Intelligent control method and system for infrastructure data service capability based on multiple models

Abstract

The present invention belongs to the field of infrastructure technology, and provides a multi-model-based intelligent control system and method for infrastructure data service capabilities. The method includes: receiving terminal access information sent by a number of second infrastructures within a specified surrounding range; calculating a control demand index related to the first infrastructure based on each terminal access information, and judging whether the control demand index is higher than the index threshold; if the control demand index is not higher than the index threshold, calling the first model to control the first infrastructure to provide a first level of data service to the area where it is located; if the control demand index is higher than the index threshold, calling or switching the second model to control the first infrastructure to provide a second level of data service to the area where it is located. The present invention determines whether its own data service capabilities need to be adjusted by analyzing the terminal access information of the surrounding infrastructure, thereby providing a suitable level of data service according to the terminal demand situation of the environment in which the infrastructure is located.

Description

Technical Field

[0001] The present invention relates to the field of infrastructure technology, and in particular to a method and system for intelligently regulating infrastructure data service capabilities based on multiple models. Background Art

[0002] Infrastructure with data service capabilities is an important foundation for the Internet of Vehicles and the Internet of Things. This type of infrastructure can connect to various terminal devices and provide data processing services for them. However, the data service capabilities of existing infrastructure are fixed and preset, and cannot be adjusted according to actual conditions, resulting in excessive waste of data service capabilities. Summary of the invention

[0003] In this regard, the present invention provides a method, system, electronic device, computer storage medium and computer program product for intelligently controlling infrastructure data service capabilities based on multiple models to solve the above-mentioned technical problems.

[0004] The present invention discloses a method for intelligently regulating infrastructure data service capabilities based on multiple models, the method comprising the following steps:

[0005] Receiving terminal access information sent by a plurality of second infrastructures within a surrounding specified range;

[0006] Calculating a control demand index related to the first infrastructure according to each terminal access information, and determining whether the control demand index is higher than an index threshold;

[0007] If the regulation demand index is not higher than the index threshold, calling the first model to control the first infrastructure to provide a first level of data service to the area;

[0008] If the regulation demand index is higher than the index threshold, calling or switching the second model to control the first infrastructure to provide a second level of data service to the area;

[0009] Wherein, the first level is lower than the second level.

[0010] Optionally, the receiving terminal access information sent by a plurality of second infrastructures within a surrounding specified range includes:

[0011] receiving the terminal access information sent by a plurality of the second infrastructures within a first specified range, and calculating a first moving speed of the access terminal within the first specified range according to each of the terminal access information;

[0012] A second designated range is determined according to the first moving speed. If the second designated range is larger than the first designated range, the terminal access information sent by a plurality of second infrastructures within the second designated range is received.

[0013] Optionally, the calculating, according to the terminal access information, a first moving speed of the access terminal within the first specified range includes:

[0014] Calculate the second moving speed or the third moving speed of the access terminal according to the terminal access information corresponding to each access terminal within the first specified range;

[0015] The first moving speed of the access terminals within the first specified range is calculated according to the second moving speeds or the third moving speeds corresponding to all access terminals and their respective weights.

[0016] Optionally, the calculating, according to each of the terminal access information, a regulation demand index related to the first infrastructure includes:

[0017] Parsing and clustering the access information of each terminal to obtain a fourth moving speed and an equivalent access retention time; wherein the fourth moving speed refers to a characterization value of the overall moving speed of the access information of each terminal, and the equivalent access retention time refers to a characterization value of the overall access retention time after each access terminal accesses any infrastructure within the specified range;

[0018] A control demand index related to the first infrastructure is calculated according to the fourth moving speed and the equivalent access holding time, and the calculation formula is as follows: ;in, To control demand indicators, is the fourth moving speed, Use moving speed for normalization; To maintain the equivalent access duration, Access retention time for normalization; , is the weight coefficient; The adjustment value for regulating demand indicators.

[0019] Optionally, calling the first model to control the first infrastructure to provide a first level of data service to the area includes:

[0020] The first model includes a plurality of third levels, and each of the third levels corresponds to a different data service level;

[0021] The first model selects one from each of the third levels as the first level according to the current date, time period, and manual instruction identifier, and controls the first infrastructure to provide the first level of data service to the area.

