Dynamic tuning method and system of coupling index based on electromagnetic continuous emission
By dividing the working modules in the electromagnetic continuous emission scenario, building a coupling model and tuning the index, the problem of difficulty in selecting electromagnetic coupling indicators and parameters in the existing technology is solved, and efficient electromagnetic coupling effect tuning is achieved.
Patent Information
- Application Number
- CN202410410158.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-04-07
- Publication Date
- 2025-02-11
- Estimated Expiration
- 2044-04-07
AI Technical Summary
In the electromagnetic continuous emission scenario, it is difficult for the prior art to selectively select electromagnetic coupling indicators and parameters, resulting in large calculations and lack of specific basis for selecting indicators.
By dividing the working modules in the electromagnetic coupling process, collecting indicators to be tuned, factors to be tuned, analyzing the -control relationship and control-control relationship, building the first and second coupling models, calculating the consumption values, and performing indicator categories and numerical adjustments. Excellently, select target correlation parameters to achieve dynamic tuning of coupled indicators.
The electromagnetic coupling index and parameters are selected to be selected, the calculation amount is reduced, the specific indicator selection basis is provided, and the tuning efficiency of electromagnetic coupling effect is improved.
Smart Images

Figure CN118194004B_ABST
Abstract
Description
Technical Field
[0001] The invention relates to the field of electromagnetic coupling, and in particular to a coupling index dynamic tuning method and system based on electromagnetic continuity emission. Background Art
[0002] In the process of electromagnetic coupling in the electromagnetic continuous emission scenario, it is necessary to constantly analyze the effect of electromagnetic coupling. Currently, most index values are used as the basis for analyzing the effect of electromagnetic coupling. If the index value is adjusted to an index value that changes in the expected direction, the effect of electromagnetic coupling will be better.
[0003] At present, the index tuning of electromagnetic coupling in the electromagnetic continuous emission scenario is often to adjust the numerical value of the index, so as to improve the electromagnetic coupling effect. In this process, it is first necessary to select the index category used to analyze the effect of electromagnetic coupling. However, most of the index categories used in the prior art follow the index categories used in the historical process. Due to the large number of index categories, if all are adopted, the calculation amount is large. If they are adopted selectively, there is no specific basis for selecting the index. Secondly, each index involves a large number of parameters in the workflow. The number of these parameters is also huge. If all are adopted, the calculation amount is large. If they are adopted selectively, there is no specific basis for selecting the index. Therefore, a solution is urgently needed to selectively select coupling indicators and parameters. Summary of the invention
[0004] In order to solve the above problems, the present invention provides a coupling index dynamic tuning method and system based on electromagnetic continuity emission, which can selectively select coupling indexes and parameters.
[0005] In a first aspect, the present invention provides a method for dynamically tuning coupling indicators based on electromagnetic continuous emission, comprising:
[0006] Controlling the electromagnetic emission device to perform electromagnetic continuous emission to obtain a continuously emitted electromagnetic, and using a preset electromagnetic coupling device to perform electromagnetic coupling on the continuously emitted electromagnetic to obtain a coupled electromagnetic;
[0007] Dividing the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, collecting the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules;
[0008] Based on the indicator to be tuned and the analysis-control relationship, a first coupling model of the coupling process is constructed; based on the factor to be tuned, the analysis-control relationship and the control-control relationship, a second coupling model of the coupling process is constructed;
[0009] Calculating first coupling consumption values and second coupling consumption values of the first coupling model and the second coupling model respectively, and optimizing the indicator category of the indicator to be optimized by using the first coupling consumption value and the second coupling consumption value to obtain an optimized indicator category;
[0010] Analyze the associated parameters associated with the tuning indicator category, calculate the influence of the associated parameters on the tuning indicator category, and select the target associated parameters for tuning the coupling indicator value of the tuning indicator category from the associated parameters by using the influence, so as to complete the indicator value tuning of the tuning indicator category through the target associated parameters to obtain the tuning indicator value;
[0011] The tuning index category and the tuning index value are used as a coupling index dynamic tuning result in a coupling process from the continuous emission electromagnetic to the coupling electromagnetic.
[0012] In a possible implementation manner of the first aspect, collecting the indicators to be tuned, the factors to be tuned, the analysis-control relationship, and the control-control relationship in the working module includes:
[0013] Selecting historical coupling indicators and historical coupling factors in the working module;
[0014] Taking the historical coupling index as the index to be optimized, and taking the historical coupling factor as the factor to be optimized;
[0015] The factors to be optimized include internal factors and external factors;
[0016] Selecting standard coupling factors in the working module;
[0017] Taking the functional relationship between the factor to be optimized and the standard coupling factor as the analysis-control relationship;
[0018] Wherein, the analysis-control relationship includes a first analysis-control relationship and a second analysis-control relationship;
[0019] The control-control relationship is constructed using the standard coupling factors.
