A method for evaluating the contribution of system combat units to mission tasks
By constructing the combat system network model, evaluate the ability and communication frequency of the combat unit of each system, use the PageRank algorithm to calculate the contribution of network communication, solve the problem of being unable to apply to the diverse system combat unit in existing technologies, and achieve fast, accurate accuracy Evaluation of contribution.
Patent Information
- Application Number
- CN202410713859.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-06-04
- Publication Date
- 2025-01-28
- Estimated Expiration
- 2044-06-04
AI Technical Summary
The existing system contribution evaluation method is mainly based on the combat effectiveness or network structure model of weapons and equipment, and cannot be applied to diversified system combat units, and the evaluation process is complex and requires multiple tests or simulation experiments.
By constructing a combat system network model based on mission -based tasks, evaluate the ability and actual ability value of the combat units of each system, combine the communication frequency, use the weight of the PageRank algorithm to calculate the contribution of network communication, and finally use the contribution to evaluate the system combat of each system combat. The comprehensive contribution of the unit.
The rapid and accurate assessment of the contribution of the combat unit of the diversified system has been achieved, and the evaluation process is simplified, taking into account the effectiveness of combat effectiveness and the contribution of network communication, and improved the evaluation efficiency and accuracy.
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Figure CN118446429B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of contribution evaluation, and in particular to a method for evaluating the contribution of a system combat unit to a mission task. Background Art
[0002] At present, in the future new combat mode, in order to effectively coordinate and execute complex military operations, multiple military units and support resources will jointly form a comprehensive organizational structure for executing tasks in military operations, with the purpose of achieving specific military goals, forming an information system-based combat system. Among them, the system combat unit is the smallest tactical and technical coordination unit that independently carries out system combat operations, including military units, weapon systems and support resources. It is the organizational basis of the new combat system based on information systems. The system combat unit contribution evaluation is a method used to measure the contribution of different units in military operations to achieving overall military goals. This evaluation helps guide military decision-making, resource allocation and strategic planning to ensure the effectiveness and efficiency of the entire combat system.
[0003] The existing system contribution evaluation methods are mainly based on the combat effectiveness or capability index system of weapons and equipment and the network structure model. The system contribution of the members to be evaluated is obtained by comparing the comprehensive evaluation values when the members to be evaluated are included and not included. (Reference papers "Wang Nan, Yang Juan, He Rong. Weapon equipment system contribution evaluation method based on rough set [J]. Command Control and Simulation, 2016, 38(01): 104-107.", "Luo Xiaoming, Zhu Yanlei, He Rong. Weapon equipment combat system contribution evaluation method based on SEM [J]. Journal of Equipment Academy, 2015, 26(05): 1-6.", "Zhao Danling, Tan Yuejin, Li Jichao, etc. Weapon equipment system contribution evaluation based on combat ring [J]. Systems Engineering and Electronic Technology, 2017, 39(10): 2239-2247.", Patent "Qi Xiaoqian, Mu Libo, Duan Tongle, etc. A command and control equipment system contribution evaluation method based on fuzzy hierarchical analysis [P]. Hebei Province: CN116307366A, 2023-06-23.", "Bi Wenhao, Zhou Jie, Zhang An, etc. Weapon equipment system contribution evaluation method based on combat ring [P]. Shaanxi Province: CN112417710B, 2022-09-27.") These system contribution evaluation methods have several defects: first, the evaluation object is weapons and equipment or capabilities, which cannot be applied to the contribution evaluation needs of diverse system combat units. In the evaluation process, they either focus on the combat effectiveness or capability of weapons and equipment, or focus on the network topology connection relationship between weapons and equipment. It is necessary to conduct multiple system tests or simulation experiments to obtain the comprehensive evaluation value with and without the members to be evaluated, and then obtain the system contribution of the members to be evaluated. Summary of the invention
[0004] The purpose of the present invention is to provide a method for evaluating the contribution of system combat units to mission tasks, so as to solve the problems raised in the above-mentioned background technology.
[0005] To achieve the above object, the present invention provides the following technical solution: a method for evaluating the contribution of system combat units to a mission task, comprising the following steps:
[0006] Step 1: First, based on the mission and with the goal of meeting capability requirements, build a combat system network model;
[0007] Step 2: Based on the mission, determine the capability requirements of each system combat unit in the combat system network model, and use the capability requirement satisfaction model to measure the capability of the system combat unit. In the process of issuing tasks, the capability requirements meet all the problems in the execution of the mission, and the capability level of the system combat unit can meet the capability level required by the mission;
[0008] Step 3: Evaluate the actual capability of each system combat unit and the communication frequency between system combat units through system test, simulation test, exercise records and log data;
[0009] Step 4: Finally, the contribution of each system combat unit is calculated using the system contribution evaluation model. The system contribution of the system combat unit is mainly composed of two parts:
[0010] The contribution of the system combat unit to its own combat effectiveness The contribution of network communication of system combat units in the combat system .