[0022] Optionally, calling or switching the second model to control the first infrastructure to provide a second level of data service to the area includes:

[0023] Invoke or switch the second model to perform regulation on the data service of the first infrastructure;

[0024] The second model calls the LSTM prediction model contained therein to process several groups of the fourth moving speeds and the equivalent access holding durations to obtain the second level;

[0025] The second model controls the first infrastructure to provide the second level of data service to the area.

[0026] The present invention also provides a multi-model-based infrastructure data service capability intelligent control system, the system comprising a receiving module and a processing module;

[0027] The receiving module is used to receive terminal access information sent by a plurality of second infrastructures within a surrounding specified range;

[0028] The processing module is used to calculate a regulation and control demand index related to the first infrastructure according to the terminal access information, and determine whether the regulation and control demand index is higher than the indicator threshold; if the regulation and control demand index is not higher than the indicator threshold, call the first model to control the first infrastructure to provide a first level of data service to the area where it is located; if the regulation and control demand index is higher than the indicator threshold, call or switch the second model to control the first infrastructure to provide a second level of data service to the area where it is located; wherein the first level is lower than the second level.

[0029] The present invention also provides an electronic device, which includes: at least one processor, a memory, and a computer program stored in the memory and executable on the at least one processor, wherein the computer program implements the method described in any of the preceding items when executed by the processor.

[0030] The present invention also provides a computer storage medium storing a computer program executable by a processor to implement any of the methods described above.

[0031] The present invention also provides a computer program product, which includes a computer program that can be executed by a processor to implement any of the methods described above.

[0032] The beneficial effect of the present invention is that the present invention determines whether its own data service capability needs to be adjusted by analyzing the terminal access information of the surrounding infrastructure, thereby being able to provide a suitable level of data service according to the terminal demand conditions of the environment in which the infrastructure is located. BRIEF DESCRIPTION OF THE DRAWINGS

[0033] In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings required for use in the embodiments will be briefly introduced below. It should be understood that the following drawings only show certain embodiments of the present invention and therefore should not be regarded as limiting the scope. For ordinary technicians in this field, other related drawings can be obtained based on these drawings without paying creative work.

[0034] Figure 1 It is a flowchart of a method for intelligently regulating infrastructure data service capabilities based on multiple models disclosed in an embodiment of the present invention;

[0035] Figure 2 It is a structural diagram of a multi-model-based infrastructure data service capability intelligent control system disclosed in an embodiment of the present invention. DETAILED DESCRIPTION

[0036] The following is a description of the implementation of the present application by specific specific embodiments. People familiar with the technology can easily understand other advantages and effects of the present application from the contents disclosed in this specification. Obviously, the described embodiments are part of the embodiments of the present application, not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in the field without creative work are within the scope of protection of the present application.

[0037] In addition, the technical features involved in the different embodiments of the present application described below can be combined with each other as long as they do not conflict with each other.

[0038] like Figure 1 As shown, an embodiment of the present invention discloses a method for intelligently regulating infrastructure data service capabilities based on multiple models, the method comprising the following steps:

[0039] Receiving terminal access information sent by a plurality of second infrastructures within a surrounding specified range;

[0040] Calculating a control demand index related to the first infrastructure according to each terminal access information, and determining whether the control demand index is higher than an index threshold;

[0041] If the regulation demand index is not higher than the index threshold, calling the first model to control the first infrastructure to provide a first level of data service to the area;

[0042] If the regulation demand index is higher than the index threshold, calling or switching the second model to control the first infrastructure to provide a second level of data service to the area;

[0043] Wherein, the first level is lower than the second level.

[0044] Each second infrastructure in the present invention shares its own terminal access information with the outside, and performs a comprehensive analysis on each received terminal access information to obtain a control demand index, which is used to characterize whether the first infrastructure needs to adjust its own data service capabilities. Specifically, when the control demand index is higher than the preset index threshold, the second model is used to control the first infrastructure to provide a higher level of data service to the area where it is located, otherwise the first model is used to control the first infrastructure to provide a general level of data service to the area where it is located. Therefore, the present invention determines whether its own data service capabilities need to be adjusted by analyzing the terminal access information of the surrounding infrastructure, so that it can determine to provide a suitable level of data service according to the terminal demand situation of the environment where the infrastructure is located.

