CN113673762B - TOPSIS-based combined combat material demand prediction method, device and storage medium - Google Patents
TOPSIS-based combined combat material demand prediction method, device and storage medium Download PDFInfo
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Abstract
The application discloses a TOPSIS-based combined combat material demand prediction method, a device and a storage medium, wherein the method comprises the following steps: acquiring a combined combat material name set, and constructing a multi-stage consumption combined combat material name based on the set; loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number and the TOPSIS; calculating the demand of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number; calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS; and calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand. The application can accurately predict the demand of the combined combat material in the combined combat time and simultaneously improve the accuracy and reliability of prediction.
Description
Technical Field
The invention relates to the technical field of computers, in particular to a TOPSIS-based combined combat material demand prediction method, a TOPSIS-based combined combat material demand prediction device and a storage medium.
Background
In the combined combat state, the consumption of the combined combat supplies is comprehensively influenced by the number and structure of combat force equipment, the combined combat style and region, the combined combat time and objects and other factors, and particularly, the modern high-technology combat is remarkably accelerated in the battlefield rhythm, the air hitting strength is increased, the emergency is increased, the front and rear limit is fuzzy, and the supply consumption rule is not stable enough. The accurate logistics replenishment is the leading field of future war logistics, however, the logistics guarantee force is required to react in the fastest time with the best scheme and the best means to form the guarantee capability in time, so that the prospective research on the military logistics demand and configuration method is necessary.
The existing military logistics demand prediction technology research mostly adopts quantitative prediction methods, such as BP neural network, ARAT neural network, combination prediction of a plurality of methods and the like. However, long-term prediction in the combined combat logistics demand by adopting a quantitative prediction method often cannot obtain satisfactory results. And the physical distribution demand condition of military in war is predicted by adopting a qualitative prediction method only, and is greatly influenced by subjective factors of predictors.
Disclosure of Invention
The embodiment of the application provides a TOPSIS-based combined combat material demand prediction method, a TOPSIS-based combined combat material demand prediction device and a storage medium. The following presents a simplified summary in order to provide a basic understanding of some aspects of the disclosed embodiments. This summary is not an extensive overview and is intended to neither identify key/critical elements nor delineate the scope of such embodiments. Its sole purpose is to present some concepts in a simplified form as a prelude to the more detailed description that is presented later.
In a first aspect, an embodiment of the present application provides a method for predicting a demand for combined combat materials based on TOPSIS, where the method includes:
acquiring a combined combat material name set, and constructing a multi-level consumption combined combat material name based on the combined combat material name set; wherein the multi-stage consumption includes at least one stage consumption, two stage consumption and three stage consumption; the number of the combined combat material names included in the three-level consumption is larger than that included in the two-level consumption; the number of the combined combat material names included in the secondary consumption is larger than that included in the primary consumption;
loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS;
Calculating the demand of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number;
calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS;
and calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand.
Optionally, each of the joint combat asset names included in the primary consumption includes at least ammunition consumption, oil consumption, maintenance equipment consumption, supply consumption, packed consumption, and medicinal material consumption.
Optionally, the ammunition consumption at least comprises main ammunition, special ammunition and auxiliary ammunition; the main bullet comprises at least a killing bullet, a blasting bullet, a armor piercing bullet, a armor breaking bullet and a combustion bullet; the special ammunition at least comprises a lighting bullet, a smoke bullet, a signal bullet, a propaganda bullet and an interference bullet; the auxiliary ammunition at least comprises a training ammunition, a training ammunition and a test ammunition;
the calculation formula of the demand quantity of ammunition consumption is as follows:
wherein b 11 、b 12 、b 13 Respectively representing the proportion of the main ammunition demand, the proportion of the special ammunition demand and the auxiliary ammunitionThe ratio of the required medicine amounts, D11, D12 and D13 respectively represent the required main ammunition amount, the required special ammunition amount and the required auxiliary ammunition amount, and0≤b 1j ≤1；
the calculation formula of the main medicine ejection demand is as follows:
wherein a is 11 、a 12 、a 13 、a 14 、a 15 Respectively represents the ratio of the killing bullet demand, the ratio of the blasting bullet demand, the ratio of the armor-piercing bullet demand and the ratio of the combustion bullet demand, and E11, E12, E13, E14 and E15 respectively represent the killing bullet base, the blasting bullet base, the armor-piercing bullet base and the combustion bullet base, and0≤a 1m ≤1；
the calculation formula of the demand of the special ammunition is as follows:
wherein a is 21 、a 22 、a 23 、a 24 、a 25 Respectively represents the ratio of the lighting bullet demands, the ratio of the fuming bullet demands, the ratio of the signal bullet demands, the ratio of the propaganda bullet demands and the ratio of the disturbance bullet demands, E21, E22, E23, E24, E25, represents the lighting bullet number, the fuming bullet number, the signal bullet number, the propaganda bullet number and the disturbance bullet number, and0≤a 2m ≤1；
the auxiliary ammunition demand calculation formula is:
wherein a is 31 、a 32 、a 33 The ratio of the training bullet demand, the ratio of the training bullet demand and the ratio of the test bullet demand are respectively represented, E31, E32 and E33 respectively represent the training bullet number, the training bullet number and the test bullet number, and 0≤a 3m ≤1。
Optionally, the oil consumption at least comprises oil consumption of army combined combat equipment, oil consumption of air force combined combat equipment and oil consumption of army combined combat equipment; the oil consumption of the army combined combat equipment at least comprises a wheeled vehicle for executing the combined combat task, a tracked vehicle for executing the combined combat task, a wheeled vehicle for executing the transportation task and a tracked vehicle for executing the transportation task; the air force combined combat equipment oil consumption at least comprises an airplane for executing a combined combat mission and an airplane for executing a transportation mission; the oil consumption of the naval combined combat equipment at least comprises a naval vessel for executing the combined combat task and a naval vessel for executing the transportation task;
the calculation formula of the demand of oil consumption is:
wherein b 21 、b 22 、b 23 Respectively represents the proportion of the oil consumption requirement of the army combined operation equipment, the proportion of the oil consumption requirement of the air force combined operation equipment, and D21, D22 and D23 respectively represent the oil consumption requirement of the army combined operation equipment, the oil consumption requirement of the air force combined operation equipment and the oil consumption requirement of the air force combined operation equipment, and0≤b 2j ≤1；
the calculation formula of the oil demand of the army combined combat equipment is as follows:
Wherein c 11 、c 12 、c 13 、c 14 The ratio of the wheel type vehicle solar fuel consumption demand for executing the combined combat task, the ratio of the wheel type vehicle solar fuel consumption demand for executing the transportation task are respectively represented, Y11, Y12, Y13 and Y14 respectively represent the wheel type vehicle solar fuel consumption base for executing the combined combat task, the wheel type vehicle solar fuel consumption base for executing the transportation task, and T 11 、T 12 、T 13 、T 14 Indicating the number of days the wheeled vehicle performs the joint combat task, the number of days the tracked vehicle performs the joint combat task, the number of days the wheeled vehicle performs the transport task, the number of days the tracked vehicle performs the transport task, and0≤c 1m ≤1；
the calculation formula of the oil demand of the air force combined combat equipment is as follows:
wherein c 21 、c 22 The ratio of the aircraft daily oil consumption demand for executing the combined combat mission and the ratio of the aircraft daily oil consumption demand for executing the transportation mission are respectively represented, Y21 and Y22 respectively represent the aircraft daily oil consumption base for executing the combined combat mission and the aircraft daily oil consumption base for executing the transportation mission, and T 21 、T 22 Respectively representing the number of days the aircraft performs the combined combat mission and the number of days the aircraft performs the transport mission, and0≤c 2m ≤1；
the calculation formula of the oil demand of the naval combined combat equipment is as follows
Wherein c 31 、c 32 The ratio of the solar energy fuel consumption demand of the ships performing the combined combat mission and the ratio of the solar energy fuel consumption demand of the ships performing the transportation mission are respectively represented, Y31 and Y32 respectively represent the solar energy fuel consumption base of the ships performing the combined combat mission and the solar energy fuel consumption base of the ships performing the transportation mission, and T 31 、T 32 Respectively representing the number of days for the ships to execute the combined combat mission and the number of days for the ships to execute the transportation mission, and0≤c 3m ≤1。
optionally, the maintenance equipment consumption at least comprises army combined combat equipment maintenance equipment consumption, air force combined combat equipment maintenance equipment consumption and army combined combat equipment maintenance equipment consumption; the army combined combat equipment maintenance equipment consumption at least comprises wheeled equipment maintenance equipment and crawler equipment maintenance equipment; the air force combined combat equipment maintenance equipment consumption at least comprises maintenance equipment of an airplane; the naval united combat equipment maintenance equipment consumes maintenance equipment at least comprising ships;
the calculation formula of the required amount of the consumption of the maintenance equipment is as follows:
wherein b 31 、b 32 、b 33 Respectively representing the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment, the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment and the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment, D 31 、D 32 、D 33 Respectively represent the consumption demand of maintenance equipment of army combined combat equipment and army combined combat equipmentThe maintenance equipment consumption requirement amount and the naval combined combat equipment maintenance equipment consumption requirement amount, and0≤b 3j ≤1；
the consumption demand amount calculation formula of the army combined combat equipment maintenance equipment is as follows:
wherein d 11 、d 12 The ratio of the consumption requirement of the wheel type equipment maintenance equipment and the ratio of the consumption requirement of the crawler type equipment maintenance equipment are respectively represented, L 11 、L 12 Respectively indicate the consumption base of the wheeled equipment maintenance equipment and the consumption of the crawler equipment maintenance equipment, and0≤d 1m ≤1；
the consumption demand amount calculation formula of the air force combined combat equipment maintenance equipment is as follows:
D 32 ＝d 2 *L 2
wherein d 2 Representing the proportion of the consumption demand of the aircraft maintenance equipment, L 2 Representing the consumption base of aircraft maintenance equipment;
the consumption demand amount calculation formula of the navy combined combat equipment maintenance equipment is as follows:
D 33 ＝d 3 *L 3
wherein d 3 The ratio of consumption requirement of ship maintenance equipment is represented by L 3 The consumption base of ship maintenance equipment is represented.