[0020] In a possible implementation manner of the first aspect, constructing a first coupling model of the coupling process based on the indicator to be tuned and the analysis-control relationship includes:
[0021] Based on the indicator to be tuned and the analysis-control relationship, the first coupling model of the coupling process is constructed using the following formula:
[0022]
[0023]
[0024] Wherein, F1 represents the first coupling model, It represents the index to be tuned under the i-th internal factor among the factors to be tuned. represents the first analysis-control relationship in the analysis-control relationship, x i represents the i-th internal factor among the factors to be tuned, y i represents the standard value of the i-th internal factor in the coupling process, n represents the total number of internal factors, b i represents the constraint value, f i Represents a regression function.
[0025] In a possible implementation manner of the first aspect, constructing a second coupling model of the coupling process based on the factor to be optimized, the analysis-control relationship, and the control-control relationship includes:
[0026] Based on the factors to be optimized, the analysis-control relationship and the control-control relationship, a second coupling model of the coupling process is constructed using the following formula:
[0027]
[0028]
[0029] F2 represents the second coupling model, x j represents the jth external factor among the factors to be tuned, j represents the sequence number of the external factor, y i represents the standard value of the i-th internal factor in the coupling process, represents a control-control relationship, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, b i represents the constraint value, f i Represents a regression function.
[0030] In a possible implementation manner of the first aspect, respectively calculating a first coupling consumption value and a second coupling consumption value of the first coupling model and the second coupling model includes:
[0031] The first coupling consumption value of the first coupling model is calculated using the following formula:
[0032]
[0033] Among them, d 1 represents the first coupling consumption value, x j represents the jth external factor among the factors to be tuned, j represents the sequence number of the external factor, y irepresents the standard value of the i-th internal factor in the coupling process, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, and f i represents the regression function;
[0034] The second coupling consumption value of the second coupling model is calculated using the following formula:
[0035]
[0036] Among them, d 2 represents the second coupling consumption value, represents the control-control relationship, x j represents the jth external factor among the factors to be tuned, j represents the sequence number of the external factor, y i represents the standard value of the i-th internal factor in the coupling process, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, and f i Represents a regression function.
[0037] In a possible implementation manner of the first aspect, the step of using the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicator to be tuned to obtain the tuning indicator category includes:
[0038] The consumption difference between the first coupling consumption value and the second coupling consumption value is calculated using the following formula:
[0039] Δ r =d 1 -d 2
[0040] Among them, Δ r represents the consumption difference, d 1 represents the first coupling consumption value, d 2 represents the second coupling consumption value;
[0041] When the consumption difference is greater than the preset difference, after adjusting the indicator category of the indicator to be optimized, returning to the process of constructing the first coupling model of the coupling process based on the indicator to be optimized and the analysis-control relationship;
[0042] When the consumption difference is not greater than the preset difference, the indicator to be optimized is used as the optimization indicator category.
[0043] In a possible implementation manner of the first aspect, the analyzing the associated parameters associated with the tuning indicator category includes:
[0044] collecting process parameters during the coupling process;
[0045] The parameter change value of the process parameter is calculated using the following formula:
[0046] Δp=p t -p t'
[0047] Wherein, Δp represents the parameter change value, p t represents the value of the process parameter at time t, p t' represents the value of the process parameter at time t', t represents any time, and t' represents any time except t;
[0048] The indicator change value of the tuning indicator category is calculated using the following formula:
[0049] Δq=q t -q t'
[0050] Among them, Δq represents the change value of the indicator, q t represents the value of the tuning indicator category at time t, q t' represents the value of the tuning indicator category at time t', t represents any time, and t' represents any time except t;
[0051] When the parameter change value is greater than the preset change value and the indicator change value is greater than the preset change value, the target process parameter corresponding to the parameter change value in the process parameters is used as the associated parameter.
[0052] In a possible implementation manner of the first aspect, the calculating the influence of the associated parameter on the tuning indicator category includes:
[0053] According to the process sequence in the coupling process, a parameter-index association diagram between the associated parameters and the tuning index categories is constructed;
[0054] The number of edges between the associated parameter and the tuning indicator category in the parameter-indicator association graph is used as the parameter weight of the associated parameter;
[0055] Based on the parameter weight, the influence of the associated parameter on the tuning indicator category is calculated using the following formula:
[0056] Δq=a
[0057]
[0058] Among them, S represents the influence, Δq represents the indicator change value, It represents the parameter change value corresponding to the Tth associated parameter when the indicator change value is fixed at a, and w represents the parameter weight.
