LTE) / LTE-Advanced (LTE-A) systems, but can also be used in other wireless communication systems, such as Code Division Multiple Access (CDMA), Time Division Multiple Access (TDMA), Frequency Division Multiple Access (FDMA), Orthogonal Frequency Division Multiple Access (OFDMA), Single-carrier Frequency-Division Multiple Access (SC-FDMA), or other systems. The terms "system" and "network" in this application are often used interchangeably, and the described technologies can be used in the systems and radio technologies mentioned above, as well as in other systems and radio technologies. The following description describes New Radio (NR) systems for illustrative purposes, and the term NR is used in most of the following description; however, these technologies can also be applied to systems other than NR systems, such as 6th Generation (6G) communication systems.
[0051] Figure 1This diagram illustrates a block diagram of a wireless communication system applicable to embodiments of this application. The wireless communication system includes a terminal 11 and a network device 12. The terminal 11 can be a mobile phone, tablet computer, laptop computer, notebook computer, personal digital assistant (PDA), handheld computer, netbook, ultra-mobile personal computer (UMPC), mobile internet device (MID), augmented reality (AR), virtual reality (VR) device, robot, wearable device, flight vehicle, vehicle user equipment (VUE), shipboard equipment, pedestrian user equipment (PUE), smart home (home devices with wireless communication capabilities, such as refrigerators, televisions, washing machines, or furniture), game console, personal computer (PC), ATM, or self-service machine, etc. Wearable devices include: smartwatches, smart bracelets, smart headphones, smart glasses, smart jewelry (smart bracelets, smart chains, smart rings, smart necklaces, smart anklets, smart anklets, etc.), smart wristbands, smart clothing, etc. Among these, in-vehicle devices can also be referred to as in-vehicle terminals, in-vehicle controllers, in-vehicle modules, in-vehicle components, in-vehicle chips, or in-vehicle units, etc. It should be noted that the specific type of terminal 11 is not limited in this application embodiment. Network device 12 may include access network devices or core network devices, wherein access network devices may also be referred to as Radio Access Network (RAN) devices, radio access network functions, or radio access network units. Access network devices may include base stations, Wireless Local Area Network (WLAN) access points (APs), or Wireless Fidelity (WiFi) nodes, etc.In this context, a base station may be referred to as a Node B (NB), an Evolved Node B (eNB), a Next Generation Node B (gNB), a New Radio Node B (NR Node B), an Access Point, a Relay Base Station (RBS), a Serving Base Station (SBS), a Base Transceiver Station (BTS), a Radio Base Station, a Radio Transceiver, a Basic Service Set (BSS), an Extended Service Set (ESS), a Home Node B (HNB), a Home Evolved Node B, a Transmission Reception Point (TRP), or any other suitable term in the relevant field, as long as the same technical effect is achieved. The base station is not limited to any specific technical terminology. It should be noted that in this application embodiment, only a base station in an NR system is used as an example for introduction, and the specific type of base station is not limited.
[0052] Core network equipment may include, but is not limited to, at least one of the following: core network node, core network function, Mobility Management Entity (MME), Access and Mobility Management Function (AMF), Session Management Function (SMF), User Plane Function (UPF), Policy Control Function (PCF), Policy and Charging Rules Function (PCRF), Edge Application Server Discovery Function (EASDF), Unified Data Management (UDM), Unified Data Repository (UDR), Home Subscriber Server (HSS), Centralized network configuration (CNC), Network Repository Function (NRF), Network Exposure Function (NEF), Local NEF (or L-NEF), Binding Support Function (BSF), and Application Function. Function (AF), etc. It should be noted that the embodiments of this application only use the core network equipment in the NR system as an example for introduction, and do not limit the specific type of core network equipment.