[0045] The data service capability intelligent control method of the present invention can be applied to the first infrastructure. The first infrastructure and other second infrastructures in the same area are node devices with communication connection and data processing capabilities, and these infrastructure devices can be the same or different models, functions, brands, etc. The data service capability intelligent control method of the present invention can also be applied to a dedicated data service capability intelligent control platform, which receives terminal access information uploaded by each second infrastructure in the area, and then controls the data service level according to the above method, that is, sends a data service level control instruction to the corresponding first infrastructure. The above control platform can be a server or a server cluster.

[0046] The infrastructure in the present invention can be the Internet of Vehicles facilities deployed in the road system, which can provide data services (communication and data processing) to the passing vehicle terminals; it can also be the Internet of Things facilities deployed in indoor scenes, which can provide data services to the passing handheld terminals. The data service in the present invention refers to the provision of communication networks, data processing calculations and feedback of calculation results.

[0047] Optionally, the receiving terminal access information sent by a plurality of second infrastructures within a surrounding specified range includes:

[0048] receiving the terminal access information sent by a plurality of the second infrastructures within a first specified range, and calculating a first moving speed of the access terminal within the first specified range according to each of the terminal access information;

[0049] A second designated range is determined according to the first moving speed. If the second designated range is larger than the first designated range, the terminal access information sent by a plurality of second infrastructures within the second designated range is received.

[0050] In this embodiment, first, the terminal access information of each second infrastructure within the first specified range (for example, 200m) is received according to a fixed rule. The terminal access information contains information that can directly or indirectly determine the moving speed of the access terminal, such as the moving speed, the access time between multiple second infrastructures, etc. The different first moving speeds of the access terminal (the first moving speed refers to the equivalent moving speed of all access terminals within the first specified range, such as the average speed) can reflect the environmental characteristics of the environment in which the first infrastructure is located, such as the moving speed of the pedestrian street scene is slow and the moving speed of the highway scene is fast. A correspondence between different moving speeds and corresponding specified ranges is established in advance, so the second specified range that meets the scene where the first infrastructure is located can be determined by comparing the first moving speed obtained by the above calculation with the above correspondence. If the second specified range is smaller than the first specified range, the terminal access information is obtained based on the first specified range, otherwise the terminal access information is obtained within the larger second specified range. Obviously, the second specified range and the first moving speed have a positive correlation.

[0051] It should be noted that the purpose of regulating the data service capability of the present invention is mainly to provide more reliable and faster data service capabilities to the terminals passing through the infrastructure, such as a larger signal coverage range, more access frequency bands, higher communication bandwidth, etc., and the faster the first moving speed of the access terminal (especially the faster the speed), the more timely the data service capability needs to be regulated, otherwise it is easy to cause the access terminal to be unable to receive the data service of the infrastructure when it arrives at the location of the infrastructure due to insufficient signal coverage, insufficient bandwidth, etc. In this regard, the present invention determines a more appropriate designated range by the moving speed, thereby determining in advance whether the data service capability needs to be regulated, and implementing the regulation in advance.

[0052] Optionally, the calculating, according to the terminal access information, a first moving speed of the access terminal within the first specified range includes:

[0053] Calculate the second moving speed or the third moving speed of the access terminal according to the terminal access information corresponding to each access terminal within the first specified range;

[0054] The first moving speed of the access terminals within the first specified range is calculated according to the second moving speeds or the third moving speeds corresponding to all access terminals and their respective weights.

[0055] In this embodiment, as mentioned above, the terminal access information may contain information that directly or indirectly determines the moving speed of the access terminal, so it is necessary to perform fusion calculation on these information to obtain the first moving speed that can characterize the overall speed of the access terminals within the first specified range. Specifically, the corresponding second moving speed or third moving speed is first calculated based on the terminal access information corresponding to each access terminal, wherein the second moving speed is obtained based on information that can directly determine the speed of the access terminal (for example, the terminal access information contains real-time speed data), and the third moving speed is obtained based on information that can indirectly determine the speed of the access terminal (for example, the access time difference between multiple second infrastructures and the distance between adjacent second infrastructures). Different weights are configured for the above two types of moving speeds, and then the above moving speeds of all access terminals are weighted and averaged, that is, the first moving speed that can characterize the overall moving speed of all access terminals within the first specified range is obtained. Since the speed data based on the second moving speed is direct data, its authenticity is higher, while the calculation of the third moving speed is more prone to errors due to the credibility of the access time, the error of the actual travel distance between adjacent infrastructures, etc., preferably, the weight of the second moving speed is set to be greater than the third moving speed.