[0059] In a possible implementation manner of the first aspect, completing the tuning of the indicator value of the tuning indicator category by using the target association parameter to obtain the tuning indicator value includes:
[0060] The parameter-index regression model between the target association parameter and the tuning index category is constructed using the following formula:
[0061] Y=β0+β1*X1+β2*X2+...β m *X m +ε
[0062] Among them, Y=β0+β1*X1+β2*X2+...β m *X m +ε represents the parameter-indicator regression model, β0, β1, β2...β m Represents the weights of the target-related parameters, X1, X2, ...X m represents the target association parameter, ε represents the error;
[0063] The parameter-index regression model is used to tune the index value of the tuning index category to obtain the tuning index value.
[0064] In a second aspect, the present invention provides a coupling index dynamic tuning system based on electromagnetic continuous emission, the system comprising:
[0065] The electromagnetic coupling module is used to control the electromagnetic transmitting device to perform electromagnetic continuous transmission to obtain a continuously transmitted electromagnetic, and use a preset electromagnetic coupling device to perform electromagnetic coupling on the continuously transmitted electromagnetic to obtain a coupled electromagnetic;
[0066] A data acquisition module, used to divide the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, and collect the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules;
[0067] A model building module, used to build a first coupling model of the coupling process based on the indicator to be tuned and the analysis-control relationship, and to build a second coupling model of the coupling process based on the factor to be tuned, the analysis-control relationship and the control-control relationship;
[0068] A category tuning module, used to calculate the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model respectively, and use the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicator to be tuned to obtain a tuning indicator category;
[0069] A numerical tuning module, used for analyzing the associated parameters associated with the tuning indicator category, calculating the influence of the associated parameters on the tuning indicator category, and selecting target associated parameters for tuning the coupling indicator value of the tuning indicator category from the associated parameters by using the influence, so as to complete the indicator value tuning of the tuning indicator category through the target associated parameters to obtain the tuning indicator value;
[0070] The result determination module is used to use the tuning indicator category and the tuning indicator value as the coupling indicator dynamic tuning result in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic.
[0071] Compared with the prior art, the technical principle and beneficial effects of this solution are:
[0072] The embodiment of the present invention divides the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, so as to refine the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, so as to facilitate the subsequent extraction of model input data from the refined modules. Furthermore, the embodiment of the present invention collects the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules, so as to use the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship as model input data in the future, so as to use the indicator categories of the model output tuning. The embodiment of the present invention constructs a first coupling model of the coupling process based on the indicators to be tuned and the analysis-control relationship, so as to analyze the influence of the indicators to be tuned on the electromagnetic coupling. Influence degree, further, the embodiment of the present invention constructs a second coupling model of the coupling process based on the factors to be tuned, the analysis-control relationship and the control-control relationship, so as to analyze the influence degree of the factors to be tuned on the electromagnetic coupling. The embodiment of the present invention calculates the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model respectively, so as to calculate the cost required for electromagnetic coupling. Further, the embodiment of the present invention uses the first coupling consumption value and the second coupling consumption value to tune the indicator category of the indicator to be tuned, so as to selectively select the coupling indicator. Further, the embodiment of the present invention calculates the influence of the associated parameters on the tuning indicator category, so as to selectively select the coupling parameters. Therefore, the method and system for dynamic tuning of coupling indicators based on electromagnetic continuous emission proposed in the embodiment of the present invention can selectively select coupling indicators and parameters. BRIEF DESCRIPTION OF THE DRAWINGS
[0073] The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the invention and, together with the description, serve to explain the principles of the invention.
[0074] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, for ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative labor.
[0075] Figure 1 A schematic diagram of a flow chart of a method for dynamically optimizing coupling indicators based on electromagnetic continuous emission provided by an embodiment of the present invention;
[0076] Figure 2 In one embodiment of the present invention Figure 1 A schematic diagram of one of the steps of a method for dynamic tuning of coupling indicators based on electromagnetic continuous emission is provided;
[0077] Figure 3 In one embodiment of the present invention Figure 1 A schematic diagram of another step of a method for dynamically tuning coupling indicators based on electromagnetic continuity emission is provided;
[0078] Figure 4 A schematic diagram of a module of a coupling index dynamic tuning system based on electromagnetic continuity emission provided by an embodiment of the present invention. DETAILED DESCRIPTION
[0079] It should be understood that the specific embodiments described herein are only used to explain the present invention, and are not used to limit the present invention.
[0080] The embodiment of the present invention provides a method for dynamically tuning coupling indicators based on electromagnetic continuity emission, and the execution subject of the method for dynamically tuning coupling indicators based on electromagnetic continuity emission includes but is not limited to at least one of the electronic devices such as a server and a terminal that can be configured to execute the method provided by the embodiment of the present invention. In other words, the method for dynamically tuning coupling indicators based on electromagnetic continuity emission can be executed by software or hardware installed on a terminal device or a server device, and the software can be a blockchain platform. The server includes but is not limited to: a single server, a server cluster, a cloud server or a cloud server cluster, etc. The server can be an independent server, or it can be a cloud server that provides basic cloud computing services such as cloud services, cloud databases, cloud computing, cloud functions, cloud storage, network services, cloud communications, middleware services, domain name services, security services, content distribution networks (CDNs), and big data and artificial intelligence platforms.