[0053] To enable those skilled in the art to better understand the embodiments of this application, the following description is provided first:
[0054] The B1 and B2 event threshold control mechanisms in 4G / 5G network interoperability. The B1 event controls the redirection of a terminal from the 4G network to the 5G network, while the B2 event controls the handover of a terminal from the 5G network to the 4G network based on coverage. Existing networks typically use static configuration to set these threshold values. For example, network operators set fixed Reference Signal Received Power (RSRP) threshold values for cells based on experience or preliminary network planning. These parameters generally do not automatically adjust with real-time network status changes after configuration.
[0055] Specifically, the system interoperability threshold values include: B1 event threshold (inter-system neighbor cell above threshold B1ThresholdRsrp), and B2 event threshold (serving cell below threshold RsrpCandidateB21 and inter-system neighbor cell above threshold RsrpCandidateB22).
[0056] As described in the background section, in the prior art, terminals may encounter unexpected situations such as cell access failure, slice access failure, or slice QoS rollback after cell reselection or access, which seriously affects the user experience. In order to solve at least one of the above problems, this application provides an energy-saving strategy determination method, which can reduce or avoid the occurrence of the above situations, improve communication efficiency, and improve the user experience.
[0057] This application provides a method and apparatus for determining an energy-saving strategy. The method and apparatus are based on the same concept, and since they solve problems based on similar principles, their implementations can be mutually referenced; repeated details will not be repeated.
[0058] like Figure 2 As shown in the embodiment of this application, an energy-saving strategy determination method includes the following steps:
[0059] Step 201: After determining that the energy-saving mode of the base station is effective, obtain the measurement reports of the first cell and the second cell; the first cell is the cell corresponding to the first coverage direction of the base station, and the second cell is the neighboring cell of the first cell;
[0060] Step 202: Based on the measurement report, cluster the first cell and the second cell to obtain at least one cell pair; the cell pair includes two cells that belong to different standards, have overlapping wireless signal coverage, and the terminal's handover frequency between them is greater than a preset frequency;
[0061] Step 203: Calculate the priority score corresponding to each cell pair based on the overlap information between the two cells in each cell pair;
[0062] Step 204: Determine the target cell pair in the at least one cell pair whose priority score is greater than a first preset threshold;
[0063] Step 205: Determine the energy-saving strategy for the base station corresponding to the target cell pair based on the difference in signal quality between the two cells in the target cell pair.
[0064] The energy-saving strategy determination method in this embodiment of the application performs clustering processing on a first cell and its adjacent second cell based on the cell measurement report to obtain cell pairs belonging to different standards, having overlapping wireless signal coverage, and where the terminal's handover frequency between them is greater than a preset frequency; and determines the priority score of each cell pair based on the overlap information between the two cells in each cell pair; finally, it determines the energy-saving strategy of the base station corresponding to the target cell pair based on the difference in signal quality between the two cells in the target cell pair determined according to the priority score. In the scheme of this embodiment of the application, the determination of the energy-saving strategy changes according to the changes in real-time network coverage and signal coverage overlap between cells, which can suppress unnecessary frequent handovers between networks by the terminal, maintaining excellent user service experience while ensuring energy saving effect.
[0065] Optionally, the first coverage direction is north;
[0066] The measurement report is a measurement report within a preset time period; for example, the measurement report is a measurement report between a certain minute and a certain minute on a certain day of a certain month of a certain year.
[0067] It should be noted that the energy-saving status of the base station is determined by monitoring event notifications from the network management system or by actively querying the base station's operating status.
[0068] In this embodiment of the application, for 5G cells, the activation status of their power-saving modes is acquired in real time, such as channel shutdown, carrier shutdown, deep sleep, etc.; the energy-saving data collection for the corresponding network-managed cells is shown in Table 1:
[0069] Table 1
[0070]
[0071] It should be noted that, in the embodiments of this application, the phrase "after determining that the energy-saving mode of the base station is effective" can be understood as: after confirming that the energy-saving mode of the base station is effective for a preset period of time.