[0011] Preferably, the specific steps of constructing the combat system network model in step 1 are as follows:
[0012] First, based on the mission, determine the various capability requirements to achieve the mission;
[0013] And match the capability requirements with the inherent capabilities of the system combat units, and select the system combat units as nodes in the combat system network model;
[0014] Finally, the transmission path of combat instructions and other information between the combat units of the system is used as the edge in the combat system network model;
[0015] Thus, we can get the combat system network model , among which, System Combat Unit Nodes that make up the network model , by direct information transmission paths between system combat units The edges in the network model ;Right now
[0016] .
[0017] Preferably, in step 2, a large-scale capability satisfaction model is adopted, assuming that the capability requirements of the combat system network model for each system combat unit are as follows:
[0018]
[0019] in, Indicates System Combat Unit No. Ability, and They represent the network model of the combat system for the System Combat Unit No. Abilities The minimum and maximum capacity requirements, The network model of the combat system System Combat Unit The number of capability requirement types.
[0020] Preferably, the specific formula of the communication frequency in step 3 is as follows:
[0021]
[0022] in, Indicates System Combat Unit No. Abilities The actual performance value of Indicates System Combat Unit To System Combat Unit The direct communication frequency is measured by analyzing system test, simulation test, exercise records and log data to obtain the capability value and communication frequency.
[0023] Preferably, the combat effectiveness contribution in step 4 The contribution of network communication is measured by the satisfaction of the capability requirements of the system combat unit. The comprehensive system contribution of the system combat unit is measured by the importance of the system combat unit in the combat system network communication. It is the weighted sum of these two.
[0024] Optimum, and the combat effectiveness contribution of the system combat unit itself ;
[0025] In the combat system network model, each system combat unit contains multiple capabilities, and its combat effectiveness is obtained by weighted combination of the combat effectiveness of multiple capabilities. After the combat effectiveness of each system combat unit is normalized, the combat effectiveness contribution of the system combat unit in the combat system network model is obtained. The detailed steps are as follows:
[0026] First, calculate the degree of satisfaction of the capability requirements of each capability of the combat unit of the system;
[0027] The contribution of combat effectiveness is measured by the capability requirement satisfaction of the system combat unit. A unified model is formulated for the measurement function of capability requirement satisfaction, and it needs to be selected according to the type of capability requirement. According to the large-scale capability satisfaction model, the following large-scale capability satisfaction function is used to calculate the capability requirement satisfaction of each capability of the system combat unit:
[0028]
[0029] if , then System Combat Unit No. Abilities The actual performance of the ability to play a role in combat missions is completely irrelevant; if , the larger its value is, the higher the degree of satisfaction of capability requirements is, and the more the existing capabilities can meet the requirements of combat missions; if , then the capability fully meets the capability requirement;
[0030] Second, calculate the combat effectiveness of the system's combat units;
[0031] No. System Combat Unit Combat effectiveness The calculation formula is as follows:
[0032]
[0033] Among them, the weight coefficient The following conditions are met. Each weight coefficient is obtained through subjective weighting or objective weighting;
[0034]
[0035] Third, calculate the system contribution of the combat effectiveness of the system combat unit;
[0036] No. System Combat Unit Contribution to the combat effectiveness system It is combat effectiveness The normalized result is calculated as follows:
[0037] .
[0038] Preferably, the network communication contribution of the system combat unit in the combat system
[0039] In the combat system network model, the combat units of each system cooperate by transmitting combat command information to each other to achieve the combat objectives in the mission. Based on the frequency of direct communication between the combat units of the system, the transmission of combat command information is taken as the key consideration factor. The weighted PageRank algorithm is used to calculate the network communication contribution of the combat units of the system in the combat system. The detailed steps are as follows:
[0040] First, construct the weight matrix as follows
[0041]
[0042] in, For the System Combat Unit To System Combat Unit The communication importance weight is calculated as follows:
[0043]
[0044] Second, calculate the PageRank value of the system combat unit in the combat system network;
[0045] Since the frequency of system combat units sending combat instructions and other information in the combat system network communication is the main indicator of the importance of its network communication, the following formula is used to calculate the PageRank value of the system combat unit in the combat system network:
[0046]
[0047] in, For the The PageRank value of a system combat unit, For the The number of system combat units that send combat instructions and other information to the system combat unit. For the System Combat Unit To System Combat Unit The communication importance weight of is the damping coefficient. The above formula is expressed in matrix calculation as follows:
[0048]
[0049] Third, calculate the network communication contribution of the system combat unit:
[0050] No. System Combat Unit Contribution of network communication is the PageRank value The normalized result is calculated as follows:
[0051] .