[0081] See also Figure 1 FIG. 1 is a flow chart of a method for dynamically optimizing coupling index based on electromagnetic continuous emission provided by an embodiment of the present invention. Figure 1 The coupling index dynamic tuning method based on electromagnetic continuity emission described in includes:
[0082] S1. Control the electromagnetic transmitting device to perform electromagnetic continuous transmission to obtain a continuously transmitted electromagnetic, and use a preset electromagnetic coupling device to perform electromagnetic coupling on the continuously transmitted electromagnetic to obtain a coupled electromagnetic.
[0083] In an embodiment of the present invention, the electromagnetic transmitting device refers to a device that can emit electromagnetic waves of different intensities and categories, such as an electromagnetic transmitter. Furthermore, the preset electromagnetic coupling device refers to a device that performs electromagnetic coupling on the continuously emitted electromagnetic waves, such as an electromagnetic coupler.
[0084] It should be noted that since the electromagnetic transmitting device and the preset electromagnetic coupling device both involve multiple types of electromagnetic transmitting devices and preset electromagnetic coupling devices, and different types of electromagnetic transmitting devices and preset electromagnetic coupling devices have different operating principles, the working principles of the electromagnetic transmitting device and the preset electromagnetic coupling device are not described in detail here.
[0085] S2. Divide the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, and collect the indicators to be optimized, the factors to be optimized, the analysis-control relationship and the control-control relationship in the working modules.
[0086] The embodiment of the present invention divides the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, so as to refine the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, thereby facilitating the subsequent extraction of model input data from the refined modules.
[0087] The work module refers to a collection of multiple process links in the workflow.
[0088] Exemplarily, the process of dividing the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic can be to use the electromagnetic emission device and the preset electromagnetic coupling device involved in the coupling process as units for dividing the working modules, for example, the work process involved in the electromagnetic emission device is used as the first working module, and the work process involved in the preset electromagnetic coupling device is used as the second working module.
[0089] Furthermore, the embodiment of the present invention collects the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working module, so as to subsequently use the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship as model input data, thereby utilizing the indicator categories for model output tuning.
[0090] In one embodiment of the present invention, the collecting of the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working module includes: selecting the historical coupling indicators and the historical coupling factors in the working module; using the historical coupling indicators as the indicators to be tuned, and using the historical coupling factors as the factors to be tuned; wherein the factors to be tuned include internal factors and external factors; selecting the standard coupling factors in the working module; using the functional relationship between the factors to be tuned and the standard coupling factors as the analysis-control relationship; wherein the analysis-control relationship includes a first analysis-control relationship and a second analysis-control relationship; and constructing the control-control relationship using the standard coupling factors.
[0091] Among them, the historical coupling factor refers to the parameter factors involved in the coupling process, including internal factors and external factors. Internal factors are such as the set values of the electromagnetic transmitting device and the preset electromagnetic coupling device, and external factors are such as external temperature, pressure, magnetic field, etc. The first analysis-control relationship refers to the functional relationship between the internal factor and the standard coupling factor (the standard value of the internal factor), and this functional relationship is such as a mapping relationship, a linear relationship, etc. The second analysis-control relationship refers to the functional relationship between the external factor and the standard value of the internal factor. The control-control relationship refers to the functional relationship formed by the control variable (i.e., the constraint variable), and this control variable is the standard value of the internal factor.
[0092] S3. Based on the indicator to be optimized and the analysis-control relationship, a first coupling model of the coupling process is constructed; based on the factor to be optimized, the analysis-control relationship and the control-control relationship, a second coupling model of the coupling process is constructed.
[0093] The embodiment of the present invention constructs a first coupling model of the coupling process based on the indicator to be optimized and the analysis-control relationship, so as to analyze the influence of the indicator to be optimized on the electromagnetic coupling.
[0094] In one embodiment of the present invention, constructing the first coupling model of the coupling process based on the indicator to be tuned and the analysis-control relationship includes: constructing the first coupling model of the coupling process based on the indicator to be tuned and the analysis-control relationship using the following formula:
[0095]
[0096]
[0097] Wherein, F1 represents the first coupling model, It represents the index to be tuned under the i-th internal factor among the factors to be tuned. represents the first analysis-control relationship in the analysis-control relationship, x i represents the i-th internal factor among the factors to be tuned, y i represents the standard value of the i-th internal factor in the coupling process, n represents the total number of internal factors, b i represents the constraint value, f i Represents a regression function.