[0072] In this embodiment of the application, the preset duration is 15 minutes; by introducing the preset duration of the waiting period, it can be ensured that the coverage change tends to be stable.
[0073] Optionally, the measurement report includes at least one of the following: timestamp, serving cell signal quality, neighboring cell signal quality, serving cell location information, and serving cell identifier.
[0074] Optionally, the measurement reports are shown in Tables 2 and 3:
[0075] Table 2 Measurement Report of Service Area
[0076]
[0077] Table 3 Measurement Reports of Neighboring Systems
[0078]
[0079] Optionally, the first cell and the second cell are clustered based on the measurement report to obtain at least one cell pair, including:
[0080] Based on the measurement report, a clustering algorithm is used to perform clustering analysis on the location information and signal quality of the first cell and the second cell, resulting in multiple cell clusters with overlapping signals and a distance less than a preset distance.
[0081] Identify at least one cell pair in each cell cluster where the handover frequency between terminals is greater than a preset frequency.
[0082] Optionally, based on the measurement report, a clustering algorithm is used to perform cluster analysis on the location information and signal quality of the first cell and the second cell, including:
[0083] Based on the measurement report and cell parameters, an improved K-Means clustering algorithm is used to perform clustering analysis on the location information and signal quality of the first cell and the second cell to obtain the cell cluster.
[0084] Optionally, the engineering parameters of the community include latitude and longitude, azimuth, etc.
[0085] Cluster analysis of the location information and signal quality of the first cell and the second cell can be understood as follows:
[0086] Cluster analysis was performed on the location information of the first cell and the second cell;
[0087] Furthermore, cluster analysis is performed on the signal quality of the first cell and the second cell.
[0088] In this embodiment of the application, the K-Means clustering algorithm is used to cluster the user's real-time measurement reports (MR), and areas with similar geographical locations and overlapping 4G / 5G signal coverage are divided into a cluster.
[0089] Each cluster (i.e. a signal overlap coverage area) is distinguished by a number k (e.g., k=1,2,3,..., representing different signal overlap coverage areas respectively).
[0090] The energy-saving strategy determination method in this application not only considers static operating parameters but also focuses on analyzing the actual wireless signal coverage overlap in each campus after power saving. It performs cluster analysis on the cells, resulting in cell pairs with high real-time efficiency. Through clustering algorithms, it is determined that after base station energy saving, there is significant overlap in the signal coverage of 4G and 5G cells, and these areas are high-incidence areas for abnormal handover behavior. This precisely narrows the target of the energy-saving strategy to the most needed objective, avoiding network-wide parameter oscillations.
[0091] Optionally, the overlap information includes: the overlap of radio signal coverage between the two cells in each cell pair, the handover frequency, and the distance between the two cells in each cell pair;
[0092] Based on the overlap information between the two cells in each cell pair, a priority score is calculated for each cell pair, including:
[0093] The degree of overlap of the wireless signal coverage of the cell pair is determined based on the overlapping range of the wireless signal coverage of the two cells in the cell pair.
[0094] Based on the handover frequency, determine the handover frequency deviation of the cell pair from the historical average handover frequency;
[0095] The distance factor of the cell pair is determined based on the distance between the two cells in the cell pair.
[0096] The priority score of the cell pair is obtained by weighted summation of the wireless signal coverage overlap, the handover frequency deviation, and the distance factor.
[0097] In this embodiment of the application, the wireless signal coverage overlap of the cell pair is determined using the following formula based on the overlapping range of the wireless signal coverage of the two cells in the cell pair:
[0098] ;
[0099] in, This represents the overlap coverage between 4G and 5G cells (two cells in the cell pair), with a value of (0, 1); N represents the cell sampling data of 5G and 4G cells in the measurement report (including timestamp, serving cell signal quality, neighboring cell signal quality, serving cell location information, serving cell identifier, and signal level), expressed as... This represents the total number of samples with effective 4G cell coverage. This represents the total number of samples with effective 5G cell coverage. and Indicates in cluster The number of effective coverage samples within the (signal overlap coverage area) (RSRP≥−110dBm).
