Operation situation evaluation method and system

Abstract

The present invention relates to an operation situation evaluation method and system. The operation situation evaluation method is as follows: defining the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range; obtaining the power data evaluation result corresponding to the evaluation object by the power data holder evaluating the evaluation object, and obtaining the telecommunication data evaluation result corresponding to the evaluation object by the telecommunication data holder evaluating the evaluation object; calculating the fusion evaluation result of the evaluation object by the evaluator, and evaluating the operation situation of the evaluation object based on the fusion evaluation result of the evaluation object to obtain an evaluation conclusion. The operation situation evaluation system includes a power data evaluation unit, a telecommunication data evaluation unit, and a fusion data evaluation unit that are communicatively connected to each other. The present invention fuses power data and telecommunication data, can objectively and accurately evaluate the operation situation of the evaluation object, and can effectively protect data privacy and avoid data leakage.

Description

Technical Field

[0001] The present invention relates to a method and system for evaluating the operation status of an enterprise or a park based on power data and telecommunication data. Background Art

[0002] In recent years, there have been more and more technologies and applications for analyzing the business conditions and hotspots of enterprises or parks using power data or telecommunication data. Power data is highly correlated with the production and operation of enterprises or parks and can relatively truthfully reflect the actual situation of enterprises or parks. By analyzing the power consumption data of enterprises or parks, applications such as user profiling, enterprise credit, operation risk, or fraud risk assessment have been applied to a certain extent. Telecommunication data, especially signaling data, is highly correlated with the traffic flow of enterprises or parks. By analyzing signaling data, applications such as enterprise production status assessment, customer flow assessment, and regional heat analysis have been applied to a certain extent.

[0003] The existing technologies mainly have the following deficiencies:

[0004] First, there is currently no publicly available application for analyzing enterprises or parks after fusing power data and telecommunication data. There are already many applications for analyzing enterprises or parks using only power data or telecommunication data alone. However, individual power data or telecommunication data has its own limitations. For example, during the opening period of a large commercial complex, various equipment keeps running. Whether the actual business is booming or not, the change in its power data is not very obvious, while the corresponding telecommunication data can well reflect the business prosperity at this time. Another example is that when the actual production in a factory or park has stopped, but employees are going to work normally and not on holiday, the power data can better reflect the actual operation status of the factory or park than the telecommunication data.

[0005] Second, power data and telecommunication data have a certain degree of privacy and are also part of the data assets of the power system and telecommunication operators. When providing external services, they face both the risk of customer privacy leakage and the requirement of protecting their own data assets. How to protect the original data from leakage when fusing and validating data from different industries and jointly building models also has a high technical threshold and implementation cost.

[0006] Third, the data types and dimensions of different industries vary greatly. When fusing and mutually validating, professional and complex models need to be established. Finding a suitable dimension and entry point to simplify the complexity of cross-industry data fusion, reduce the amount of computation and interaction cost is the difficult point. Summary of the Invention

[0007] The purpose of the present invention is to provide an operation status evaluation method that fuses power data and telecommunication data to obtain relatively accurate evaluation results and effectively protects data privacy.

[0008] To achieve the above object, the technical solution adopted by the present invention is as follows:

[0009] An operation situation evaluation method, comprising the following steps:

[0010] Step 1: Define the evaluation object and its spatial coordinate range, evaluation time range, and comparison time range;

[0011] Step 2: Based on the evaluation object and its spatial coordinate range, evaluation time range, and comparison time range, the power data holder evaluates the evaluation object to obtain the power data evaluation result corresponding to the evaluation object, and the telecommunication data holder evaluates the evaluation object to obtain the telecommunication data evaluation result corresponding to the evaluation object. The power data evaluation result includes a first power data A1 representing the change situation of the power data of the evaluation object and a second power data B1 representing the change trend of the power data of the evaluation object. The telecommunication data evaluation result includes a first telecommunication data A2 representing the change situation of the telecommunication data of the evaluation object and a second telecommunication data B2 representing the change trend of the telecommunication data of the evaluation object;

[0012] Step 3: Based on the encryption sharing and privacy calculation method, under the condition that the evaluation party does not obtain the power data evaluation result and the telecommunication data evaluation result, the evaluation party obtains the intermediate data sent by the power data holder and the telecommunication data holder and calculates the fusion evaluation result of the evaluation object. The fusion evaluation result includes a first fusion data A representing the change situation of the power data and telecommunication data of the evaluation object and a second fusion data B representing the consistency of the operating power data and telecommunication data of the evaluation object. The first fusion data A is the sum of the first power data A1 and the first telecommunication data A2, and the second fusion data B is the sum of the second power data B1 and the second telecommunication data B2;

[0013] Step 4: Based on the fusion evaluation result of the evaluation object, the evaluation party evaluates the operation situation of the evaluation object to obtain an evaluation conclusion.

[0014] In the said Step 2, the method for the power data holder to evaluate the evaluation object is:

[0015] Calculate the first power data , where P1 is the total power consumption of the evaluation object within the evaluation time range, P0 is the total power consumption of the evaluation object within the comparison time range, is the end time of the comparison time range, is the start time of the comparison time range, is the end time of the evaluation time range, is the start time of the evaluation time range, n > 0 and n ≠ 1;

[0016] Calculate the second power data ;

[0017] The method for the telecommunications data holder to evaluate the evaluation object is as follows:

[0018] Calculate the first telecommunications data , where P2 is the user quantity statistical data of all communication base stations related to the evaluation object within the evaluation time range, is the user quantity statistical data of all communication base stations related to the evaluation object within the comparison time range. All communication base stations related to the evaluation object include two types of communication base stations. The first type is the communication base stations set within the spatial coordinate range of the evaluation object, and the second type is the communication base stations set around the spatial coordinate range of the evaluation object and with an overlapping coverage range with the spatial coordinate range of the evaluation object;

[0019] Calculate the second telecommunications data .

[0020] The user quantity statistical data of all communication base stations related to the evaluation object within the evaluation time range , the user quantity statistical data of all communication base stations related to the evaluation object within the comparison time range , where N i is the user quantity statistical data of the i-th first type of communication base station within the evaluation time range, M j is the user quantity statistical data of the j-th second type of communication base station within the evaluation time range, N 0,i is the user quantity statistical data of the i-th first type of communication base station within the comparison time range, M 0,j is the user quantity statistical data of the j-th second type of communication base station within the comparison time range, d j is the minimum distance between the j-th second type of communication base station and the spatial coordinate range of the evaluation object, D j is the coverage radius of the j-th second type of communication base station.