[0052] Optimum, and the comprehensive system contribution of system combat units ;
[0053] Among them, the comprehensive system contribution of the system combat unit Contribution to the combat effectiveness of the system combat unit itself Contribution of network communication to the combat system of the system combat unit The weighted sum of
[0054]
[0055] in, is the contribution weight coefficient.
[0056] Compared with the prior art, the present invention has the following beneficial effects:
[0057] 1. Based on the mission and task, the present invention aims to meet the capability requirements and constructs a combat system network model, wherein the nodes in the combat system network model are composed of system combat units, including military units and support resources, and the edges in the combat system network model are composed of direct information transmission paths between system combat units;
[0058] 2. Based on the mission, the present invention determines the capability requirements of each system combat unit in the combat system network model, including the minimum and maximum capability requirement values of each capability, and adopts a large-scale capability requirement satisfaction model to calculate the combat effectiveness of each system combat unit and its combat effectiveness system contribution;
[0059] 3. The present invention is based on the direct communication frequency between system combat units, takes the sending of combat instructions and other information as the key consideration factor, and uses the weighted PageRank algorithm to calculate the network communication contribution of system combat units in the combat system;
[0060] 4. The present invention takes into account the combat effectiveness contribution and network communication contribution of the system combat unit through a single system test or simulation experiment or exercise, and obtains the comprehensive system contribution of each system combat unit through weighted summation of the contribution weight coefficient. BRIEF DESCRIPTION OF THE DRAWINGS
[0061] Figure 1 Provide an overall method flow chart for an embodiment of the present invention;
[0062] Figure 2 A flowchart of the mission-based system combat unit contribution evaluation provided by an embodiment of the present invention;
[0063] Figure 3 A calculation diagram of the PageRank value of the system combat unit in the combat system network provided by the embodiment of the present invention;
[0064] Figure 4 This is a network model diagram of the island landing combat system provided in an embodiment of the present invention. DETAILED DESCRIPTION
[0065] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0066] See also Figure 1-4 The present invention provides a technical solution: a method for evaluating the contribution of a system combat unit to a mission task, comprising the following steps:
[0067] Step 1: First, based on the mission and with the goal of meeting capability requirements, build a combat system network model;
[0068] Step 2: Based on the mission, determine the capability requirements of each system combat unit in the combat system network model, and use the capability requirement satisfaction model to measure the capability of the system combat unit. In the process of issuing tasks, the capability requirements meet all the problems in the execution of the mission, and the capability level of the system combat unit can meet the capability level required by the mission;
[0069] Step 3: Evaluate the actual capability of each system combat unit and the communication frequency between system combat units through system test, simulation test, exercise records and log data;
[0070] Step 4: Finally, the contribution of each system combat unit is calculated using the system contribution evaluation model. The system contribution of the system combat unit is mainly composed of two parts:
[0071] The contribution of the system combat unit to its own combat effectiveness The contribution of network communication of system combat units in the combat system .
[0072] The specific steps for building the combat system network model in step 1 are as follows:
[0073] First, based on the mission, determine the various capability requirements to achieve the mission;
[0074] And match the capability requirements with the inherent capabilities of the system combat units, and select the system combat units as nodes in the combat system network model;
[0075] Finally, the transmission path of combat instructions and other information between the combat units of the system is used as the edge in the combat system network model;
[0076] Thus, we can get the combat system network model , among which, System Combat Unit Nodes that make up the network model , by direct information transmission paths between system combat units The edges in the network model ;Right now
[0077] .
[0078] In step 2, a large-scale capability satisfaction model is used, assuming that the combat system network model has the following capability requirements for each system combat unit:
[0079]
[0080] in, Indicates System Combat Unit No. Ability, and They represent the network model of the combat system for the System Combat Unit No. Abilities The minimum and maximum capacity requirements, The network model of the combat system System Combat Unit The number of capability requirement types.
[0081] The specific formula for communication frequency in step 3 is as follows:
[0082]
[0083] in, Indicates System Combat Unit No. Abilities The actual performance value of Indicates System Combat Unit To System Combat Unit The direct communication frequency is measured by analyzing system test, simulation test, exercise records and log data to obtain the capability value and communication frequency.