[0100] Optionally, the handover frequency deviation of the cell pair from the historical average handover frequency can be determined using the following formula:
[0101] ;
[0102] in, This is the current switching frequency; The average switching frequency for its historical period (e.g., the same time period on every Wednesday of the past four weeks);
[0103] The threshold for the handover deviation rate can be set to 50%. That is, when the handover deviation rate is greater than 50%, it is considered that the cell has experienced an abnormal handover behavior that requires attention under the current power saving scenario.
[0104] In this embodiment of the application, the switching frequency is determined by the following formula:
[0105] ;
[0106] in, This refers to the frequency at which the terminal switches between 4G and 5G cells within the current statistical period (e.g., ΔT = 15 minutes). This represents the total number of times a terminal switches between 4G and 5G cells within the current statistical period.
[0107] Optionally, the priority score of the cell pair is obtained by weighted summation of the wireless signal coverage overlap, the handover frequency deviation, and the distance factor, including:
[0108] ;
[0109] in, Score based on priority;
[0110] Overlap coverage;
[0111] The distance between small intervals, This is set as a maximum effective influence distance (e.g., 2km), ensuring that the closer the distance, the higher the score;
[0112] , , These are weighting coefficients, all of which are set through training on historical data or expert experience to meet certain requirements. .
[0113] Optionally, the first preset threshold is dynamically determined based on the statistical distribution of the priority scores of all cell pairs.
[0114] The energy-saving strategy determination method of this application embodiment determines the calculation model of the priority score by comprehensively considering signal coverage overlap, handover deviation rate and geographical proximity. By calculating the priority score of the cell, it can more accurately determine the cell that needs to implement the energy-saving strategy, thereby maximizing the effect of the energy-saving strategy.
[0115] Optionally, based on the difference in signal quality between the two cells in the target cell pair, an energy-saving strategy for the corresponding base station of the target cell pair is determined, including:
[0116] Based on the difference, the energy-saving strategy, including the system switching interoperability threshold, is determined;
[0117] Wherein, when the difference is greater than or equal to zero, the system handover interoperability threshold includes: the first sum of the serving cell below the threshold and the hysteresis is less than or equal to the inter-system neighbor cell above the threshold, the serving cell below the threshold is less than or equal to the first threshold, and the inter-system neighbor cell above the threshold is greater than or equal to the second threshold and less than or equal to the third threshold.
[0118] When the difference is less than zero, the system handover interoperability threshold includes: the inter-system neighbor cell higher threshold is greater than or equal to the fourth threshold and less than or equal to the fifth threshold, the serving cell lower threshold is greater than or equal to the first threshold, the first sum is less than or equal to the inter-system neighbor cell higher threshold, and the inter-system neighbor cell higher threshold is greater than or equal to the second threshold and less than or equal to the third threshold.
[0119] Wherein, the first threshold is the minimum value of the serving cell below the threshold, the second threshold is the minimum value of the inter-system neighboring cell above the threshold, the third threshold is the maximum value of the inter-system neighboring cell above the threshold, the fourth threshold is the minimum value of the inter-system neighboring cell above the threshold, and the fifth threshold is the maximum value of the inter-system neighboring cell above the threshold.
[0120] The signal quality is determined based on at least one of the following: reference signal received power, reference signal received quality (RSRQ), and signal-to-interference-plus-noise ratio (SINR).
[0121] In this embodiment of the application, in order to avoid the limitation of fixed adjustment boundaries, an adaptive boundary adjustment mechanism is introduced, so that the parameter generation rules themselves have learning capabilities;
[0122] Specifically: First, for each target cell pair, the real-time strength difference (ΔRSRP or ΔRSRQ) between its 5G cell signal quality (NR RSRP or NRRSRQ) and its 4G cell signal quality (LTE RSRP or LTE RSRQ) is calculated.