Optionally, the feeding consumption at least comprises army feeding consumption, air force feeding consumption and navy feeding consumption; the army feeding consumption at least comprises the usual daily feeding of each army and the daily water consumption of each army; the air force feeding consumption at least comprises the conventional feeding of each air force every day and the daily water consumption of each air force; the naval feeding consumption at least comprises daily routine feeding of naval everybody and daily water consumption of naval everybody;
The demand calculation formula for feeding consumption is:
wherein b 41 、b 42 、b 43 The ratio of the army feeding consumption requirement, the air force feeding consumption requirement and the army feeding consumption requirement is respectively represented by D 41 、D 42 、D 43 Respectively represents daily supply and consumption demands of army and air force and daily supply and consumption demands of army and air force, T represents the number of united combat days and N 1 、N 2 、N 3 Respectively represent army, air force and navy participants, and0≤b 4j ≤1；
the army feeding consumption demand calculation formula is:
wherein e 11 、e 12 G, respectively representing the proportion of daily feed consumption demand of army 11 、G 12 Respectively representing the daily feeding consumption base of each army, the daily water feeding consumption base of each army, T representing the number of united combat days and N 1 Indicating the number of army combined combat personnel and0≤e 1m ≤1；
the air force feeding consumption demand quantity calculation formula is as follows:
wherein e 21 、e 22 Respectively represent air forceRatio of daily feed consumption demand of each person, ratio of daily feed consumption demand of each person for air force, G 21 、G 22 Respectively represents the daily feeding consumption base of each air force and the daily water feeding consumption base of each air force, and0≤e 2m ≤1；
the navy feeding consumption demand quantity calculation formula is as follows:
Wherein e 31 、e 32 G, respectively representing the ratio of daily feed consumption demands of navy everyone and the ratio of daily feed consumption demands of navy everyone 31 、G 32 Respectively represents the daily feeding consumption base of each navy, the daily water feeding consumption base of each navy, and0≤e 3m ≤1；
wherein J 41 Represents the daily consumption base of army per person, d 41 The proportion of daily feeding consumption demand of army is represented; j (J) 42 Represents the daily water consumption base of army, d 42 The ratio of daily water consumption demand of army is represented; j (J) 43 Represents the daily feeding consumption base of each person of the air force, d 43 The proportion of daily feeding consumption demand of each person of the air force is represented; j (J) 44 Represents the standard base number of water used by each person of air force every day, d 44 The ratio of the daily water consumption demand of each person of the air force is represented; j (J) 45 Represents the standard base number of daily feeding of navy per person, d 45 The proportion of daily feeding consumption demand of navy; j (J) 46 Represents the standard base number of water used by navy every person every day, d 43 Indicating daily water consumption of navyThe ratio of the calculated quantities is that N represents the number of people in the combined combat and T represents the number of days in the combined combat.
Optionally, the assembled consumption at least comprises army assembled consumption, air force supply consumption and army supply consumption; army is consumed at least including army everyone is filled every day; the air force feeding consumption at least comprises that each air force is loaded every day; the navy feeding consumption at least comprises that each navy is filled every day;
The calculation formula of the required amount of the consumed materials is as follows:
wherein b 51 、b 52 、b 53 Respectively representing the proportion of the army assembled consumption requirement, the proportion of the air force assembled consumption requirement and the proportion of the army assembled consumption requirement, D 51 、D 52 、D 53 Respectively representing the army assembled consumption demand, the air force assembled consumption demand and the navy assembled consumption demand, T representing the number of united combat days and N 1 、N 2 、N 3 Respectively represent army, air force and navy participants, and0≤b 5j ≤1；
the land force is installed and consumed the demand quantity to calculate the formula as follows:
D 51 ＝f 1 *B 1
wherein f 1 B represents the proportion of the daily loaded consumption demand of each army 1 Representing the daily installed consumption base of army;
the air force is installed and consumed the demand quantity to calculate the formula as follows:
D 52 ＝f 2 *B 2
wherein f 2 B represents the proportion of the daily installed consumption demand of each person of the air force 2 Representing the daily installed consumption base of each person of the air force;
the consumption demand amount calculation formula of the navy is as follows:
D 53 ＝f 3 *B 3
wherein f 3 B represents the proportion of daily consumption demand of navy everyone 3 Indicating the daily consumption base of each person of the navy.
Optionally, the consumption of the medicinal material at least comprises consumption of rescue medicinal materials and consumption of medical equipment; the consumption of the rescue medicinal materials at least comprises anti-infective drugs, analgesics, anesthetics and anesthetic auxiliary drugs, cardiovascular drugs and stimulants, hemostatic drugs, and drugs for regulating water electrolyte and acid-base balance; the medical equipment consumption at least comprises auxiliary materials and binding and fixing materials;
The calculation formula of the demand of the consumption of the medicinal materials is as follows:
wherein b 61 、b 62 Respectively represents the ratio of the consumption requirement of the rescue medicinal materials and the ratio of the consumption requirement of the medical equipment, D 61 、D 62 Respectively represents the consumption requirement of the rescue medicinal materials and the consumption requirement of the medical equipment, and0≤b 6j ≤1；
the calculation formula of the consumption demand of the rescue medicinal materials is as follows:
wherein h is 11 、h 12 、h 13 、h 14 、h 15 、h 16 Respectively represents the ratio of the anti-infective drug required amount, the ratio of the analgesic drug required amount, the ratio of the anesthetic auxiliary drug required amount, the ratio of the cardiovascular drug required amount and the stimulant drug required amount, the ratio of the hemostatic drug required amount, the ratio of the water electrolyte required amount and the acid-base balance drug required amount, X 11 、X 12 、X 13 、X 14 、X 15 、X 16 Respectively represent the number of anti-infective drugs, the number of analgesic drugs, the number of anesthetic and anesthetic auxiliary drugs and heartVascular and stimulant bases, hemostatic bases, and acid-base balance bases that regulate aqueous electrolytes;
the medical equipment consumption demand calculation formula is:
D 62 ＝h 2 *X 2
wherein h is 2 X represents the consumption demand ratio of auxiliary materials and binding and fixing materials 2 Indicating the base of the consumption requirement of auxiliary materials and binding and fixing materials.