[0084] Combat effectiveness contribution in step 4 The contribution of network communication is measured by the satisfaction of the capability requirements of the system combat unit. The comprehensive system contribution of the system combat unit is measured by the importance of the system combat unit in the combat system network communication. It is the weighted sum of these two.
[0085] And the combat effectiveness contribution of the system combat unit itself ;
[0086] In the combat system network model, each system combat unit contains multiple capabilities, and its combat effectiveness is obtained by weighted combination of the combat effectiveness of multiple capabilities. After the combat effectiveness of each system combat unit is normalized, the combat effectiveness contribution of the system combat unit in the combat system network model is obtained. The detailed steps are as follows:
[0087] First, calculate the degree of satisfaction of the capability requirements of each capability of the combat unit of the system;
[0088] The contribution of combat effectiveness is measured by the capability requirement satisfaction of the system combat unit. A unified model is formulated for the measurement function of capability requirement satisfaction, and it needs to be selected according to the type of capability requirement. According to the large-scale capability satisfaction model, the following large-scale capability satisfaction function is used to calculate the capability requirement satisfaction of each capability of the system combat unit:
[0089]
[0090] if , then System Combat Unit No. Abilities The actual performance of the ability to play a role in combat missions is completely irrelevant; if , the larger its value is, the higher the degree of satisfaction of capability requirements is, and the more the existing capabilities can meet the requirements of combat missions; if , then the capability fully meets the capability requirement;
[0091] Second, calculate the combat effectiveness of the system's combat units;
[0092] No. System Combat Unit Combat effectiveness The calculation formula is as follows:
[0093]
[0094] Among them, the weight coefficient The following conditions are met. Each weight coefficient is obtained through subjective weighting or objective weighting;
[0095]
[0096] Third, calculate the system contribution of the combat effectiveness of the system combat unit;
[0097] No. System Combat Unit Contribution to the combat effectiveness system It is combat effectiveness The normalized result is calculated as follows:
[0098] .
[0099] And the network communication contribution of the system combat unit in the combat system
[0100] In the combat system network model, the combat units of each system cooperate by transmitting combat command information to each other to achieve the combat objectives in the mission. Based on the frequency of direct communication between the combat units of the system, the transmission of combat command information is taken as the key consideration factor. The weighted PageRank algorithm is used to calculate the network communication contribution of the combat units of the system in the combat system. The detailed steps are as follows:
[0101] First, construct the weight matrix as follows
[0102]
[0103] in, For the System Combat Unit To System Combat Unit The communication importance weight is calculated as follows:
[0104]
[0105] Second, calculate the PageRank value of the system combat unit in the combat system network;
[0106] Since the frequency of system combat units sending combat instructions and other information in the combat system network communication is the main indicator of the importance of its network communication, the following formula is used to calculate the PageRank value of the system combat unit in the combat system network:
[0107]
[0108] in, For the The PageRank value of a system combat unit, For the The number of system combat units that send combat instructions and other information to the system combat unit. For the System Combat Unit To System Combat Unit The communication importance weight of is the damping coefficient. The above formula is expressed in matrix calculation as follows:
[0109]
[0110] Third, calculate the network communication contribution of the system combat unit:
[0111] No. System Combat Unit Contribution of network communication is the PageRank value The normalized result is calculated as follows:
[0112] .
[0113] And the comprehensive system contribution of system combat units ;
[0114] Among them, the comprehensive system contribution of the system combat unit Contribution to the combat effectiveness of the system combat unit itself Contribution of network communication to the combat system of the system combat unit The weighted sum of
[0115]
[0116] in, is the contribution weight coefficient.
[0117] It should be noted that, in this article, relational terms such as first and second, etc. 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.
[0118] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.