[0123] Based on the difference, a preset dynamic adjustment model is applied to calculate the B1 and B2 thresholds for each cell individually.
[0124] In this embodiment, when the difference indicates that the 5G signal is significantly stronger than the 4G signal, the B2 threshold for switching from 5G to 4G is appropriately lowered to encourage users to stay on 5G; conversely, the B2 threshold is raised to encourage users to switch to 4G earlier. The B1 threshold for switching from 4G to 5G is also dynamically adjusted using symmetrical logic.
[0125] Optionally, the difference is the average of multiple differences;
[0126] Specifically, taking ΔRSRP as an example, for the target cell pair, the difference is calculated as follows:
[0127] ;
[0128] This represents the real-time level difference between 4G and 5G cells (the difference).
[0129] ;
[0130] in, The mean of multiple differences is used. Since the ΔRSRP of a single sample may be affected by transient interference (such as user movement or obstruction) and fluctuate drastically, the mean is introduced. The difference is calculated by taking the number of M valid samples in the overlapping area to offset the influence of transient noise and more accurately reflect the long-term signal strength relationship between 5G and 4G in the overlapping area.
[0131] Optionally, the threshold adjustment no longer uses a fixed boundary value, but is calculated based on a dynamically adjustable "adaptive boundary pool"; the values of the system interoperability thresholds in this embodiment are shown in Table 4:
[0132] Table 4
[0133]
[0134] It should be noted that, as Figure 3 As shown, the difference is greater than or equal to zero, meaning the 5G signal is superior to 4G. From the current adaptive boundary pool, a set of values is selected for the serving cell being below the threshold RsrpcandidateB21 and the inter-system neighboring cell being above the threshold RsrpcandidateB22, aiming to encourage terminals to camp on 5G cells. The selection principle must satisfy the following: RsrpcandidateB21 should be relatively lenient to prevent ping-pong between the 4G and 5G thresholds; the following must also be satisfied:
[0135] ;
[0136] ;
[0137] To ensure a rapid switch to 4G when the 5G signal is weaker than -110dBm, the following conditions must be met:
[0138] ;
[0139] If the difference is greater than or equal to zero, it indicates that the 4G signal is generally stronger than the 5G signal. In this case, to ensure a better user experience, users should prioritize camping on 4G cells, and the 4G to 5G redirection threshold needs to be increased.
[0140]
[0141] To prevent ping-pong at the 4G / 5G thresholds and to meet the local decision threshold B21 and remote decision threshold B22 for 5G to 4G handover as quickly as possible, namely:
[0142] ;
[0143] ;
[0144] ;
[0145] in, The neighboring region of the heterogeneous system is above the threshold;
[0146] The serving cell is below the threshold; The minimum value below the threshold for the serving cell;
[0147] The neighboring region of the heterogeneous system is above the threshold; The minimum value of the neighboring region of the heterogeneous system that exceeds the threshold; This is the maximum value of the neighboring regions of the heterogeneous system that exceeds the threshold.
[0148] Optionally, the method further includes:
[0149] Two cells in a cell pair implementing the energy-saving strategy are detected to obtain a target measurement report;
[0150] Based on the target measurement report, determine the handover frequency and handover success rate between the two cells in the cell pair.
[0151] If the switching frequency is greater than a second preset threshold, or the switching success rate is less than a third preset threshold, the system switching interoperability threshold is adjusted.
[0152] In this embodiment of the application, after the energy-saving strategy is implemented in the target cell pair, the key indicators of the cells in the target cell pair are continuously detected (to obtain the target measurement report).
[0153] If the metrics show that the optimization effect meets expectations (e.g., a significant decrease in the number of frequent switching and a stable switching success rate), the system will not only continue to execute the energy-saving strategy, but will also strengthen the threshold range on which the parameter is based. If a deterioration in the metrics is detected, the threshold range will be narrowed or shifted, and this "failure" will be recorded to prevent similar undesirable parameters from being generated in subsequent optimizations. Data will also be recorded for iterative optimization of the algorithm model.