[0021] The minimum distance d between the j-th second type of communication base station and the spatial coordinate range of the evaluation object j is the minimum value among the distances from the center point of the j-th second type of communication base station to all points on the boundary curve of the evaluation object.

[0022] In step 3, the method for the evaluation party to obtain the intermediate data sent by the power data holder and the telecommunication data holder is as follows: The power data holder randomly decomposes the first power data A1 into A 1x and A 1y , and A1 = A 1x + A 1y . The power data holder randomly decomposes the second power data B1 into B 1x and B 1y , and B1 = B 1x + B 1y . The telecommunication data holder randomly decomposes the first telecommunication data A2 into A 2x and A 2y , and A2 = A 2x + A 2y . The telecommunication data holder randomly decomposes the second telecommunication data B2 into B 2x and B 2y , and B2 = B 2x + B 2y . The power data holder sends A 1y , B 1y to the telecommunication data holder, and the telecommunication data holder sends A 2x , B 2x to the power data holder. The power data holder calculates the intermediate data AX = A 1x + A 2x and sends AX to the evaluation party. The power data holder calculates the intermediate data BX = B 1x + B 2x and sends BX to the evaluation party. The telecommunication data holder calculates the intermediate data AY = A 1y + A 2y and sends AY to the evaluation party. The telecommunication data holder calculates the intermediate data BY = B 1y + B 2y and sends BY to the evaluation party. The method for the evaluation party to calculate the integrated evaluation result of the evaluation object is as follows: The evaluation party calculates the first integrated data A = AX + AY, and the second integrated data B = BX + BY.

[0023] In step 4, the method for the evaluator to evaluate the operation status of the evaluation object is as follows: If the second fusion data B = 0, it indicates that the power data evaluation result is inconsistent with the telecommunication data evaluation result, and re-evaluation is required. If the second fusion data B ≠ 0, it indicates that the power data evaluation result is consistent with the telecommunication data evaluation result. If the first fusion data A = 0, it indicates that there is no change in the operation status of the evaluation object within the comparison time range and the evaluation time range. If n > 1 and the first fusion data A > 0, or if 0 < n < 1 and the first fusion data A < 0, it indicates a positive change in the operation status of the evaluation object. If n > 1 and the first fusion data A < 0, or if 0 < n < 1 and the first fusion data A > 0, it indicates a negative change in the operation status of the evaluation object.

[0024] The evaluation object is an enterprise or a park.

[0025] When the evaluation object is an enterprise, the spatial coordinate range of the evaluation object is determined according to the spatial coordinates of the enterprise's electricity meter and the power supply radius of the enterprise's electricity consumption.

[0026] The present invention also provides an operation status evaluation system that fuses power data and telecommunication data to obtain a more accurate evaluation result and effectively protects data privacy. The solution is as follows:

[0027] An operation status evaluation system includes a power data evaluation unit arranged in the power data system used by the power data holder, a telecommunication data evaluation unit arranged in the telecommunication data system used by the telecommunication data holder, and a fusion data evaluation unit arranged in the data system used by the evaluator. The power data evaluation unit, the telecommunication data evaluation unit, and the fusion data evaluation unit are communicatively connected to each other;

[0028] The fusion data evaluation unit is used to clarify the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range; the power data evaluation unit is used to evaluate the evaluation object based on the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range, so as to obtain the power data evaluation result corresponding to the evaluation object. The power data evaluation result includes a first power data A1 representing the change of the power data of the evaluation object and a second power data B1 representing the change trend of the power data of the evaluation object; the telecommunication data evaluation unit is used to evaluate the evaluation object based on the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range, so as to obtain the telecommunication data evaluation result corresponding to the evaluation object. The telecommunication data evaluation result includes a first telecommunication data A2 representing the change of the telecommunication data of the evaluation object and a second telecommunication data B2 representing the change trend of the telecommunication data of the evaluation object; the fusion data evaluation unit is further used to obtain the intermediate data sent by the power data holder and the telecommunication data holder and calculate the fusion evaluation result of the evaluation object based on the encryption sharing and privacy calculation method without obtaining the power data evaluation result and the telecommunication data evaluation result, and evaluate the operation condition of the evaluation object based on the fusion evaluation result of the evaluation object to obtain an evaluation conclusion; the fusion evaluation result includes a first fusion data A representing the change of the power data and telecommunication data of the evaluation object and a second fusion data B representing the consistency of the operation power data and telecommunication data of the evaluation object. The first fusion data A is the sum of the first power data A1 and the first telecommunication data A2, and the second fusion data B is the sum of the second power data B1 and the second telecommunication data B2.

[0029] The operation condition evaluation system further includes a data transmission unit based on the encryption sharing and privacy calculation method, which enables the evaluation party to obtain the intermediate data required for calculating the fusion evaluation result of the evaluation object without obtaining the power data evaluation result and the telecommunication data evaluation result.

[0030] The data transmission unit includes:

[0031] A power data decomposition module, which is used to randomly decompose the first power data A1 into A 1x and A 1y and A1 = A 1x + A 1y and randomly decompose the second power data B1 into B 1x and B 1y and B1 = B 1x + B 1y ;

[0032] Telecom data decomposition module, which is used to randomly decompose the first telecom data A2 into A 2x and A 2y and A2 = A 2x + A 2y and randomly decompose the second telecom data B2 into B 2x and B 2y and B2 = B 2x + B 2y ;

[0033] First data sending module, which is used to send A 1y and B 1y decomposed by the power data decomposition module;

[0034] Second data sending module, which is used to send A 2x and B 2x decomposed by the telecom data decomposition module;

[0035] First data receiving module, which is used to receive A 1x and B 1x decomposed by the power data decomposition module, A 2x and B 2x sent by the second data sending module;

[0036] Second data receiving module, which is used to receive A 2y and B 2y decomposed by the telecom data decomposition module, A 1y and B 1y sent by the first data sending module;

[0037] First intermediate data calculation module, which is used to calculate intermediate data AX = A 1x + A 2x , intermediate data BX = B 1x + B 2x and send AX and BX to the fusion data evaluation unit;

[0038] Second intermediate data calculation module, which is used to calculate intermediate data AY = A 1y + A 2y , intermediate data BY = B 1y + B 2y and send AY and BY to the fusion data evaluation unit;

[0039] The power data decomposition module is connected to the power data evaluation unit. The first data sending module and the first data receiving module are respectively connected to the power data decomposition module. The first intermediate data calculation module is connected to the first data receiving module. The power data decomposition module, the first data sending module, the first data receiving module, and the first intermediate data calculation module are integrated into the power data system used by the power data holder.