Claims
1. A method for evaluating the contribution of system combat units to mission tasks, characterized in that The following steps are involved: Step 1: First, based on the mission and with the goal of meeting capability requirements, build a combat system network model; Step 2: Based on the mission, determine the capability requirements of each system combat unit in the combat system network model, and use the capability requirement satisfaction model to measure the capability of the system combat unit. In the process of issuing tasks, the capability requirements meet all the problems in the execution of the mission, and the capability level of the system combat unit can meet the capability level required by the mission; Step 3: Evaluate the actual capability of each system combat unit and the communication frequency between system combat units through system test, simulation test, exercise records and log data; In step 2, a large-scale capability satisfaction model is used, assuming that the combat system network model has the following requirements for the capabilities of each system combat unit: in, Indicates System Combat Unit No. Ability, and They represent the network model of the combat system for the System Combat Unit No. Abilities The minimum and maximum capacity requirements, The network model of the combat system System Combat Unit The number of capability requirements; Step 4: Finally, the contribution of each system combat unit is calculated using the system contribution evaluation model. The system contribution of the system combat unit is mainly composed of two parts: The contribution of the system combat unit to its own combat effectiveness The contribution of network communication of system combat units in the combat system ; In the combat system network model, each system combat unit contains multiple capabilities, and its combat effectiveness is obtained by weighted combination of the combat effectiveness of multiple capabilities. After the combat effectiveness of each system combat unit is normalized, the combat effectiveness contribution of the system combat unit in the combat system network model is obtained. The detailed steps are as follows: First, calculate the degree of satisfaction of the capability requirements of each capability of the combat unit of the system; The contribution of combat effectiveness is measured by the capability requirement satisfaction of the system combat unit. A unified model is formulated for the measurement function of capability requirement satisfaction, and it needs to be selected according to the type of capability requirement. According to the large-scale capability satisfaction model, the following large-scale capability satisfaction function is used to calculate the capability requirement satisfaction of each capability of the system combat unit: if , then System Combat Unit No. Abilities The actual performance of the ability to play a role in combat missions is completely irrelevant; if , the larger its value is, the higher the degree of satisfaction of capability requirements is, and the more the existing capabilities can meet the requirements of combat missions; if , then the capacity fully meets the capacity requirement. Indicates System Combat Unit No. Abilities The actual performance value of Second, calculate the combat effectiveness of the system's combat units; No. System Combat Unit Combat effectiveness The calculation formula is as follows: Among them, the weight coefficient When the following conditions are met, each weight coefficient is obtained through subjective weighting or objective weighting; Third, calculate the system contribution of the combat effectiveness of the system combat unit; No. System Combat Unit Contribution to the combat effectiveness system It is combat effectiveness The normalized result is calculated as follows: ; In the combat system network model, the combat units of each system cooperate by transmitting combat command information to each other to achieve the combat objectives in the mission. Based on the frequency of direct communication between the combat units of the system, the transmission of combat command information is taken as the key consideration factor. The weighted PageRank algorithm is used to calculate the network communication contribution of the combat units of the system in the combat system. The detailed steps are as follows: First, construct the weight matrix as follows in, For the System Combat Unit To the kth system combat unit The communication importance weight is calculated as follows: in, Indicates System Combat Unit To the kth system combat unit frequency of direct communications; Second, calculate the PageRank value of the system combat unit in the combat system network; Since the frequency of system combat units sending combat instructions and other information in the combat system network communication is the main indicator of the importance of its network communication, the following formula is used to calculate the PageRank value of the system combat unit in the combat system network: in, For the The PageRank value of a system combat unit, C (unit k ) is the number of system combat units that send combat instructions and other information to the kth system combat unit, For the System Combat Unit To the kth system combat unit The communication importance weight of is the damping coefficient, and the above formula is expressed in matrix calculation as follows: Third, calculate the network communication contribution of the system combat unit: No. System Combat Unit Contribution of network communication is the PageRank value The normalized result is calculated as follows: 。 2. The method for evaluating the contribution of system combat units to a mission task according to claim 1, characterized in that: The specific steps of constructing the combat system network model in step 1 are as follows: First, based on the mission, determine the various capability requirements to achieve the mission; And match the capability requirements with the inherent capabilities of the system combat units, and select the system combat units as nodes in the combat system network model; Finally, the transmission path of information such as combat instructions between the system combat units is used as the edge in the combat system network model.
3. The method for evaluating the contribution of system combat units to a mission task according to claim 1, characterized in that: The specific formula for the communication frequency in step 3 is as follows: in, Indicates System Combat Unit No. Abilities The actual performance value of Indicates System Combat Unit To the kth system combat unit The direct communication frequency is measured by analyzing system test, simulation test, exercise records and log data to obtain the capability value and communication frequency.
4. The method for evaluating the contribution of system combat units to a mission task according to claim 1, characterized in that: The contribution of combat effectiveness in step 4 The contribution of network communication is measured by the satisfaction of the capability requirements of the system combat unit. The comprehensive system contribution of the system combat unit is measured by the importance of the system combat unit in the combat system network communication. It is the weighted sum of these two.
5. The method for evaluating the contribution of system combat units to a mission task according to claim 4 is characterized in that: Comprehensive system contribution of system combat units Contribution to the combat effectiveness of the system combat unit itself Contribution of network communication to the combat system of the system combat unit The weighted sum of in, is the contribution weight coefficient.
Citation Information
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