[0098] It should be noted that f i When denoting the regression function, is the output value, is the input value.
[0099] Furthermore, the embodiment of the present invention constructs a second coupling model of the coupling process based on the factors to be optimized, the analysis-control relationship and the control-control relationship, so as to analyze the influence of the factors to be optimized on the electromagnetic coupling.
[0100] In one embodiment of the present invention, constructing the second coupling model of the coupling process based on the factors to be optimized, the analysis-control relationship, and the control-control relationship includes: constructing the second coupling model of the coupling process based on the factors to be optimized, the analysis-control relationship, and the control-control relationship using the following formula:
[0101]
[0102]
[0103] F2 represents the second coupling model, x j represents the jth external factor among the factors to be tuned, j represents the sequence number of the external factor, y i represents the standard value of the i-th internal factor in the coupling process, represents a control-control relationship, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, b i represents the constraint value, f i Represents a regression function.
[0104] S4. Calculate the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling consumption value respectively, and use the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicator to be tuned to obtain a tuning indicator category.
[0105] In the embodiment of the present invention, the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model are calculated respectively to calculate the cost required for electromagnetic coupling.
[0106] In one embodiment of the present invention, referring to Figure 2 As shown, respectively calculating the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model includes:
[0107] S201. Calculate the first coupling consumption value of the first coupling model using the following formula:
[0108]
[0109] Among them, d 1 represents the first coupling consumption value, x j represents the jth external factor among the factors to be tuned, j represents the sequence number of the external factor, y i represents the standard value of the i-th internal factor in the coupling process, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, and f i represents the regression function;
[0110] S202: Calculate the second coupling consumption value of the second coupling model using the following formula:
[0111]
[0112] Among them, d 2 represents the second coupling consumption value, represents the control-control relationship, x j represents the jth external factor among the factors to be tuned, j represents the sequence number of the external factor, y i represents the standard value of the i-th internal factor in the coupling process, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, and f i Represents a regression function.
[0113] Furthermore, the embodiment of the present invention optimizes the indicator type of the indicator to be optimized by using the first coupling consumption value and the second coupling consumption value, so as to selectively select the coupling indicator.
[0114] In one embodiment of the present invention, referring to Figure 3 As shown, the use of the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicator to be tuned to obtain the tuning indicator category includes:
[0115] S301. Calculate the consumption difference between the first coupling consumption value and the second coupling consumption value using the following formula:
[0116] Δ r =d 1 -d 2
[0117] Among them, Δ r represents the consumption difference, d 1 represents the first coupling consumption value, d 2 represents the second coupling consumption value;
[0118] S302, when the consumption difference is greater than a preset difference, after adjusting the indicator category of the indicator to be optimized, returning to the process of constructing the first coupling model of the coupling process based on the indicator to be optimized and the analysis-control relationship;
[0119] S303: When the consumption difference is not greater than the preset difference, the indicator to be optimized is used as the optimization indicator category.
[0120] It should be noted that the process of adjusting the indicator category of the indicator to be tuned is to query other indicator category combinations through enumeration and heuristic process to replace the current indicator category combination.
[0121] S5. Analyze the associated parameters associated with the tuning indicator category, calculate the influence of the associated parameters on the tuning indicator category, and use the influence to select target associated parameters for tuning the coupling indicator value of the tuning indicator category from the associated parameters, so as to complete the indicator value tuning of the tuning indicator category through the target associated parameters to obtain the tuning indicator value.
[0122] In one embodiment of the present invention, the analyzing the associated parameters associated with the tuning indicator category includes: collecting process parameters in the coupling process; and calculating the parameter change value of the process parameter using the following formula:
[0123] Δp=p t -p t'
[0124] Wherein, Δp represents the parameter change value, p t represents the value of the process parameter at time t, p t' represents the value of the process parameter at time t', t represents any time, and t' represents any time except t;
[0125] The indicator change value of the tuning indicator category is calculated using the following formula:
[0126] Δq=q t -q t'
[0127] Among them, Δq represents the change value of the indicator, q t represents the value of the tuning indicator category at time t, q t' represents the value of the tuning indicator category at time t', t represents any time, and t' represents any time except t;
[0128] When the parameter change value is greater than the preset change value and the indicator change value is greater than the preset change value, the target process parameter corresponding to the parameter change value in the process parameters is used as the associated parameter.
[0129] Furthermore, the embodiment of the present invention calculates the influence of the associated parameters on the tuning indicator category to selectively select coupling parameters.