[0056] Optionally, the calculating, according to each of the terminal access information, a regulation demand index related to the first infrastructure includes:

[0057] Parsing and clustering the access information of each terminal to obtain a fourth moving speed and an equivalent access retention time; wherein the fourth moving speed refers to a characterization value of the overall moving speed of the access information of each terminal, and the equivalent access retention time refers to a characterization value of the overall access retention time after each access terminal accesses any infrastructure within the specified range;

[0058] A control demand index related to the first infrastructure is calculated according to the fourth moving speed and the equivalent access holding time, and the calculation formula is as follows: ;in, To control demand indicators, is the fourth moving speed, Use moving speed for normalization; To maintain the equivalent access duration, Access retention time for normalization; , is the weight coefficient; The adjustment value for regulating demand indicators.

[0059] In this embodiment, the received access information of each terminal includes information related to speed and information related to access duration. For information related to speed, refer to the aforementioned information that can directly or indirectly determine the moving speed of the access terminal; and the information related to access duration refers to the time difference from the start time of a terminal accessing any infrastructure within a specified range (first specified range or second specified range) to the current time. By performing equivalent calculations (for example, calculating the average value) on all speed-related information and access duration-related information of each access terminal within the specified range, the above-mentioned fourth moving speed and equivalent access duration can be obtained. Then, the control demand index is calculated according to the above calculation formula.

[0060] In the above calculation formula, , Both are used to calculate the fourth moving speed and the calculation body of equivalent access holding time The parameters for normalization calculation are the same in dimension, so the normalization is completed by dimensionless processing. It is used to lower the weighted values ​​of the two, so as to avoid unnecessary regulation of the data service level of the first infrastructure when the regulation demand indicator is abnormally large due to abnormal fluctuations.

[0061] It should be noted that after the terminal accesses the infrastructure, it needs to send a handshake hold signal or a communication transmission signal to the corresponding infrastructure within a specified time, so that the infrastructure can confirm that the terminal is still connected. When the terminal switches to other infrastructures due to movement, the other infrastructures will confirm that the terminal is still connected within the specified range. Therefore, through the terminal access signals uploaded by each infrastructure within the specified range, the access hold time of each access terminal within the specified range can be determined, and the above-mentioned equivalent access hold time can be obtained by calculating the average of each access hold time.

[0062] Optionally, calling the first model to control the first infrastructure to provide a first level of data service to the area includes:

[0063] The first model includes a plurality of third levels, and each of the third levels corresponds to a different data service level;

[0064] The first model selects one from each of the third levels as the first level according to the current date, time period, and manual instruction identifier, and controls the first infrastructure to provide the first level of data service to the area.

[0065] In this embodiment, a plurality of third levels corresponding to different data service levels are pre-stored in the first model of the present invention, and these third levels correspond to specific dates and / or time periods. For example, based on the regular analysis of the historical terminal access data of the area where the first infrastructure is located, it is found that the number of terminal accesses in the area where the first infrastructure is located will increase significantly, or the speed of the accessed terminals will increase significantly, at 17:00-20:00 and 11:30-12:30 on statutory holidays and weekdays. During the above dates and time periods, the first model can select a higher third level to control the first infrastructure to provide data services to the area where it is located. Correspondingly, a general third level can be selected to control the first infrastructure to provide data services to the area where it is located on other dates or time periods. In addition, the staff can also send a manual instruction identifier to the first model, and the manual instruction identifier specifies a specific third level, and the first model needs to adjust the data service level of the first infrastructure according to the third level.

[0066] Optionally, calling or switching the second model to control the first infrastructure to provide a second level of data service to the area includes:

[0067] Invoke or switch the second model to perform regulation on the data service of the first infrastructure;

[0068] The second model calls the LSTM prediction model contained therein to process several groups of the fourth moving speeds and the equivalent access holding durations to obtain the second level;

[0069] The second model controls the first infrastructure to provide the second level of data service to the area.