In a second aspect, an embodiment of the present application provides a TOPSIS-based combined combat material demand prediction apparatus, where the apparatus includes:
the combined combat material name dividing module is used for acquiring a combined combat material name set and constructing a multi-level consumed combined combat material name based on the combined combat material name set; wherein the multi-stage consumption includes at least one stage consumption, two stage consumption and three stage consumption; the number of the combined combat material names included in the three-level consumption is larger than that included in the two-level consumption; the number of the combined combat material names included in the secondary consumption is larger than that included in the primary consumption;
The first proportioning calculation module is used for loading the base number of each combined combat material name included in the three-level consumption and calculating the proportioning of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS;
the first demand amount calculation module is used for calculating the demand amount of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number;
the second proportioning calculation module is used for calculating the proportioning of each combined combat material name included in the secondary consumption according to the demand of each combined combat material name included in the secondary consumption and the TOPSIS;
and the second demand amount calculation module is used for calculating the demand amount of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand amount.
In a third aspect, embodiments of the present application provide a computer storage medium having stored thereon a plurality of instructions adapted to be loaded by a processor and to perform the above-described method steps.
The technical scheme provided by the embodiment of the application can have the following beneficial effects:
In the embodiment of the application, a TOPSIS-based combined combat material demand prediction device firstly acquires a combined combat material name set, and constructs a multi-level consumption combined combat material name based on the combined combat material name set; loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS; calculating the demand of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number; calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS; and calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand. The application adopts TOPSIS to comprehensively consider the concept of the base number of the combined combat material and introduces the concept into the prediction of the demand of the combined combat material, thereby accurately predicting the demand of the combined combat material in the combined combat time and improving the accuracy and the reliability of the prediction.
It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the application as claimed.
Drawings
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the application and together with the description, serve to explain the principles of the application.
Fig. 1 is a schematic flow chart of a method for predicting the demand of combined combat materials based on TOPSIS according to an embodiment of the present application;
FIG. 2 is a diagram of a three-level consumption combined combat material name structure provided by an embodiment of the application;
fig. 3 is a schematic structural diagram of a device for predicting the demand of combined combat materials based on TOPSIS according to an embodiment of the present application.
Detailed Description
The following description and the drawings sufficiently illustrate specific embodiments of the application to enable those skilled in the art to practice them.
It should be understood that the described embodiments are merely some, but not all, embodiments of the application. All other embodiments, which can be made by those skilled in the art based on the embodiments of the application without making any inventive effort, are intended to be within the scope of the application.
When the following description refers to the accompanying drawings, the same numbers in different drawings refer to the same or similar elements, unless otherwise indicated. The implementations described in the following exemplary examples do not represent all implementations consistent with the application. Rather, they are merely examples of apparatus and methods consistent with certain aspects of the application as detailed in the accompanying claims.
In the description of the present application, it should be understood that the terms "first," "second," and the like are used for descriptive purposes only and are not to be construed as indicating or implying relative importance. The specific meaning of the above terms in the present application will be understood in specific cases by those of ordinary skill in the art. Furthermore, in the description of the present application, unless otherwise indicated, "a plurality" means two or more. "and/or", describes an association relationship of an association object, and indicates that there may be three relationships, for example, a and/or B, and may indicate: a exists alone, A and B exist together, and B exists alone. The character "/" generally indicates that the context-dependent object is an "or" relationship.
The application provides a TOPSIS-based combined combat material demand prediction method, a TOPSIS-based combined combat material demand prediction device and a storage medium, so as to solve the problems in the related technical problems. In the technical scheme provided by the application, as the concept of the base number of the combined combat material is comprehensively considered by adopting the TOPSIS, and the TOPSIS is introduced to predict the demand of the combined combat material, the demand of the combined combat material in the combined combat time can be accurately predicted, and meanwhile, the accuracy and the reliability of the prediction are improved, and the method is described in detail by adopting an exemplary embodiment.
The method for predicting the combined combat material demand based on the TOPSIS provided by the embodiment of the application is described in detail below with reference to the accompanying drawings from 1 to 2. The method can be realized by a computer program and can be operated on a TOPSIS-based combined combat material demand prediction device based on a von Neumann system. The computer program may be integrated in the application or may run as a stand-alone tool class application.
Referring to fig. 1, a flow chart of a method for predicting the demand of combined combat materials based on TOPSIS is provided for an embodiment of the present application. As shown in fig. 1, the method according to the embodiment of the present application may include the following steps:
s101, acquiring a combined combat material name set, and constructing a multi-level consumed combined combat material name based on the combined combat material name set; wherein the multi-stage consumption includes at least one stage consumption, two stage consumption and three stage consumption; the number of the combined combat material names included in the three-level consumption is larger than that included in the two-level consumption; the number of the combined combat material names included in the secondary consumption is larger than that included in the primary consumption;
the name of the combined combat material is a plurality of names stored in advance, and can also be input by a user.
In one possible implementation, when constructing the multi-level consumption combined combat material name, a preset consumption level table is loaded first, then the input combined combat material name is received, then the combined combat material name is mapped into the consumption level table, and finally the multi-level consumption combined combat material name is generated after all the input, for example, as shown in fig. 2.
For example, after a user inputs a lighting bullet for a current client, the client determines that the lighting bullet is a joint combat material name in three-level consumption through semantic analysis, and then maps the lighting bullet into a three-level consumption table of a ammunition-related vocabulary.
Specifically, each of the joint combat material names included in the primary consumption includes at least ammunition consumption, oil consumption, maintenance equipment consumption, supply consumption, packed consumption, and medicinal material consumption.