[0130] In one embodiment of the present invention, the calculation of the influence of the associated parameter on the tuning indicator category includes: constructing a parameter-indicator association graph between the associated parameter and the tuning indicator category according to the process sequence in the coupling process; using the number of edges between the associated parameter and the tuning indicator category in the parameter-indicator association graph as the parameter weight of the associated parameter; and calculating the influence of the associated parameter on the tuning indicator category based on the parameter weight using the following formula:
[0131] Δq=a
[0132]
[0133] Among them, S represents the influence, Δq represents the indicator change value, It represents the parameter change value corresponding to the Tth associated parameter when the indicator change value is fixed at a, and w represents the parameter weight.
[0134] It should be noted that the parameter-indicator association graph is a graph structure, which is composed of parameters and indicators as nodes, and the associations between parameters and the associations between parameters and indicators as edges.
[0135] Optionally, the process of using the influence to select the target associated parameter for tuning the coupling index value of the tuning index category from the associated parameters is: when the influence is greater, it means that the associated parameter has a greater degree of influence on the tuning index category, and this associated parameter is used as the target associated parameter.
[0136] In one embodiment of the present invention, the step of completing the tuning of the indicator value of the tuning indicator category by using the target association parameter to obtain the tuning indicator value includes: constructing a parameter-indicator regression model between the target association parameter and the tuning indicator category using the following formula:
[0137] Y=β0+β1*X1+β2*X2+...β m *X m +ε
[0138] Among them, Y=β0+β1*X1+β2*X2+...β m *X m +ε represents the parameter-indicator regression model, β0, β1, β2...β m Represents the weights of the target-related parameters, X1, X2, ...X m represents the target association parameter, ε represents the error;
[0139] The parameter-index regression model is used to tune the index value of the tuning index category to obtain the tuning index value.
[0140] S6. Using the tuning indicator category and the tuning indicator value as a coupling indicator dynamic tuning result in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic.
[0141] It can be seen that the embodiment of the present invention divides the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, so as to refine the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, so as to facilitate the subsequent extraction of model input data from the refined modules. Furthermore, the embodiment of the present invention collects the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules, so as to use the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship as model input data in the future, so as to use the indicator category of the model output tuning. The embodiment of the present invention constructs the first coupling model of the coupling process based on the indicators to be tuned and the analysis-control relationship, so as to analyze the effect of the indicators to be tuned on the electromagnetic coupling. The influence degree of the coupling is further analyzed by constructing a second coupling model of the coupling process based on the factors to be adjusted, the analysis-control relationship and the control-control relationship, so as to analyze the influence degree of the factors to be adjusted on the electromagnetic coupling. The embodiment of the present invention calculates the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model respectively, so as to calculate the cost required for electromagnetic coupling. Further, the embodiment of the present invention uses the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicators to be adjusted, so as to selectively select coupling indicators. Further, the embodiment of the present invention calculates the influence of the associated parameters on the tuning indicator category, so as to selectively select coupling parameters. Therefore, the method for dynamic tuning of coupling indicators based on electromagnetic continuous emission proposed in the embodiment of the present invention can selectively select coupling indicators and parameters.
[0142] like Figure 4 As shown, it is a functional module diagram of the coupling index dynamic tuning system based on electromagnetic continuity emission of the present invention.
[0143] The coupling index dynamic tuning system 400 based on electromagnetic continuous emission of the present invention can be installed in an electronic device. According to the functions to be implemented, the coupling index dynamic tuning system based on electromagnetic continuous emission can include an electromagnetic coupling module 401, a data acquisition module 402, a model building module 403, a category tuning module 404, a numerical tuning module 405 and a result determination module 406. The module of the present invention can also be called a unit, which refers to a series of computer program segments that can be executed by an electronic device processor and can complete fixed functions, which are stored in the memory of the electronic device.
[0144] In the embodiment of the present invention, the functions of each module / unit are as follows:
[0145] The electromagnetic coupling module 401 is used to control the electromagnetic transmitting device to perform electromagnetic continuous transmission to obtain a continuously transmitted electromagnetic, and use a preset electromagnetic coupling device to perform electromagnetic coupling on the continuously transmitted electromagnetic to obtain a coupled electromagnetic;
[0146] The data acquisition module 402 is used to divide the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, and collect the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules;
[0147] The model building module 403 is used to build a first coupling model of the coupling process based on the indicator to be tuned and the analysis-control relationship, and to build a second coupling model of the coupling process based on the factor to be tuned, the analysis-control relationship and the control-control relationship;
[0148] The category tuning module 404 is used to calculate the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model respectively, and use the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicator to be tuned to obtain a tuning indicator category;
[0149] The numerical tuning module 405 is used to analyze the associated parameters associated with the tuning indicator category, calculate the influence of the associated parameters on the tuning indicator category, and select the target associated parameters for tuning the coupling indicator value of the tuning indicator category from the associated parameters by using the influence, so as to complete the indicator value tuning of the tuning indicator category through the target associated parameters to obtain the tuning indicator value;
[0150] The result determination module 406 is used to use the tuning indicator category and the tuning indicator value as the coupling indicator dynamic tuning result in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic.