[0070] In this embodiment, when it is determined that the regulation demand index is higher than the index threshold, that is, it is necessary to adjust the data service capacity of the first infrastructure, the second model is called or switched to perform regulation of the data service of the first infrastructure. The second model is pre-embedded with an LSTM prediction model. The LSTM (Long Short-Term Memory Recursive Neural Network) is suitable for analyzing inputs using time series, so that [the fourth mobile speed, equivalent access holding time] can be analyzed based on data at several historical moments, thereby predicting the terminal access strength at the next moment or the next few moments after the current moment, and the terminal access strength represents the level of data service capabilities that need to be provided at subsequent moments, so the data service level that should be adopted can be determined based on this.

[0071] It should be noted that the first level and the second level in the present invention refer to the data service capabilities of the access terminals through which the basic equipment passes, mainly including communication parameters such as signal coverage range, number of access frequency bands, width of communication bandwidth, etc. The higher the level, the higher the corresponding data service capability, that is, a larger signal coverage range, more access frequency bands, a wider communication bandwidth, etc.

[0072] like Figure 2 As shown, the present invention also discloses a multi-model-based infrastructure data service capability intelligent control system, the system comprising a receiving module and a processing module;

[0073] The receiving module is used to receive terminal access information sent by a plurality of second infrastructures within a surrounding specified range;

[0074] The processing module is used to calculate a regulation and control demand index related to the first infrastructure according to the terminal access information, and determine whether the regulation and control demand index is higher than the indicator threshold; if the regulation and control demand index is not higher than the indicator threshold, call the first model to control the first infrastructure to provide a first level of data service to the area where it is located; if the regulation and control demand index is higher than the indicator threshold, call or switch the second model to control the first infrastructure to provide a second level of data service to the area where it is located; wherein the first level is lower than the second level.

[0075] The present invention also discloses an electronic device, which includes: at least one processor, a memory, and a computer program stored in the memory and executable on the at least one processor, wherein the computer program implements the method described in any of the preceding items when executed by the processor.

[0076] The present invention also discloses a computer storage medium, which stores a computer program that can be executed by a processor to implement any of the methods described in the preceding items.

[0077] The present invention also discloses a computer program product, which includes a computer program that can be executed by a processor to implement any of the methods described in the preceding items.

[0078] Those of ordinary skill in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, computer software, or a combination of the two. In order to clearly illustrate the interchangeability of hardware and software, the composition and steps of each example have been generally described in terms of function in the above description. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered to be beyond the scope of the present invention.

[0079] Those skilled in the art can clearly understand that, for the convenience and brevity of description, the specific working processes of the systems, devices and units described above can refer to the corresponding processes in the aforementioned method embodiments and will not be repeated here.

[0080] In the several embodiments provided in the present application, it should be understood that the disclosed systems, devices and methods can be implemented in other ways. For example, the device embodiments described above are only schematic, for example, the division of units is only a logical function division, and there may be other division methods in actual implementation, such as multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. In addition, the mutual coupling or direct coupling or communication connection shown or discussed can be an indirect coupling or communication connection through some interfaces, devices or units, or can be electrical, mechanical or other forms of connection.

[0081] The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the embodiments of the present invention.

[0082] In addition, each functional unit in each embodiment of the present invention may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit. The above integrated unit may be implemented in the form of hardware or in the form of software functional units.

[0083] If the integrated unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention is essentially or the part that contributes to the prior art, or all or part of the technical solution can be embodied in the form of a software product. The computer software product is stored in a storage medium, including several instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the methods of each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk and other media that can store program codes.

[0084] The above are only specific embodiments of the present invention, but the protection scope of the present invention is not limited thereto. Any technician familiar with the technical field can easily think of various equivalent modifications or replacements within the technical scope disclosed by the present invention, and these modifications or replacements should be included in the protection scope of the present invention. Therefore, the protection scope of the present invention shall be based on the protection scope of the claims.