[0040] The telecommunication data decomposition module is connected to the telecommunication data evaluation unit. The second data sending module and the second data receiving module are respectively connected to the telecommunication data decomposition module. The second intermediate data calculation module is connected to the second data receiving module. The telecommunication data decomposition module, the second data sending module, the second data receiving module, and the second intermediate data calculation module are integrated into the telecommunication data system used by the telecommunication data holder.

[0041] The first data sending module is communicatively connected to the second data receiving module, and the second data sending module is communicatively connected to the first data receiving module.

[0042] The fusion data evaluation unit includes:

[0043] An evaluation information determination module, which is used to clarify the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range and send them to the power data evaluation unit and the telecommunication data evaluation unit.

[0044] A fusion data calculation module, which is respectively connected to the first intermediate data calculation module and the second intermediate data calculation module, and is used to obtain intermediate data AX and BX from the first intermediate data calculation module, obtain intermediate data AY and BY from the second intermediate data calculation module, and calculate the first fusion data A = AX + AY and the second fusion data B = BX + BY.

[0045] A fusion data evaluation module, which is connected to the fusion data calculation module, and is used to evaluate the operation status of the evaluation object based on the fusion evaluation result of the evaluation object to obtain an evaluation conclusion.

[0046] The power data evaluation unit includes:

[0047] A first evaluation information receiving module, which is communicatively connected to the fusion data evaluation unit and is used to receive the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range.

[0048] Power data acquisition module, which is used to acquire the total power consumption P1 of the evaluation object within the evaluation time range and the total power consumption P0 of the evaluation object within the comparison time range;

[0049] Power data calculation module, which is connected to the first evaluation information receiving module and the power data acquisition module respectively, and is used to calculate the first power data and the second power data , where is the end time of the comparison time range, is the start time of the comparison time range, is the end time of the evaluation time range, is the start time of the evaluation time range, n>0 and n≠1.

[0050] The telecommunication data evaluation unit includes:

[0051] Second evaluation information receiving module, which is communicatively connected to the fusion data evaluation unit and is used to receive the evaluation object, its spatial coordinate range, evaluation time range and comparison time range;

[0052] Telecommunication data acquisition module, which is used to acquire the user quantity statistical data P2 of all communication base stations related to the evaluation object within the evaluation time range and the user quantity statistical data of all communication base stations related to the evaluation object within the comparison time range , and all communication base stations related to the evaluation object include two types of communication base stations. The first type is the communication base stations set within the spatial coordinate range of the evaluation object, and the second type is the communication base stations set around the spatial coordinate range of the evaluation object and with an overlapping coverage range with the spatial coordinate range of the evaluation object;

[0053] Telecommunication data calculation module, which is connected to the second evaluation information receiving module and the telecommunication data acquisition module respectively, and is used to calculate the first telecommunication data and the second telecommunication data , where, where is the end time of the comparison time range, is the start time of the comparison time range, is the end time of the evaluation time range, is the start time of the evaluation time range, n>0 and n≠1.

[0054] Due to the application of the above technical solution, the present invention has the following advantages compared with the prior art: The present invention integrates power data and telecommunications data, can objectively and accurately evaluate the operation status of the evaluation object, and can effectively protect data privacy and avoid data leakage. BRIEF DESCRIPTION OF THE DRAWINGS

[0055] Attached Figure 1 is a flowchart of the operation status evaluation method of the present invention.

[0056] Attached Figure 2 is a block diagram of the operation status evaluation system of the present invention. DETAILED DESCRIPTION OF THE EMBODIMENTS

[0057] The present invention will be further described below in conjunction with the embodiments shown in the drawings.

[0058] Embodiment 1: As shown in the attached Figure 1 figure, the solution of the present invention involves three parties, namely the power data holder (Party A), the telecommunications data holder (Party B), and the evaluator / data user (Party C). The functions achieved are: For a specified evaluation object, that is, an enterprise or park to be evaluated, the evaluator / data user can, without obtaining the relevant data held by the power data holder and the telecommunications data holder, perform fusion verification on the relevant data held by the power data holder and the telecommunications data holder, and obtain the result of the fusion model, which represents the evaluation of the operation status of the enterprise or park.

[0059] The specific solution is as follows:

[0060] An operation status evaluation method includes the following steps:

[0061] Step 1: Define the evaluation object, its spatial coordinate range (abbreviated as the evaluation range), the evaluation time range, and the comparison time range.

[0062] The evaluator / data user defines four necessary pieces of information required for the evaluation. One is the evaluation object (enterprise or park), the second is the spatial coordinate (latitude and longitude) range of the evaluation object, the third is the evaluation time range (limited by the start time and the end time), and the fourth is the comparison time range (limited by the start time and the end time).

[0063] For the spatial coordinate range of the evaluation object, it can be determined in the following ways: If the evaluation object is an enterprise, the spatial coordinate range of the evaluation object is determined according to the spatial coordinate where the enterprise's electricity meter is located and the power supply radius of the enterprise's electricity consumption. Specifically, the evaluation party / data user sends the unified credit code of the enterprise to the power data holder. The power data holder, based on the enterprise electricity consumption information it has, will obtain a circular evaluation space range with the spatial coordinate (longitude and latitude) where the enterprise's electricity meter is located and the power supply radius of the enterprise's electricity consumption (determined according to relevant industry standards). This circle has the spatial coordinate where the electricity meter is located as the center and the power supply radius as the radius. If the power data holder holds precise data such as power supply grids, it can also provide the spatial coordinate range corresponding to the power supply grid as the spatial coordinate (longitude and latitude) range for evaluation. Subsequently, the power data holder returns the spatial range information to the evaluation party / data user. If the evaluation object is a park, the evaluation party / data user itself determines the spatial coordinate (longitude and latitude) range of the park. For example, the evaluation party / data user can determine the spatial coordinate (longitude and latitude) range of the park by means of on-site inspection and measurement, querying the geographic information system, etc. After clarifying the above four necessary pieces of information, the evaluation party / data user sends this new information to the power data holder and the telecommunications data holder respectively.

[0064] Step 2: Based on the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range, the power data holder evaluates the evaluation object to obtain the power data evaluation result corresponding to the evaluation object, and the telecommunications data holder evaluates the evaluation object to obtain the telecommunications data evaluation result corresponding to the evaluation object. Among them, the power data evaluation result includes the first power data A1 representing the change situation of the power data of the evaluation object and the second power data B1 representing the change trend of the power data of the evaluation object. The telecommunications data evaluation result includes the first telecommunications data A2 representing the change situation of the telecommunications data of the evaluation object and the second telecommunications data B2 representing the change trend of the telecommunications data of the evaluation object.