[0151] In detail, each module in the coupling index dynamic tuning system 400 based on electromagnetic continuous emission in the embodiment of the present invention is used in the same manner as described above. Figure 1 The same technical means as the dynamic tuning method of coupling indicators based on electromagnetic continuity emission described in , and can produce the same technical effects, will not be repeated here.
[0152] In addition, each functional module 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-mentioned integrated unit may be implemented in the form of hardware or in the form of hardware plus software functional modules.
[0153] It is obvious to those skilled in the art that the present invention is not limited to the details of the above exemplary embodiments, and that the present invention can be implemented in other specific forms without departing from the spirit or essential characteristics of the present invention.
[0154] Therefore, no matter from which point of view, the embodiments should be regarded as illustrative and non-restrictive, and the scope of the present invention is limited by the appended claims rather than the above description, so it is intended that all changes falling within the meaning and scope of the equivalent elements of the claims are included in the present invention. Any attached figure mark in the claims should not be regarded as limiting the claims involved.
[0155] It should be noted that, in this article, relational terms such as "first" and "second" are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Moreover, the terms "include", "comprise" or any other variants thereof are intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, article or device. In the absence of further restrictions, the elements defined by the sentence "comprise a ..." do not exclude the existence of other identical elements in the process, method, article or device including the elements.
[0156] The above description is only a specific embodiment of the present invention, so that those skilled in the art can understand or implement the present invention. Various modifications to these embodiments will be apparent to those skilled in the art, and the general principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the present invention. Therefore, the present invention will not be limited to the embodiments shown herein, but should conform to the widest scope consistent with the principles and novel features invented herein.
Claims
1. A method for dynamic tuning of coupling index based on electromagnetic continuous emission, characterized in that: The method comprises: Controlling the electromagnetic emission device to perform electromagnetic continuous emission to obtain a continuously emitted electromagnetic, and using a preset electromagnetic coupling device to perform electromagnetic coupling on the continuously emitted electromagnetic to obtain a coupled electromagnetic; Dividing the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, collecting the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules; Based on the indicator to be tuned and the analysis-control relationship, a first coupling model of the coupling process is constructed; based on the factor to be tuned, the analysis-control relationship and the control-control relationship, a second coupling model of the coupling process is constructed; Calculating first coupling consumption values and second coupling consumption values of the first coupling model and the second coupling model respectively, and optimizing the indicator category of the indicator to be optimized by using the first coupling consumption value and the second coupling consumption value to obtain an optimized indicator category; Analyze the associated parameters associated with the tuning indicator category, calculate the influence of the associated parameters on the tuning indicator category, and select the target associated parameters for tuning the coupling indicator value of the tuning indicator category from the associated parameters by using the influence, so as to complete the indicator value tuning of the tuning indicator category through the target associated parameters to obtain the tuning indicator value; The tuning index category and the tuning index value are used as a coupling index dynamic tuning result in the coupling process from the continuous emission electromagnetic to the coupling electromagnetic; The collecting of the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working module includes: Selecting historical coupling indicators and historical coupling factors in the working module; Taking the historical coupling index as the index to be optimized, and taking the historical coupling factor as the factor to be optimized; The factors to be optimized include internal factors and external factors; Selecting standard coupling factors in the working module; Taking the functional relationship between the factor to be optimized and the standard coupling factor as the analysis-control relationship; Wherein, the analysis-control relationship includes a first analysis-control relationship and a second analysis-control relationship; constructing the control-control relationship using the standard coupling factors; The step of constructing a first coupling model of the coupling process based on the indicator to be optimized and the analysis-control relationship includes: Based on the indicator to be tuned and the analysis-control relationship, the first coupling model of the coupling process is constructed using the following formula: ; in, represents the first coupling model, It represents the index to be tuned under the i-th internal factor among the factors to be tuned. represents a first analysis-control relationship among the analysis-control relationships, represents the i-th internal factor among the factors to be tuned, represents the standard value of the i-th internal factor in the coupling process, n represents the total number of internal factors, Represents the constraint value, represents the regression function; The constructing a second coupling model of the coupling process based on the factors to be optimized, the analysis-control relationship and the control-control relationship includes: Based on the factors to be optimized, the analysis-control relationship and the control-control relationship, a second coupling model of the coupling process is constructed using the following formula: ; ; represents the second coupled model, represents the jth external factor among the factors to be tuned, Indicates the sequence number of the external factor, represents the standard value of the i-th internal factor in the coupling process, represents a control-control relationship, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, Represents the constraint value, Represents a regression function.