Claims

1. A method for intelligently regulating infrastructure data service capabilities based on multiple models, characterized in that: The method comprises the following steps: Receiving terminal access information sent by a plurality of second infrastructures within a surrounding specified range; Calculating a control demand index related to the first infrastructure according to each terminal access information, and determining whether the control demand index is higher than an index threshold; If the regulation demand index is not higher than the index threshold, calling the first model to control the first infrastructure to provide a first level of data service to the area; If the regulation demand index is higher than the index threshold, calling or switching the second model to control the first infrastructure to provide a second level of data service to the area; wherein the first level is lower than the second level; Receiving terminal access information sent by a plurality of second infrastructures within a specified surrounding range, including: receiving the terminal access information sent by a plurality of the second infrastructures within a first specified range, and calculating a first moving speed of the access terminal within the first specified range according to each of the terminal access information; A second designated range is determined according to the first moving speed. If the second designated range is larger than the first designated range, the terminal access information sent by a plurality of second infrastructures within the second designated range is received.

2. The method for intelligently controlling infrastructure data service capabilities based on multiple models according to claim 1 is characterized in that: Calculating a first moving speed of the access terminal within the first specified range according to each terminal access information includes: Calculate the second moving speed or the third moving speed of the access terminal according to the terminal access information corresponding to each access terminal within the first specified range; The first moving speed of the access terminals within the first specified range is calculated according to the second moving speeds or the third moving speeds corresponding to all access terminals and their respective weights.

3. The method for intelligently controlling infrastructure data service capabilities based on multiple models according to claim 1 is characterized in that: The calculating, according to each of the terminal access information, a regulation demand index related to the first infrastructure includes: Parsing and clustering the access information of each terminal to obtain a fourth moving speed and an equivalent access retention time; wherein the fourth moving speed refers to a characterization value of the overall moving speed of the access information of each terminal, and the equivalent access retention time refers to a characterization value of the overall access retention time after each access terminal accesses any infrastructure within the specified range; A control demand index related to the first infrastructure is calculated according to the fourth moving speed and the equivalent access holding time, and the calculation formula is as follows: ;in, To regulate demand indicators, v is the fourth mobile speed, V is the normalized mobile speed; t is the equivalent access holding time, T is the normalized access holding time; is the weight coefficient; It is the adjustment value for regulating demand indicators.

4. The method for intelligently controlling infrastructure data service capabilities based on multiple models according to claim 3 is characterized by: The calling of the first model to control the first infrastructure to provide a first level of data service to the area includes: The first model includes a plurality of third levels, and each of the third levels corresponds to a different data service level; The first model selects one from each of the third levels as the first level according to the current date, time period, and manual instruction identifier, and controls the first infrastructure to provide the first level of data service to the area.

5. The method for intelligently controlling infrastructure data service capabilities based on multiple models according to claim 4 is characterized in that: The calling or switching the second model to control the first infrastructure to provide a second level of data service to the area includes: Invoke or switch the second model to perform regulation on the data service of the first infrastructure; The second model calls the LSTM prediction model contained therein to process several groups of the fourth moving speeds and the equivalent access holding durations to obtain the second level; The second model controls the first infrastructure to provide the second level of data service to the area.

6. An intelligent control system for infrastructure data service capabilities based on multiple models, characterized by: The system includes a receiving module and a processing module; The receiving module is used to receive terminal access information sent by a plurality of second infrastructures within a surrounding specified range, including: receiving the terminal access information sent by a plurality of second infrastructures within a surrounding first specified range, and calculating a first moving speed of the access terminal within the first specified range according to each of the terminal access information; determining a second specified range according to the first moving speed, and if the second specified range is larger than the first specified range, receiving the terminal access information sent by a plurality of second infrastructures within the surrounding second specified range; The processing module is used to calculate a regulation and control demand index related to the first infrastructure according to the terminal access information, and determine whether the regulation and control demand index is higher than the indicator threshold; if the regulation and control demand index is not higher than the indicator threshold, call the first model to control the first infrastructure to provide a first level of data service to the area where it is located; if the regulation and control demand index is higher than the indicator threshold, call or switch the second model to control the first infrastructure to provide a second level of data service to the area where it is located; wherein the first level is lower than the second level.

7. An electronic device, characterized in that: The electronic device comprises: at least one processor, a memory, and a computer program stored in the memory and executable on the at least one processor, wherein the computer program implements the method according to any one of claims 1 to 5 when executed by the processor.

8. A computer storage medium, characterized in that: The computer storage medium stores a computer program that can be executed by a processor to implement the method according to any one of claims 1 to 5.

9. A computer program product, characterized in that: The computer program product comprises a computer program executable by a processor to implement the method according to any one of claims 1 to 5.

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