[0065] The method for the power data holder to evaluate the evaluation object is to calculate the evaluation result of the power data sub-model, specifically as follows:

[0066] Calculate the first power data A1 and the second power data B1:

[0067]

[0068]

[0069] In the above formula, A1 and B1 are the model evaluation results of the power data holder; P1 is the total power consumption of the evaluation object within the evaluation time range. If the evaluation object is an enterprise, P1 is determined by the counting difference of the enterprise's electricity meter within the evaluation time range. If the evaluation object is a park, P1 is determined by summing up the counting differences of all electricity meters within the spatial coordinates (latitude and longitude) given by the evaluator / data user within the evaluation time range; P0 is the total power consumption of the evaluation object within the comparison time range. If the evaluation object is an enterprise, P0 is determined by the counting difference of the enterprise's electricity meter within the comparison time range. If the evaluation object is a park, P0 is determined by summing up the counting differences of all electricity meters within the spatial coordinates (latitude and longitude) given by the evaluator / data user within the comparison time range; is the end time of the comparison time range given by the evaluator / data user, is the start time of the comparison time range given by the evaluator / data user, is the end time of the evaluation time range given by the evaluator / data user, is the start time of the evaluation time range given by the evaluator / data user, n > 0 and n ≠ 1. The value of n is usually n > 1. In this embodiment, it is preferably taken as n = 2, that is .

[0070] The method for the telecom data holder to evaluate the evaluation object is to calculate the evaluation result of the telecom data sub-model, specifically as follows:

[0071] Calculate the first telecom data A2 and the second telecom data B2:

[0072]

[0073]

[0074] In the above formula, the number of users of the communication base stations within the evaluation range and the communication base stations with overlapping coverage ranges around the evaluation range are all included in the calculation. That is, all communication base stations related to the evaluation object are defined as two types of communication base stations. The first type is the communication base stations set within the spatial coordinate range of the evaluation object, and the second type is the communication base stations set around the spatial coordinate range of the evaluation object and with overlapping coverage ranges with the spatial coordinate range of the evaluation object; A2 and B2 are the model evaluation results of the telecom data holder; P2 is the statistical data of the number of users of all communication base stations related to the evaluation object within the evaluation time range, is the statistical data of the number of users of all communication base stations related to the evaluation object within the comparison time range; is the end time of the comparison time range given by the evaluator / data user, is the start time of the comparison time range given by the evaluator / data user, is the end time of the evaluation time range given by the evaluator / data user. is the start time of the evaluation time range given by the evaluator / data user, where n > 0 and n ≠ 1. The value of n is usually n > 1, and in this embodiment, n = 2 is preferably taken, that is .

[0075] The calculation method of the user quantity statistical data P2 of all communication base stations related to the evaluation object within the evaluation time range is:

[0076]

[0077] The user quantity statistical data of all communication base stations related to the evaluation object within the comparison time range The calculation method is:

[0078]

[0079] where N i is the user quantity statistical data of the i-th first type of communication base station within the evaluation time range, M j is the user quantity statistical data of the j-th second type of communication base station within the evaluation time range, N 0,i is the user quantity statistical data of the i-th first type of communication base station within the comparison time range, M 0,j is the user quantity statistical data of the j-th second type of communication base station within the comparison time range, d j is the closest distance between the j-th second type of communication base station and the spatial coordinate range of the evaluation object, D j is the coverage radius of the j-th second type of communication base station (determined by telecommunication technical standards).

[0080] For the closest distance d between the j-th second type of communication base station and the spatial coordinate range of the evaluation object j , it can be obtained by using a general closest distance calculation method, that is, the closest distance d between the j-th second type of communication base station and the spatial coordinate range of the evaluation object j is: the minimum value among the distances from the center point of the j-th second type of communication base station to all points on the boundary curve of the evaluation object. For a regularly shaped evaluation range, a simple calculation method can be used. For example, for a circular evaluation range, subtract the radius of the evaluation range from the distance between the base station and the center of the evaluation object; for an evaluation range with a straight boundary, directly calculate the distance from the point to the straight line.

[0081] Step 3: Based on the encrypted sharing and privacy computing methods, without obtaining the evaluation results of power data and telecommunication data, the evaluator obtains the intermediate data sent by the power data holder and the telecommunication data holder and calculates the integrated evaluation result of the evaluation object. The integrated evaluation result includes the first integrated data A representing the changes in the power data and telecommunication data of the evaluation object and the second integrated data B representing the consistency of the operating power data and telecommunication data of the evaluation object. The first integrated data A is the sum of the first power data A1 and the first telecommunication data A2, and the second integrated data B is the sum of the second power data B1 and the second telecommunication data B2.

[0082] In this step, the evaluation result of the integrated verification model is obtained through privacy computing, and A = A1 + A2 and B = B1 + B2 are obtained using the encrypted sharing method respectively. The specific method is as follows:

[0083] The method for the evaluator to obtain the intermediate data sent by the power data holder and the telecommunication data holder is as follows:

[0084] Step 1, the power data holder randomly decomposes the first power data A1 into A 1x and A 1y , and A1 = A 1x + A 1y ;

[0085] Step 2, the telecommunication data holder randomly decomposes the first telecommunication data A2 into A 2x and A 2y , and A2 = A 2x + A 2y ;

[0086] Step 3, the power data holder sends A 1y to the telecommunication data holder, and the telecommunication data holder sends A 2x to the power data holder;

[0087] Step 4, the power data holder calculates the intermediate data AX = A 1x + A 2x and sends AX to the evaluator;

[0088] Step 5, the telecommunication data holder calculates the intermediate data AY = A 1y + A 2y and sends AY to the evaluator;

[0089] The method for the evaluator to calculate the integrated evaluation result of the evaluation object is as follows:

[0090] Step 6, the evaluator calculates the first integrated data A = AX + AY.