2. The method according to claim 1, characterized in that The calculating the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model respectively includes: The first coupling consumption value of the first coupling model is calculated using the following formula: ; in, represents the first coupling consumption value, represents the jth external factor among the factors to be tuned, Indicates the sequence number of the external factor, represents the standard value of the i-th internal factor in the coupling process, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, represents the regression function; The second coupling consumption value of the second coupling model is calculated using the following formula: ; in, represents the second coupling consumption value, represents a control-control relationship, represents the jth external factor among the factors to be tuned, Indicates the sequence number of the external factor, represents the standard value of the i-th internal factor in the coupling process, represents the second analysis-control relationship in the analysis-control relationship, n represents the total number of internal factors, Represents a regression function.
3. The method according to claim 1, characterized in that The step of optimizing the indicator category of the indicator to be optimized by using the first coupling consumption value and the second coupling consumption value to obtain the optimized indicator category includes: The consumption difference between the first coupling consumption value and the second coupling consumption value is calculated using the following formula: ; in, represents the consumption difference, represents the first coupling consumption value, represents the second coupling consumption value; When the consumption difference is greater than the preset difference, after adjusting the indicator category of the indicator to be optimized, returning to the process of constructing the first coupling model of the coupling process based on the indicator to be optimized and the analysis-control relationship; When the consumption difference is not greater than the preset difference, the indicator to be optimized is used as the optimization indicator category.
4. The method according to claim 1, characterized in that The analysis of the associated parameters associated with the tuning indicator category includes: collecting process parameters during the coupling process; The parameter change value of the process parameter is calculated using the following formula: ; in, Indicates the parameter change value, represents the value of the process parameter at time t, Indicates that the process parameters are The value at the time, t represents any time, represents any time except t; The indicator change value of the tuning indicator category is calculated using the following formula: ; in, Indicates the change value of the indicator, represents the value of the tuning indicator category at time t, Indicates that the tuning indicator category is in The value at the time, t represents any time, represents any time except t; When the parameter change value is greater than the preset change value and the indicator change value is greater than the preset change value, the target process parameter corresponding to the parameter change value in the process parameters is used as the associated parameter.
5. The method according to claim 1, characterized in that The calculating the influence of the associated parameter on the tuning indicator category includes: According to the process sequence in the coupling process, a parameter-index association diagram between the associated parameters and the tuning index categories is constructed; The number of edges between the associated parameter and the tuning indicator category in the parameter-indicator association graph is used as the parameter weight of the associated parameter; Based on the parameter weight, the influence of the associated parameter on the tuning indicator category is calculated using the following formula: ; ; in, Indicates the influence, Indicates the indicator change value. Indicates that the indicator change value is fixed to When , the parameter change value corresponding to the Tth associated parameter is, represents the parameter weight.
6. The method according to claim 1, characterized in that The step of completing the index value tuning of the tuning index category by using the target associated parameter to obtain the tuning index value includes: The parameter-index regression model between the target association parameter and the tuning index category is constructed using the following formula: ; in, represents the parameter-indicator regression model, , , represents the weight of the target associated parameter, , , Represents the target associated parameters, Indicates error; The parameter-index regression model is used to tune the index value of the tuning index category to obtain the tuning index value.
7. A coupling index dynamic tuning system based on electromagnetic continuous emission, the system implements the method according to claim 1, characterized in that: The system comprises: The electromagnetic coupling module is used to control the electromagnetic transmitting device to perform electromagnetic continuous transmission to obtain a continuously transmitted electromagnetic, and use a preset electromagnetic coupling device to perform electromagnetic coupling on the continuously transmitted electromagnetic to obtain a coupled electromagnetic; A data acquisition module, used to divide the working modules in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic, and collect the indicators to be tuned, the factors to be tuned, the analysis-control relationship and the control-control relationship in the working modules; A model building module, used to build a first coupling model of the coupling process based on the indicator to be tuned and the analysis-control relationship, and to build a second coupling model of the coupling process based on the factor to be tuned, the analysis-control relationship and the control-control relationship; A category tuning module, used to calculate the first coupling consumption value and the second coupling consumption value of the first coupling model and the second coupling model respectively, and use the first coupling consumption value and the second coupling consumption value to perform indicator category tuning on the indicator to be tuned to obtain a tuning indicator category; A numerical tuning module, used for analyzing the associated parameters associated with the tuning indicator category, calculating the influence of the associated parameters on the tuning indicator category, and selecting target associated parameters for tuning the coupling indicator value of the tuning indicator category from the associated parameters by using the influence, so as to complete the indicator value tuning of the tuning indicator category through the target associated parameters to obtain the tuning indicator value; The result determination module is used to use the tuning indicator category and the tuning indicator value as the coupling indicator dynamic tuning result in the coupling process from the continuous electromagnetic emission to the coupling electromagnetic.
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