[0154] like Figure 4 As shown, the energy-saving strategy determination method of this application embodiment includes:
[0155] Whether the energy-saving mode of the base station is effective is determined by monitoring the status or key indicators of the base station nodes.
[0156] After confirming that the energy-saving mode of the base station is in effect, wait for a preset time, and then perform network measurements after the network stabilizes to obtain a measurement report MR.
[0157] Based on clustering algorithms, two cells belonging to different standards, with overlapping wireless signal coverage, and whose terminal switching frequency between them is greater than a preset frequency are selected for accurate target identification.
[0158] By combining information such as overlapping wireless signal coverage, the priority score of each cell pair is determined, as well as the difference in signal quality between the two cells in each target cell pair (e.g., ΔRSRP).
[0159] Based on the difference in signal quality between the two cells in each target cell, calculate the energy-saving strategy for the optimal dynamic threshold adjustment data;
[0160] This energy-saving strategy can be automatically executed by adjusting network management parameters;
[0161] By testing two cells in a pair of cells implementing this energy-saving strategy, it can be determined whether there is a deterioration in the perceived indicators of the two cells.
[0162] If it does not exist, the energy-saving strategy will continue to be executed; if it does exist, the dynamic threshold will be adjusted.
[0163] The various methods of the embodiments of this application have been described above. Apparatus for implementing the above methods will now be provided.
[0164] like Figure 5 As shown in the figure, this application embodiment also provides an energy-saving strategy determination device 500, including:
[0165] The acquisition module 501 is used to acquire measurement reports of the first cell and the second cell after determining that the energy-saving mode of the base station is effective; the first cell is the cell corresponding to the first coverage direction of the base station, and the second cell is the neighboring cell of the first cell;
[0166] Clustering module 502 is used to perform clustering processing on the first cell and the second cell according to the measurement report to obtain at least one cell pair; the cell pair includes: two cells that belong to different standards, have overlapping wireless signal coverage, and the terminal switching frequency between them is greater than a preset frequency;
[0167] The calculation module 503 is used to calculate the priority score corresponding to each cell pair based on the overlap information between the two cells in each cell pair.
[0168] The first determining module 504 is used to determine the target cell pair in the at least one cell pair whose priority score is greater than a first preset threshold.
[0169] The second determining module 505 is used to determine the energy-saving strategy of the base station corresponding to the target cell pair based on the difference in signal quality between the two cells in the target cell pair.
[0170] The energy-saving strategy determination device in this embodiment performs clustering processing on a first cell and its adjacent second cell based on the cell measurement report to obtain cell pairs belonging to different standards, having overlapping wireless signal coverage, and where the terminal's handover frequency between them is greater than a preset frequency. It then determines the priority score of each cell pair based on the overlap information between the two cells in each cell pair. Finally, it determines the energy-saving strategy for the base station corresponding to the target cell pair based on the difference in signal quality between the two cells in the target cell pair determined according to the priority score. In this embodiment, the energy-saving strategy is determined according to changes in real-time network coverage and signal coverage overlap between cells, which can suppress unnecessary frequent handovers between networks by the terminal, maintaining excellent user service experience while ensuring energy saving.
[0171] The network device in this application embodiment, such as Figure 6 As shown, it includes a transceiver 610, a processor 600, a memory 620, and a program or instructions stored in the memory 620 and executable on the processor 600; when the processor 600 executes the program or instructions, it implements the various processes of the above-described energy-saving strategy determination method embodiment and can achieve the same technical effect. To avoid repetition, it will not be described again here.
[0172] The transceiver 610 is used to receive and send data under the control of the processor 600.