[0091] Repeat the same method in Steps 1 to 6 to complete the calculation of the second fusion data B, i.e.:

[0092] Step 1: The power data holder randomly decomposes the second power data B1 into B 1x and B 1y , and B1 = B 1x + B 1y ;

[0093] Step 2: The telecom data holder randomly decomposes the second telecom data B2 into B 2x and B 2y , and B2 = B 2x + B 2y ;

[0094] Step 3: The power data holder sends B 1y to the telecom data holder, and the telecom data holder sends B 2x to the power data holder;

[0095] Step 4: The power data holder calculates the intermediate data BX = B 1x + B 2x and sends BX to the evaluator;

[0096] Step 5: The telecom data holder calculates the intermediate data BY = B 1y + B 2y and sends BY to the evaluator;

[0097] Step 6: The evaluator calculates the second fusion data B = BX + BY.

[0098] Step 4: Based on the fusion evaluation result of the evaluation object, the evaluator evaluates the operation status of the evaluation object to obtain an evaluation conclusion.

[0099] The method for the evaluator to evaluate the operation status of the evaluation object is as follows:

[0100] If the second fusion data B = 0, it indicates that the evaluation results of power data and telecom data are inconsistent. The evaluator / data user needs to consider re-evaluating using more dimensional data. If the second fusion data B ≠ 0, it indicates that the evaluation results of power data and telecom data are consistent. If the first fusion data A = 0, it indicates that there is no change in the operation of the evaluation object within the comparison time range and the evaluation time range; if n > 1 and the first fusion data A > 0, or if 0 < n < 1 and the first fusion data A < 0, it indicates a positive change in the operation of the evaluation object. When n > 1, the larger A is, or when 0 < n < 1, the smaller A is, the more positive the change in the operation of the evaluation object is. When A = the first preset threshold, it can be basically considered that the operation (hot spot) state of the evaluation object has doubled compared with the comparison time. This first preset threshold is related to the value of n. When n takes 2, if A = 2, it can be basically considered that the operation (hot spot) state of the evaluation object has doubled compared with the comparison time; if n > 1 and the first fusion data A < 0, or if 0 < n < 1 and the first fusion data A > 0, it indicates a negative change in the operation of the evaluation object. When n > 1, the smaller A is, or when 0 < n < 1, the larger A is, the more negative the change in the operation of the evaluation object is. When A = the second preset threshold, it can be basically considered that the operation (hot spot) state of the evaluation object has been reduced to half of the state at the comparison time. This second preset threshold is related to the value of n. When n takes 2, if A = -2, it can be basically considered that the operation (hot spot) state of the evaluation object has been reduced to half of the state at the comparison time.

[0101] Embodiment 2: As shown in the appendix Figure 2 As shown in the figure, an operation situation evaluation system includes a power data evaluation unit, a telecom data evaluation unit, and a fusion data evaluation unit. The power data evaluation unit is arranged in the power data system used by the power data holder. The telecom data evaluation unit is arranged in the telecom data system used by the telecom data holder. The fusion data evaluation unit is arranged in the data system used by the evaluator, and the power data evaluation unit, the telecom data evaluation unit, and the fusion data evaluation unit are communicatively connected to each other.

[0102] The fusion data evaluation unit is used to clarify the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range. The power data evaluation unit is used to evaluate the evaluation object based on the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range, and obtain the power data evaluation result corresponding to the evaluation object. The power data evaluation result includes the first power data A1 representing the change of the power data of the evaluation object and the second power data B1 representing the change trend of the power data of the evaluation object. The telecommunication data evaluation unit is used to evaluate the evaluation object based on the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range, and obtain the telecommunication data evaluation result corresponding to the evaluation object. The telecommunication data evaluation result includes the first telecommunication data A2 representing the change of the telecommunication data of the evaluation object and the second telecommunication data B2 representing the change trend of the telecommunication data of the evaluation object. The fusion data evaluation unit is also used to obtain the intermediate data sent by the power data holder and the telecommunication data holder and calculate the fusion evaluation result of the evaluation object under the condition of not obtaining the power data evaluation result and the telecommunication data evaluation result based on the encryption sharing and privacy calculation method, and evaluate the operation situation of the evaluation object based on the fusion evaluation result of the evaluation object to obtain an evaluation conclusion. The fusion evaluation result includes the first fusion data A representing the change of the power data and telecommunication data of the evaluation object and the second fusion data B representing the consistency of the operation power data and telecommunication data of the evaluation object. The first fusion data A is the sum of the first power data A1 and the first telecommunication data A2, and the second fusion data B is the sum of the second power data B1 and the second telecommunication data B2.

[0103] The power data evaluation unit includes a first evaluation information receiving module, a power data acquisition module, and a power data calculation module. The first evaluation information receiving module is communicatively connected to the fusion data evaluation unit. The power data acquisition module is connected to the power data system. The power data calculation module is respectively connected to the first evaluation information receiving module and the power data acquisition module. The first evaluation information receiving module is used to receive the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range. The power data acquisition module is used to acquire the total power consumption P1 of the evaluation object within the evaluation time range and the total power consumption P0 of the evaluation object within the comparison time range. The power data calculation module is used to calculate the first power data

[0104] and the second power data , where is the end time of the comparison time range, is the start time of the comparison time range, is the end time of the evaluation time range, is the start time of the evaluation time range, n > 0 and n ≠ 1. The value of n is usually n > 1. In this embodiment, it is preferably taken as n = 2, that is 。

[0105] The telecommunication data evaluation unit includes a second evaluation information receiving module, a telecommunication data acquisition module, and a telecommunication data calculation module. The second evaluation information receiving module is communicatively connected to the fusion data evaluation unit. The telecommunication data acquisition module is connected to the telecommunication data system. The telecommunication data calculation module is respectively connected to the second evaluation information receiving module and the telecommunication data acquisition module. The second evaluation information receiving module is used to receive the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range. The telecommunication data acquisition module is used to obtain the user quantity statistical data P2 of all communication base stations related to the evaluation object within the evaluation time range, and the user quantity statistical data of all communication base stations related to the evaluation object within the comparison time range , where all communication base stations related to the evaluation object include two types of communication base stations. The first type is the communication base stations set within the spatial coordinate range of the evaluation object, and the second type is the communication base stations set around the spatial coordinate range of the evaluation object and with an overlapping coverage range with the spatial coordinate range of the evaluation object. The telecommunication data calculation module is used to calculate the first telecommunication data and the second telecommunication data , where is the end time of the comparison time range, is the start time of the comparison time range, is the end time of the evaluation time range, is the start time of the evaluation time range, n > 0 and n ≠ 1. The value of n is usually n > 1. In this embodiment, n = 2 is preferably taken, that is . The user quantity statistical data of all communication base stations related to the evaluation object within the evaluation time range , the user quantity statistical data of all communication base stations related to the evaluation object within the comparison time range , where, N i is the user quantity statistical data of the i-th first type of communication base station within the evaluation time range, M j is the user quantity statistical data of the j-th second type of communication base station within the evaluation time range, N 0,i is the user quantity statistical data of the i-th first type of communication base station within the comparison time range, M 0,j is the user quantity statistical data of the j-th second type of communication base station within the comparison time range, d j is the closest distance between the j-th second type of communication base station and the spatial coordinate range of the evaluation object, D j is the coverage radius of the j-th second type of communication base station (determined by telecommunication technical standards). For the closest distance d between the j-th second type of communication base station and the spatial coordinate range of the evaluation object j, it can be obtained by using a general nearest distance calculation method, that is, the nearest distance d between the spatial coordinate range of the j-th second-type communication base station and the evaluation object j is: the minimum value among the distances from the center point of the j-th second-type communication base station to all points on the boundary curve of the evaluation object. For an evaluation range with a regular shape, a simple calculation method can be used. For example, for a circular evaluation range, the distance between the base station and the center of the evaluation object minus the radius of the evaluation range can be used; for an evaluation range with a straight-line boundary, the distance from a point to the straight line can be directly calculated.