The corresponding secondary consumption of ammunition comprises main ammunition, special ammunition and auxiliary ammunition; the three-level consumption corresponding to the main ammunition at least comprises a killing ammunition, a blasting ammunition, a armor piercing ammunition, a armor breaking ammunition and a combustion ammunition; the corresponding three-level consumption of the special ammunition at least comprises a lighting bullet, a fuming bullet, a signal bullet, a propaganda bullet and an interference bullet; the corresponding tertiary consumption of auxiliary ammunition at least comprises training ammunition, training ammunition and test ammunition.
The corresponding secondary consumption of the oil consumption comprises the oil consumption of army combined combat equipment, the oil consumption of air force combined combat equipment and the oil consumption of navy combined combat equipment; the three-level consumption corresponding to the oil consumption of the army combined combat equipment at least comprises a wheeled vehicle for executing the combined combat task, a tracked vehicle for executing the combined combat task, a wheeled vehicle for executing the transportation task and a tracked vehicle for executing the transportation task; the three-level consumption corresponding to the oil consumption of the air force combined combat equipment at least comprises an airplane for executing a combined combat mission and an airplane for executing a transportation mission; the three-level consumption corresponding to the oil consumption of the naval combined combat equipment at least comprises a naval vessel for executing the combined combat mission and a naval vessel for executing the transportation mission.
The corresponding secondary consumption of the maintenance equipment at least comprises the maintenance equipment consumption of the army combined combat equipment, the maintenance equipment consumption of the air force combined combat equipment and the maintenance equipment consumption of the army combined combat equipment; the corresponding three-level consumption of the army combined combat equipment maintenance equipment at least comprises wheeled equipment maintenance equipment and crawler equipment maintenance equipment; the corresponding three-level consumption of the air force combined combat equipment maintenance equipment consumption at least comprises the maintenance equipment of the aircraft; the corresponding three-level consumption of the naval combined combat equipment maintenance equipment at least comprises the maintenance equipment of the naval vessel.
The corresponding secondary consumption of the feeding consumption at least comprises army feeding consumption, air force feeding consumption and navy feeding consumption; the three-level consumption corresponding to the army feeding consumption at least comprises the routine feeding of each army every day and the daily water consumption of each army; the three-level consumption corresponding to the air force feeding consumption at least comprises the conventional feeding of each air force every person every day and the daily water consumption of each air force; the three-level consumption corresponding to the navy feeding consumption at least comprises the daily routine feeding of each navy and the daily water consumption of each navy.
The second-level consumption corresponding to the loaded consumption at least comprises army loaded consumption, air force supply consumption and army supply consumption; the three-level consumption corresponding to the army being charged at least comprises that each army is charged every day; the three-level consumption corresponding to the air force feeding consumption at least comprises that each air force is filled every day; the three-level consumption corresponding to the navy feeding consumption at least comprises that each navy is filled every day;
the second-level consumption corresponding to the medicinal material consumption at least comprises rescue medicinal material consumption and medical equipment consumption; the corresponding tertiary consumption of the rescue medicinal materials at least comprises anti-infective drugs, analgesics, anesthesia auxiliary drugs, cardiovascular drugs and stimulants, hemostatic drugs, and drugs for regulating water electrolyte and acid-base balance; the medical equipment consumption corresponds to three-level consumption at least including a lighting bullet, a smoke bullet, a signal bullet, a propaganda bullet and an interference bullet; the corresponding three-stage consumption of the auxiliary ammunition at least comprises auxiliary materials and binding and fixing materials.
S102, loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS;
the base number is a strategic material reserve measurement unit, and unified standards are formulated by relevant departments of my army.
In the embodiment of the application, the proportion of each combined combat material name in different levels of consumption is determined by adopting a TOPSISTOPSIS (Technique for Order Preference by Similarity to an Ideal Solution) -based method, and the specific steps are as follows:
1) Setting m targets and n attributes, and expressing the evaluation value of the jth attribute of the ith target as r ij The initial judgment matrix is r= (R) ij ) Where i=1, 2,3 … m, j=1, 2,3 … n.
2) And carrying out normalization processing on the initial judgment matrix to obtain a standardized matrix B. The normalization method comprises the following steps:
3) Determination of the orthoideal solution A + And negative ideal solution A - . Wherein A is + ＝{max 1≤i≤m (b ij )|j＝1，2，…n}＝{1，1，…，1}，A - ＝{min 1≤i≤m (b ij )|j＝1，2，…n}＝{0，0，…，0}。
4) Let w be 1 ,w 2 ,…,w n And establishing a target planning optimization evaluation model for the weight of the attribute according to the decision matrix:
constructing a Lagrange function:
finally obtain
S103, calculating the demand of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number;
S104, calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS;
s105, calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand.