[0173] Among them, Figure 6 In this context, the bus architecture may include any number of interconnected buses and bridges, specifically linking various circuits together, represented by one or more processors (processor 600) and memory (memory 620). The bus architecture may also link together various other circuits such as peripheral devices, voltage regulators, and power management circuits, which are well known in the art and therefore will not be described further herein. The bus interface provides an interface. The transceiver 610 may be multiple elements, including transmitters and receivers, providing a unit for communicating with various other devices over a transmission medium. The processor 600 is responsible for managing the bus architecture and general processing, and the memory 620 may store data used by the processor 600 during operation.
[0174] This application also provides a computer-readable storage medium storing a computer program. When executed by a processor, the computer program implements the various processes of the above-described energy-saving strategy determination method embodiments and achieves the same technical effects. To avoid repetition, it will not be described again here. The computer-readable storage medium may be a read-only memory (ROM), a random access memory (RAM), a magnetic disk, or an optical disk.
[0175] This application also provides a computer program product, including computer instructions. When the computer instructions are executed by a processor, they implement the various processes of the above-described energy-saving strategy determination method embodiment and achieve the same technical effect. To avoid repetition, they will not be described again here.
[0176] It should be noted that, in this document, the terms "comprising," "including," or any other variations thereof are intended to cover non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements includes not only those elements but also other elements not expressly listed, or elements inherent to such a process, method, article, or apparatus. Unless otherwise specified, an element defined by the phrase "comprising one..." does not exclude the presence of other identical elements in the process, method, article, or apparatus that includes that element.
[0177] Through the above description of the embodiments, those skilled in the art can clearly understand that the methods of the above embodiments can be implemented by means of software plus necessary general-purpose hardware platforms. Of course, they can also be implemented by hardware, but in many cases the former is a better implementation method. Based on this understanding, the technical solution of this application, in essence, 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 (such as ROM / RAM, magnetic disk, optical disk) and includes several instructions to cause a terminal (which may be a mobile phone, computer, server, air conditioner, or network device, etc.) to execute the methods described in the various embodiments of this application.
[0178] The embodiments of this application have been described above with reference to the accompanying drawings. However, this application is not limited to the specific embodiments described above. The specific embodiments described above are merely illustrative and not restrictive. Those skilled in the art can make many other forms under the guidance of this application without departing from the spirit and scope of the claims, and all of these forms are within the protection scope of this application.
Claims
1. A method for determining an energy-saving strategy, characterized in that, include: After confirming that the base station's energy-saving mode is in effect, obtain the measurement reports for the first and second cells; The first cell is the cell corresponding to the first coverage direction of the base station, and the second cell is a neighboring cell of the first cell; Based on the measurement report, the first cell and the second cell are clustered to obtain at least one cell pair; the cell pair includes two cells that belong to different standards, have overlapping wireless signal coverage, and the terminal switching frequency between them is greater than a preset frequency. Based on the overlap information between the two cells in each cell pair, calculate the priority score corresponding to each cell pair. Identify target cell pairs in the at least one cell pair whose priority score is greater than a first preset threshold; Based on the difference in signal quality between the two cells in the target cell pair, the energy-saving strategy for the corresponding base station of the target cell pair is determined.
2. The method according to claim 1, characterized in that, The measurement report includes at least one of the following: timestamp, serving cell signal quality, neighboring cell signal quality, serving cell location information, and serving cell identifier.
3. The method according to claim 2, characterized in that, Based on the measurement report, the first cell and the second cell are clustered to obtain at least one cell pair, including: Based on the measurement report, a clustering algorithm is used to perform clustering analysis on the location information and signal quality of the first cell and the second cell, resulting in multiple cell clusters with overlapping signals and a distance less than a preset distance. Identify at least one cell pair in each cell cluster where the handover frequency between terminals is greater than a preset frequency.