[0106] The fusion data evaluation unit includes an evaluation information determination module, a fusion data calculation module, and a fusion data evaluation module. The evaluation information determination module is used to clarify the evaluation object, its spatial coordinate range, the evaluation time range, and the comparison time range and send them to the power data evaluation unit and the telecommunication data evaluation unit. The fusion data calculation module is respectively connected to the first intermediate data calculation module and the second intermediate data calculation module, and is used to obtain the intermediate data AX and BX from the first intermediate data calculation module and the intermediate data AY and BY from the second intermediate data calculation module, and calculate the first fusion data A = AX + AY and the second fusion data B = BX + BY. The fusion data evaluation module is connected to the fusion data calculation module and is used to evaluate the operation status of the evaluation object based on the fusion evaluation result of the evaluation object to obtain an evaluation conclusion. The specific evaluation method is the same as that in Embodiment 1.

[0107] The above operation status evaluation system further includes a data transmission unit based on encryption sharing and privacy calculation methods, enabling the evaluator to obtain the intermediate data required for calculating the fusion evaluation result of the evaluation object without obtaining the power data evaluation result and the telecommunication data evaluation result.

[0108] The data transmission unit includes a power data decomposition module, a telecommunication data decomposition module, a first data sending module, a second data sending module, a first data receiving module, a second data receiving module, a first intermediate data calculation module, and a second intermediate data calculation module. The power data decomposition module is connected to the power data evaluation unit. The first data sending module and the first data receiving module are respectively connected to the power data decomposition module. The first intermediate data calculation module is connected to the first data receiving module. The power data decomposition module, the first data sending module, the first data receiving module, and the first intermediate data calculation module are integrated into the power data system used by the power data holder. The telecommunication data decomposition module is connected to the telecommunication data evaluation unit. The second data sending module and the second data receiving module are respectively connected to the telecommunication data decomposition module. The second intermediate data calculation module is connected to the second data receiving module. The telecommunication data decomposition module, the second data sending module, the second data receiving module, and the second intermediate data calculation module are integrated into the telecommunication data system used by the telecommunication data holder. The first data sending module is communicatively connected to the second data receiving module, and the second data sending module is communicatively connected to the first data receiving module.

[0109] The power data decomposition module is used to randomly decompose the first power data A1 into A 1x and A 1y and A1 = A 1x + A 1y and randomly decompose the second power data B1 into B 1x and B 1y and B1 = B 1x + B 1y The telecommunication data decomposition module is used to randomly decompose the first telecommunication data A2 into A 2x and A 2y and A2 = A 2x + A 2y and randomly decompose the second telecommunication data B2 into B 2x and B 2y and B2 = B 2x + B 2y The first data sending module is used to send A 1x and B 1y decomposed by the power data decomposition module. The second data sending module is used to send A 2x and B 2x decomposed by the telecommunication data decomposition module. The first data receiving module is used to receive A 1x and B 1x decomposed by the power data decomposition module, A 2x and B 2x sent by the second data sending module. The second data receiving module is used to receive A 2y and B2y and A sent by the first data sending module 1y and B 1y . The first intermediate data calculation module is used to calculate the intermediate data AX = A 1x + A 2x , the intermediate data BX = B 1x + B 2x and send AX and BX to the fusion data evaluation unit. The second intermediate data calculation module is used to calculate the intermediate data AY = A 1y + A 2y , the intermediate data BY = B 1y + B 2y and send AY and BY to the fusion data evaluation unit.

[0110] The advantages of this technical solution mainly include the following three aspects:

[0111] First, this technology is the first to fuse and mutually verify the power data and telecom data of a specific enterprise or park, and then conduct a more objective evaluation. This technical solution avoids the limitations of separate power data or telecom data and improves the effectiveness of the evaluation results;

[0112] Second, this technical solution conducts privacy calculations among the power data holder, telecom data holder, and data user based on the secret sharing technology of privacy computing. It uses a low-cost secret sharing algorithm to achieve the fusion verification of power data and telecom data, ensuring that all three parties can obtain the results of the fusion model without obtaining the basic data and model results of the other two parties, fully protecting the privacy and data assets of the data;

[0113] Third, this technical solution is to establish independent evaluation models respectively for the power data and telecom data around the specified space and time ranges, and then fuse and verify the results of the two independent models through privacy computing to obtain the results of the fusion model, providing a basis for further evaluating the business status of enterprises or parks using more power data and telecom data. On the basis of verifying the consistency of the evaluation results of power data and telecom data, the data user can further deepen the application of power data and telecom data. On the basis of verifying the inconsistency of the evaluation results of power data and telecom data, it can also remind the data user to collect more dimensional data to evaluate the evaluation object or deeply consider the specific situation of the evaluation object.

[0114] The above embodiments are only used to illustrate the technical concept and characteristics of the present invention, and their purpose is to enable those familiar with this technology to understand the content of the present invention and implement it accordingly, and cannot be used to limit the protection scope of the present invention. Any equivalent changes or modifications made according to the spirit and essence of the present invention should be covered within the protection scope of the present invention.