The calculation formula of the demand quantity of ammunition consumption is as follows:
wherein b 11 、b 12 、b 13 Respectively representing the proportion of main ammunition demand, the proportion of special ammunition demand and the proportion of auxiliary ammunition demand, and D11, D12 and D13 respectively represent the main ammunition demand, the special ammunition demand and the auxiliary ammunition demand, and0≤b 1j ≤1；
the calculation formula of the main medicine ejection demand is as follows:
wherein a is 11 、a 12 、a 13 、a 14 、a 15 Respectively represents the ratio of the killing bullet demand, the ratio of the blasting bullet demand, the ratio of the armor-piercing bullet demand and the ratio of the combustion bullet demand, and E11, E12, E13, E14 and E15 respectively represent the killing bullet base, the blasting bullet base, the armor-piercing bullet base and the combustion bullet base, and0≤a 1m ≤1；
the calculation formula of the demand of the special ammunition is as follows:
wherein a is 21 、a 22 、a 23 、a 24 、a 25 Respectively represents the ratio of the lighting bullet demands, the ratio of the fuming bullet demands, the ratio of the signal bullet demands, the ratio of the propaganda bullet demands and the ratio of the disturbance bullet demands, E21, E22, E23, E24, E25, represents the lighting bullet number, the fuming bullet number, the signal bullet number, the propaganda bullet number and the disturbance bullet number, and 0≤a 2m ≤1；
The auxiliary ammunition demand calculation formula is:
wherein a is 31 、a 32 、a 33 The ratio of the training bullet demand, the ratio of the training bullet demand and the ratio of the test bullet demand are respectively represented, E31, E32 and E33 respectively represent the training bullet number, the training bullet number and the test bullet number, and0≤a 3m ≤1。
the calculation formula of the demand of oil consumption is:
wherein b 21 、b 22 、b 23 Respectively represents the proportion of the oil consumption requirement of the army combined operation equipment, the proportion of the oil consumption requirement of the air force combined operation equipment, and D21, D22 and D23 respectively represent the oil consumption requirement of the army combined operation equipment, the oil consumption requirement of the air force combined operation equipment and the oil consumption requirement of the air force combined operation equipment, and0≤b 2j ≤1；
the calculation formula of the oil demand of the army combined combat equipment is as follows:
wherein c 11 、c 12 、c 13 、c 14 The ratio of the wheel type vehicle solar fuel consumption demand for executing the combined combat task, the ratio of the wheel type vehicle solar fuel consumption demand for executing the transportation task are respectively represented, Y11, Y12, Y13 and Y14 respectively represent the wheel type vehicle solar fuel consumption base for executing the combined combat task, the wheel type vehicle solar fuel consumption base for executing the transportation task, and T 11 、T 12 、T 13 、T 14 Indicating the number of days the wheeled vehicle performs the joint combat task, the number of days the tracked vehicle performs the joint combat task, the number of days the wheeled vehicle performs the transport task, the number of days the tracked vehicle performs the transport task, and0≤c 1m ≤1；
the calculation formula of the oil demand of the air force combined combat equipment is as follows:
wherein c 21 、c 22 The ratio of the aircraft daily oil consumption demand for executing the combined combat mission and the ratio of the aircraft daily oil consumption demand for executing the transportation mission are respectively represented, Y21 and Y22 respectively represent the aircraft daily oil consumption base for executing the combined combat mission and the aircraft daily oil consumption base for executing the transportation mission, and T 21 、T 22 Respectively representing aircraft execution unionNumber of days of combat mission, number of days of aircraft performing transportation mission, and0≤c 2m ≤1；
the calculation formula of the oil demand of the naval combined combat equipment is as follows
Wherein c 31 、c 32 The ratio of the solar energy fuel consumption demand of the ships performing the combined combat mission and the ratio of the solar energy fuel consumption demand of the ships performing the transportation mission are respectively represented, Y31 and Y32 respectively represent the solar energy fuel consumption base of the ships performing the combined combat mission and the solar energy fuel consumption base of the ships performing the transportation mission, and T 31 、T 32 Respectively representing the number of days for the ships to execute the combined combat mission and the number of days for the ships to execute the transportation mission, and0≤c 3m ≤1。
the calculation formula of the required amount of the consumption of the maintenance equipment is as follows:
Wherein b 31 、b 32 、b 33 Respectively representing the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment, the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment and the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment, D 31 、D 32 、D 33 Respectively represents the consumption requirement of the maintenance equipment of the army combined combat equipment, the consumption requirement of the maintenance equipment of the air force combined combat equipment and the consumption requirement of the maintenance equipment of the army combined combat equipment, and0≤b 3j ≤1；
the consumption demand amount calculation formula of the army combined combat equipment maintenance equipment is as follows:
wherein d 11 、d 12 The ratio of the consumption requirement of the wheel type equipment maintenance equipment and the ratio of the consumption requirement of the crawler type equipment maintenance equipment are respectively represented, L 11 、L 12 Respectively indicate the consumption base of the wheeled equipment maintenance equipment and the consumption of the crawler equipment maintenance equipment, and0≤d 1m ≤1；
the consumption demand amount calculation formula of the air force combined combat equipment maintenance equipment is as follows:
D 32 ＝d 2 *L 2
wherein d 2 Representing the proportion of the consumption demand of the aircraft maintenance equipment, L 2 Representing the consumption base of aircraft maintenance equipment;
the consumption demand amount calculation formula of the navy combined combat equipment maintenance equipment is as follows:
D 33 ＝d 3 *L 3
wherein d 3 The ratio of consumption requirement of ship maintenance equipment is represented by L 3 The consumption base of ship maintenance equipment is represented.