4. The method according to claim 1, characterized in that, The overlap information includes: the overlap of radio signal coverage between the two cells in each cell pair, the handover frequency, and the distance between the two cells in each cell pair; Based on the overlap information between the two cells in each cell pair, a priority score is calculated for each cell pair, including: The degree of overlap of the wireless signal coverage of the cell pair is determined based on the overlapping range of the wireless signal coverage of the two cells in the cell pair. Based on the handover frequency, determine the handover frequency deviation of the cell pair from the historical average handover frequency; The distance factor of the cell pair is determined based on the distance between the two cells in the cell pair. The priority score of the cell pair is obtained by weighted summation of the wireless signal coverage overlap, the handover frequency deviation, and the distance factor.
5. The method according to claim 1, characterized in that, Based on the signal quality difference between the two cells in the target cell pair, an energy-saving strategy for the corresponding base station of the target cell pair is determined, including: Based on the difference, the energy-saving strategy, including the system switching interoperability threshold, is determined; Wherein, when the difference is greater than or equal to zero, the system handover interoperability threshold includes: the first sum of the serving cell below the threshold and the hysteresis is less than or equal to the inter-system neighbor cell above the threshold, the serving cell below the threshold is less than or equal to the first threshold, and the inter-system neighbor cell above the threshold is greater than or equal to the second threshold and less than or equal to the third threshold. When the difference is less than zero, the system handover interoperability threshold includes: the inter-system neighbor cell higher threshold is greater than or equal to the fourth threshold and less than or equal to the fifth threshold, the serving cell lower threshold is greater than or equal to the first threshold, the first sum is less than or equal to the inter-system neighbor cell higher threshold, and the inter-system neighbor cell higher threshold is greater than or equal to the second threshold and less than or equal to the third threshold. Wherein, the first threshold is the minimum value of the serving cell below the threshold, the second threshold is the minimum value of the inter-system neighboring cell above the threshold, the third threshold is the maximum value of the inter-system neighboring cell above the threshold, the fourth threshold is the minimum value of the inter-system neighboring cell above the threshold, and the fifth threshold is the maximum value of the inter-system neighboring cell above the threshold. The signal quality is determined based on at least one of the following: reference signal received power, reference signal received quality, and signal-to-noise ratio.
6. The method according to claim 5, characterized in that, The method further includes: Two cells in a cell pair implementing the energy-saving strategy are detected to obtain a target measurement report; Based on the target measurement report, determine the handover frequency and handover success rate between the two cells in the cell pair. If the switching frequency is greater than a second preset threshold, or the switching success rate is less than a third preset threshold, the system switching interoperability threshold is adjusted.
7. An energy-saving strategy determination device, characterized in that, include: The acquisition module is used to acquire measurement reports of the first cell and the second cell after it is determined that the energy-saving mode of the base station is in effect; The first cell is the cell corresponding to the first coverage direction of the base station, and the second cell is a neighboring cell of the first cell; The clustering module is used to perform clustering processing on the first cell and the second cell according to the measurement report to obtain at least one cell pair; the cell pair includes two cells that belong to different standards, have overlapping wireless signal coverage, and the terminal's handover frequency between them is greater than a preset frequency. The calculation module is used to calculate the priority score corresponding to each cell pair based on the overlap information between the two cells in each cell pair; The first determining module is used to determine the target cell pair in the at least one cell pair whose priority score is greater than a first preset threshold. The second determining module is used to determine the energy-saving strategy of the base station corresponding to the target cell pair based on the difference in signal quality between the two cells in the target cell pair.
8. A network device, characterized in that, include: Transceiver, processor, memory, and programs or instructions stored in the memory and executable on the processor; When the processor executes the program or instructions, it implements the steps of the method as described in any one of claims 1 to 6.
9. A computer-readable storage medium, characterized in that, The computer-readable storage medium stores a computer program that, when executed by a processor, implements the steps of the method as described in any one of claims 1 to 6.
10. A computer program product, characterized in that, Includes computer instructions that, when executed by a processor, implement the steps of the method as described in any one of claims 1 to 6.