Claims

1. A method for evaluating operating conditions, characterized in that: The operation situation evaluation method includes the following steps: Step 1: Define the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range; Step 2: Based on the evaluation object, its spatial coordinate range, evaluation time range, and comparison time range, the power data holder evaluates the evaluation object to obtain the power data evaluation result corresponding to the evaluation object, and the telecommunications data holder evaluates the evaluation object to obtain the telecommunications data evaluation result corresponding to the evaluation object. The power data evaluation result includes the first power data A1 representing the change situation of the power data of the evaluation object and the second power data B1 representing the change trend of the power data of the evaluation object. The telecommunications data evaluation result includes the first telecommunications data A2 representing the change situation of the telecommunications data of the evaluation object and the second telecommunications data B2 representing the change trend of the telecommunications data of the evaluation object; Step 3: Based on the encryption sharing and privacy calculation method, under the condition that the evaluation party does not obtain the power data evaluation result and the telecommunications data evaluation result, the evaluation party obtains the intermediate data sent by the power data holder and the telecommunications data holder and calculates the integrated evaluation result of the evaluation object. The integrated evaluation result includes the first integrated data A representing the change situation of the power data and telecommunications data of the evaluation object and the second integrated data B representing the consistency of the operating power data and telecommunications data of the evaluation object. The first integrated data A is the sum of the first power data A1 and the first telecommunications data A2, and the second integrated data B is the sum of the second power data B1 and the second telecommunications data B2; Step 4: Based on the integrated evaluation result of the evaluation object, the evaluation party evaluates the operation situation of the evaluation object to obtain an evaluation conclusion; In step 2, the method for the power data holder to evaluate the evaluation object is: Calculate the first power data , where P1 is the total power consumption of the evaluation object within the evaluation time range, and P0 is the total power consumption of the evaluation object within the comparison time range, is the end time of the comparison time range, is the starting time of the comparison time range, is the end time of the evaluation time range, is the starting time of the evaluation time range, n>0 and n≠1; Calculate the second power data ; In step 3, the method by which the evaluator obtains the intermediate data sent by the power data holder and the telecommunication data holder is as follows: the power data holder randomly decomposes the first power data A1 into A 1x and A 1y , and A1=A 1x +A 1y The power data holder randomly decomposes the second power data B1 into B 1x and B 1y , and B1=B 1x +B 1y The telecommunication data holder randomly decomposes the first telecommunication data A2 into A 2x and A 2y , and A2=A 2x +A 2y The telecommunication data holder randomly decomposes the second telecommunication data B2 into B 2x and B 2y , and B2=B 2x +B 2y The power data holder will A 1y , B 1y Send it to the telecommunication data holder, and the telecommunication data holder will send A 2x , B 2x Send to the power data holder; the power data holder calculates the intermediate data AX=A 1x +A 2x And send AX to the evaluator, the power data holder calculates the intermediate data BX=B 1x +B 2x And send BX to the evaluator, the telecommunication data holder calculates the intermediate data AY=A 1y +A 2y And send AY to the evaluator, the telecommunication data holder calculates the intermediate data BY=B 1y +B 2y And BY is sent to the evaluator; the method by which the evaluator calculates the fusion evaluation result of the evaluation object is: the evaluator calculates the first fusion data A=AX+AY and the second fusion data B=BX+BY.

2. The operating condition evaluation method according to claim 1, characterized in that: In step 2, the method for the telecommunications data holder to evaluate the evaluation object is: Calculate the first telecommunication data , where P2 is the statistical data of the number of users of all communication base stations related to the evaluation object within the evaluation time range, Statistical data on the number of users of all communication base stations related to the evaluation object within the comparison time range, wherein all communication base stations related to the evaluation object include two types of communication base stations, the first type being communication base stations arranged within the spatial coordinate range of the evaluation object, and the second type being communication base stations arranged around the spatial coordinate range of the evaluation object and having a coverage range overlapping with the spatial coordinate range of the evaluation object; Calculate the second telecommunication data .

3. The operating condition evaluation method according to claim 2, characterized in that: Statistical data on the number of users of all communication base stations related to the evaluation object within the evaluation time range , the statistical data of the number of users of all communication base stations related to the evaluation object within the comparison time range , where N i is the statistical data of the number of users of the i-th communication base station of the first category within the evaluation time range, M j is the statistical data of the number of users of the j-th second-category communication base station within the evaluation time range, N 0,i is the statistical data of the number of users of the i-th communication base station of the first category within the comparison time range, M 0,j is the statistical data of the number of users of the j-th second-category communication base station within the comparison time range, d j is the shortest distance between the jth second-category communication base station and the spatial coordinate range of the evaluation object, D j is the coverage radius of the jth communication base station of the second category.

4. The operating condition evaluation method according to claim 3, characterized in that: The shortest distance d between the jth second-category communication base station and the spatial coordinate range of the evaluation object j It is the minimum value of the distance between the center point of the j-th second-category communication base station and all points on the boundary curve of the evaluation object.

5. The operating condition evaluation method according to claim 1, characterized in that: In step 4, the method for the evaluation party to evaluate the operation situation of the evaluation object is: If the second integrated data B = 0, it means that the power data evaluation result is inconsistent with the telecommunications data evaluation result, and re-evaluation is required. If the second integrated data B ≠ 0, it means that the power data evaluation result is consistent with the telecommunications data evaluation result; If the first integrated data A = 0, it means that the operation situation of the evaluation object has not changed within the comparison time range and the evaluation time range. If n > 1 and the first integrated data A > 0, or if 0 < n < 1 and the first integrated data A < 0, it means that the operation situation of the evaluation object has a positive change. If n > 1 and the first integrated data A < 0, or if 0 < n < 1 and the first integrated data A > 0, it means that the operation situation of the evaluation object has a negative change.

6. The operating condition evaluation method according to claim 1, characterized in that: The evaluation object is an enterprise or a park.

7. The operating condition evaluation method according to claim 6, characterized in that: When the evaluation object is an enterprise, the spatial coordinate range of the evaluation object is determined according to the spatial coordinates of the enterprise's electricity meter and the power supply radius of the enterprise's electricity consumption.