The demand calculation formula for feeding consumption is:
Wherein b 41 、b 42 、b 43 The ratio of the army feeding consumption requirement, the air force feeding consumption requirement and the army feeding consumption requirement is respectively represented by D 41 、D 42 、D 43 Respectively represents daily supply and consumption demands of army and air force and daily supply and consumption demands of army and air force, T represents the number of united combat days and N 1 、N 2 、N 3 Respectively represent army, air force and navy participants, and0≤b 4j ≤1；
the army feeding consumption demand calculation formula is:
wherein e 11 、e 12 G, respectively representing the proportion of daily feed consumption demand of army 11 、G 12 Respectively representing the daily feeding consumption base of each army, the daily water feeding consumption base of each army, T representing the number of united combat days and N 1 Indicating the number of army combined combat personnel and0≤e 1m ≤1；
the air force feeding consumption demand quantity calculation formula is as follows:
wherein e 21 、e 22 G, respectively representing the proportion of daily feed consumption demand of each air force and the proportion of daily feed consumption demand of each air force 21 、G 22 Respectively represents the daily feeding consumption base of each air force and the daily water feeding consumption base of each air force, and0≤e 2m ≤1；
the navy feeding consumption demand quantity calculation formula is as follows:
wherein e 31 、e 32 Respectively represent navy forcesRatio of daily feed consumption demand of each person, ratio of daily feed consumption demand of each person of navy, G 31 、G 32 Respectively represents the daily feeding consumption base of each navy, the daily water feeding consumption base of each navy, and0≤e 3m ≤1；
wherein J 41 Represents the daily consumption base of army per person, d 41 The proportion of daily feeding consumption demand of army is represented; j (J) 42 Represents the daily water consumption base of army, d 42 The ratio of daily water consumption demand of army is represented; j (J) 43 Represents the daily feeding consumption base of each person of the air force, d 43 The proportion of daily feeding consumption demand of each person of the air force is represented; j (J) 44 Represents the standard base number of water used by each person of air force every day, d 44 The ratio of the daily water consumption demand of each person of the air force is represented; j (J) 45 Represents the standard base number of daily feeding of navy per person, d 45 The proportion of daily feeding consumption demand of navy; j (J) 46 Represents the standard base number of water used by navy every person every day, d 43 The ratio of daily water consumption demand of each navy is represented, N represents the number of people in the combined combat, and T represents the number of days in the combined combat.
The calculation formula of the required amount of the consumed materials is as follows:
wherein b 51 、b 52 、b 53 Respectively representing the proportion of the army assembled consumption requirement, the proportion of the air force assembled consumption requirement and the proportion of the army assembled consumption requirement, D 51 、D 52 、D 53 Respectively representing the army and air force by-product consumption demand, T representing the combination of the two Number of days of war, N 1 、N 2 、N 3 Respectively represent army, air force and navy participants, and0≤b 5j ≤1；
the land force is installed and consumed the demand quantity to calculate the formula as follows:
D 51 ＝f 1 *B 1
wherein f 1 B represents the proportion of the daily loaded consumption demand of each army 1 Representing the daily installed consumption base of army;
the air force is installed and consumed the demand quantity to calculate the formula as follows:
D 52 ＝f 2 *B 2
wherein f 2 B represents the proportion of the daily installed consumption demand of each person of the air force 2 Representing the daily installed consumption base of each person of the air force;
the consumption demand amount calculation formula of the navy is as follows:
D 53 ＝f 3 *B 3
wherein f 3 B represents the proportion of daily consumption demand of navy everyone 3 Indicating the daily consumption base of each person of the navy.
The calculation formula of the demand of the consumption of the medicinal materials is as follows:
wherein b 61 、b 62 Respectively represents the ratio of the consumption requirement of the rescue medicinal materials and the ratio of the consumption requirement of the medical equipment, D 61 、D 62 Respectively represents the consumption requirement of the rescue medicinal materials and the consumption requirement of the medical equipment, and0≤b 6j ≤1；
the calculation formula of the consumption demand of the rescue medicinal materials is as follows:
wherein h is 11 、h 12 、h 13 、h 14 、h 15 、h 16 Respectively represents the ratio of the anti-infective drug required amount, the ratio of the analgesic drug required amount, the ratio of the anesthetic auxiliary drug required amount, the ratio of the cardiovascular drug required amount and the stimulant drug required amount, the ratio of the hemostatic drug required amount, the ratio of the water electrolyte required amount and the acid-base balance drug required amount, X 11 、X 12 、X 13 、X 14 、X 15 、X 16 Respectively represent the number of anti-infective agents, the number of analgesic agents, the number of anesthetic and anesthetic auxiliary agents, the number of cardiovascular agents and stimulants, the number of hemostatic agents, the number of regulating water electrolyte and acid-base balance agents;
the medical equipment consumption demand calculation formula is:
D 62 ＝h 2 *X 2
wherein h is 2 X represents the consumption demand ratio of auxiliary materials and binding and fixing materials 2 Indicating the base of the consumption requirement of auxiliary materials and binding and fixing materials.
In the embodiment of the application, a TOPSIS-based combined combat material demand prediction device firstly acquires a combined combat material name set, and constructs a multi-level consumption combined combat material name based on the combined combat material name set; loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS; calculating the demand of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number; calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS; and calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand. The application adopts TOPSIS to comprehensively consider the concept of the base number of the combined combat material and introduces the concept into the prediction of the demand of the combined combat material, thereby accurately predicting the demand of the combined combat material in the combined combat time and improving the accuracy and the reliability of the prediction.
The following are examples of the apparatus of the present invention that may be used to perform the method embodiments of the present invention. For details not disclosed in the embodiments of the apparatus of the present invention, please refer to the embodiments of the method of the present invention.
Referring to fig. 3, a schematic structural diagram of a TOPSIS-based combined combat material demand prediction apparatus according to an exemplary embodiment of the present invention is shown. The TOPSIS-based combined combat material demand prediction device can be implemented as all or part of a terminal through software, hardware or a combination of the two. The device 1 comprises a combined combat material name dividing module 10, a first proportioning calculating module 20, a first demand calculating module 30, a second proportioning calculating module 40 and a second demand calculating module 50.