8. An operation evaluation system, characterized in that: The operation situation evaluation system includes a power data evaluation unit arranged in a power data system used by a power data holder, a telecommunication data evaluation unit arranged in a telecommunication data system used by a telecommunication data holder, and a fusion data evaluation unit arranged in a data system used by an evaluation party, wherein the power data evaluation unit, the telecommunication data evaluation unit, and the fusion data evaluation unit are connected to each other in communication; The fusion data evaluation unit is used to clarify the evaluation object and its spatial coordinate range, evaluation time range and comparison time range; the power data evaluation unit is used to evaluate the evaluation object based on the evaluation object and its spatial coordinate range, evaluation time range and comparison time range to obtain the power data evaluation result corresponding to the evaluation object, and the power data evaluation result includes first power data A1 representing the power data change of the evaluation object and second power data B1 representing the power data change trend of the evaluation object; the telecommunication data evaluation unit is used to evaluate the evaluation object based on the evaluation object and its spatial coordinate range, evaluation time range and comparison time range to obtain the telecommunication data evaluation result corresponding to the evaluation object, and the telecommunication data evaluation result includes first telecommunication data A2 representing the telecommunication data change of the evaluation object and second telecommunication data B2 representing the telecommunication data change trend of the evaluation object; The fusion data evaluation unit is further used to obtain the intermediate data sent by the power data holder and the telecommunication data holder based on the encryption sharing and privacy calculation method, and calculate the fusion evaluation result of the evaluation object without obtaining the power data evaluation result and the telecommunication data evaluation result, and evaluate the operation status of the evaluation object based on the fusion evaluation result of the evaluation object to obtain the evaluation conclusion; The fusion evaluation result includes first fusion data A representing changes in power data and telecommunication data of the evaluation object and second fusion data B representing consistency of operational power data and telecommunication data of the evaluation object, wherein the first fusion data A is the sum of the first power data A1 and the first telecommunication data A2, and the second fusion data B is the sum of the second power data B1 and the second telecommunication data B2; The power data evaluation unit comprises: A first evaluation information receiving module, the first evaluation information receiving module is communicatively connected to the fusion data evaluation unit, and is used to receive the evaluation object and its spatial coordinate range, evaluation time range, and comparison time range; A power data acquisition module, the power data acquisition module is used to acquire the total power consumption P1 of the evaluation object within the evaluation time range and the total power consumption P0 of the evaluation object within the comparison time range; A power data calculation module, the power data calculation module is connected to the first evaluation information receiving module and the power data acquisition module respectively, and is used to calculate the first power data And the second power data ,in, is the end time of the comparison time range, is the starting time of the comparison time range, is the end time of the evaluation time range, is the starting time of the evaluation time range, n>0 and n≠1; The operation status evaluation system also includes a data transmission unit based on encryption sharing and privacy computing methods, which enables the evaluator to obtain the intermediate data required to calculate the fusion evaluation result of the evaluation object without obtaining the power data evaluation result and the telecommunication data evaluation result; The data transmission unit comprises: A power data decomposition module, the power data decomposition module is used to randomly decompose the first power data A1 into A 1x and A 1y And A1=A 1x +A 1y , randomly decompose the second power data B1 into B 1x and B 1y And B1=B 1x +B 1y ; A telecommunication data decomposition module, the telecommunication data decomposition module is used to randomly decompose the first telecommunication data A2 into A 2x and A 2y And A2=A 2x +A 2y , randomly decompose the second telecommunication data B2 into B 2x and B 2y And B2=B 2x +B 2y ; The first data sending module is used to send the A decomposed by the power data decomposition module 1y and B 1y ; The second data sending module is used to send the A decomposed by the telecommunication data decomposition module. 2x and B 2x ; The first data receiving module is used to receive the A decomposed by the power data decomposition module. 1x and B 1x , A sent by the second data sending module 2x and B 2x ; The second data receiving module is used to receive the A decomposed by the telecommunication data decomposition module. 2y and B 2y , A sent by the first data sending module 1y and B 1y ; The first intermediate data calculation module is used to calculate the intermediate data AX=A 1x +A 2x 、Intermediate data BX=B 1x +B 2x and sending AX and BX to the fusion data evaluation unit; The second intermediate data calculation module is used to calculate the intermediate data AY=A 1y +A 2y 、Intermediate data BY=B 1y +B 2y and sending AY and BY to the fusion data evaluation unit; The power data decomposition module is connected to the power data evaluation unit, the first data sending module and the first data receiving module are respectively connected to the power data decomposition module, and the first intermediate data calculation module is connected to the first data receiving module; the power data decomposition module, the first data sending module, the first data receiving module, and the first intermediate data calculation module are integrated into the power data system used by the power data holder; The telecommunication data decomposition module is connected to the telecommunication data evaluation unit, the second data sending module and the second data receiving module are respectively connected to the telecommunication data decomposition module, and the second intermediate data calculation module is connected to the second data receiving module; the telecommunication data decomposition module, the second data sending module, the second data receiving module, and the second intermediate data calculation module are integrated into the telecommunication data system used by the telecommunication data holder; The first data sending module is communicatively connected to the second data receiving module, and the second data sending module is communicatively connected to the first data receiving module.

9. The operating status evaluation system according to claim 8, characterized in that: The fusion data evaluation unit comprises: An evaluation information determination module, the evaluation information determination module is used to determine the evaluation object and its spatial coordinate range, evaluation time range and comparison time range and send them to the power data evaluation unit and the telecommunication data evaluation unit; a fused data calculation module, the fused data calculation module being connected to the first intermediate data calculation module and the second intermediate data calculation module respectively, and being used to obtain intermediate data AX and BX from the first intermediate data calculation module, and to obtain intermediate data AY and BY from the second intermediate data calculation module, and to calculate the first fused data A=AX+AY and the second fused data B=BX+BY; A fusion data evaluation module is connected to the fusion data calculation module and is used to evaluate the operation status of the evaluation object based on the fusion evaluation result of the evaluation object to obtain an evaluation conclusion.

10. The operating status evaluation system according to claim 8, characterized in that: The telecommunication data evaluation unit comprises: A second evaluation information receiving module, the second evaluation information receiving module is communicatively connected to the fusion data evaluation unit, and is used to receive the evaluation object and its spatial coordinate range, evaluation time range, and comparison time range; A telecommunications data acquisition module, the telecommunications data acquisition module is used to obtain the user quantity statistics P2 of all communication base stations related to the evaluation object within the evaluation time range, the user quantity statistics of all communication base stations related to the evaluation object within the comparison time range , all communication base stations related to the evaluation object include two types of communication base stations, the first type is a communication base station set in the spatial coordinate range of the evaluation object, and the second type is a communication base station set around the spatial coordinate range of the evaluation object and whose coverage range overlaps with the spatial coordinate range of the evaluation object; a telecommunication data calculation module, the telecommunication data calculation module being connected to the second evaluation information receiving module and the telecommunication data acquisition module respectively, and being used to calculate the first telecommunication data and the second telecommunication data ,in, is the end time of the comparison time range, is the starting time of the comparison time range, is the end time of the evaluation time range, is the starting time of the evaluation time range, n>0 and n≠1.

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