The combined combat material name dividing module 10 is used for acquiring a combined combat material name set and constructing a multi-level consumed combined combat material name based on the combined combat material name set; wherein the multi-stage consumption includes at least one stage consumption, two stage consumption and three stage consumption; the number of the combined combat material names included in the three-level consumption is larger than that included in the two-level consumption; the number of the combined combat material names included in the secondary consumption is larger than that included in the primary consumption;
A first proportioning calculation module 20, configured to load the cardinality of each of the combined combat asset names included in the three-level consumption, and calculate the proportioning of each of the combined combat asset names included in the three-level consumption based on the cardinality of each of the combined combat asset names and the TOPSIS;
a first demand computation module 30 for computing a demand of each of the joint combat asset names included in the secondary consumption according to the ratio of each of the joint combat asset names included in the tertiary consumption and the corresponding cardinality;
a second proportioning calculation module 40 for calculating the proportioning of each of the combined combat asset names included in the secondary consumption according to the demand of each of the combined combat asset names included in the secondary consumption and the TOPSIS;
the second demand calculation module 50 is configured to calculate a demand of each of the joint combat asset names included in the primary consumption according to the proportion of each of the joint combat asset names included in the secondary consumption and the corresponding demand.
It should be noted that, when the TOPSIS-based combined combat material demand prediction apparatus provided in the foregoing embodiment executes the TOPSIS-based combined combat material demand prediction method, only the division of the foregoing functional modules is used for illustration, and in practical application, the foregoing functional allocation may be completed by different functional modules according to needs, that is, the internal structure of the device is divided into different functional modules, so as to complete all or part of the functions described above. In addition, the device for predicting the demand of the combined combat material based on the TOPSIS provided in the above embodiment and the method embodiment for predicting the demand of the combined combat material based on the TOPSIS belong to the same concept, which embody detailed implementation processes and are detailed in the method embodiment, and are not described herein again.
The foregoing embodiment numbers of the present application are merely for the purpose of description, and do not represent the advantages or disadvantages of the embodiments.
In the embodiment of the application, a TOPSIS-based combined combat material demand prediction device firstly acquires a combined combat material name set, and constructs a multi-level consumption combined combat material name based on the combined combat material name set; loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS; calculating the demand of each combined combat material name included in the secondary consumption according to the proportion of each combined combat material name included in the tertiary consumption and the corresponding base number; calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS; and calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand. The application adopts TOPSIS to comprehensively consider the concept of the base number of the combined combat material and introduces the concept into the prediction of the demand of the combined combat material, thereby accurately predicting the demand of the combined combat material in the combined combat time and improving the accuracy and the reliability of the prediction.
The application also provides a computer readable medium on which program instructions are stored, which when executed by a processor implement the TOPSIS-based combined combat material demand prediction method provided by the above method embodiments.
The application also provides a computer program product comprising instructions which, when run on a computer, cause the computer to perform the TOPSIS-based joint combat material demand prediction method of the above-described method embodiments.
Those skilled in the art will appreciate that implementing all or part of the above-described embodiment methods may be accomplished by a computer program for instructing related hardware, and that a program for TOPSIS-based combined combat material demand prediction may be stored in a computer-readable storage medium, which program, when executed, may comprise the steps of the above-described embodiments of the methods. The storage medium may be a magnetic disk, an optical disk, a read-only memory, a random access memory, or the like.
The foregoing disclosure is illustrative of the present application and is not to be construed as limiting the scope of the application, which is defined by the appended claims.
Claims (10)
1. A TOPSIS-based combined combat material demand prediction method, the method comprising:
acquiring a combined combat material name set, and constructing a multi-level consumption combined combat material name based on the combined combat material name set; wherein the multi-stage consumption includes at least one stage consumption, two stage consumption and three stage consumption; the number of the combined combat material names included in the three-level consumption is larger than that included in the two-level consumption; the number of the combined combat material names included in the secondary consumption is larger than the number of the combined combat material names included in the primary consumption;
loading the base number of each combined combat material name included in the three-level consumption, and calculating the proportion of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS;
calculating the demand of each joint combat material name included in the secondary consumption according to the proportion of each joint combat material name included in the tertiary consumption and the corresponding base number;
calculating the proportion of each combined combat material name contained in the secondary consumption according to the demand of each combined combat material name contained in the secondary consumption and the TOPSIS;
And calculating the demand of each combined combat material name included in the primary consumption according to the proportion of each combined combat material name included in the secondary consumption and the corresponding demand.
2. The method of claim 1, wherein each joint combat asset name included in the primary consumption includes at least ammunition consumption, oil consumption, maintenance equipment consumption, supply consumption, packed consumption, and medicinal material consumption.
3. The method of claim 2, wherein the ammunition consumption comprises at least a primary ammunition, a specialty ammunition, and a secondary ammunition; the main ammunition at least comprises a killing bomb, a blasting bomb, a armor piercing bomb, a armor breaking bomb and a combustion bomb; the special ammunition at least comprises a lighting bullet, a smoke bullet, a signal bullet, a propaganda bullet and an interference bullet; the auxiliary ammunition at least comprises a training ammunition, a training ammunition and a test ammunition;
the calculation formula of the demand quantity of ammunition consumption is as follows:
wherein b 11 、b 12 、b 13 Respectively representing the proportion of main ammunition demand, the proportion of special ammunition demand and the proportion of auxiliary ammunition demand, and D11, D12 and D13 respectively represent the main ammunition demand, the special ammunition demand and the auxiliary ammunition demand, and
The calculation formula of the main medicine ejection demand is as follows:
wherein a is 11 、a 12 、a 13 、a 14 、a 15 Respectively represents the ratio of the killing bullet demand, the ratio of the blasting bullet demand, the ratio of the armor-piercing bullet demand and the ratio of the combustion bullet demand, and E11, E12, E13, E14 and E15 respectively represent the killing bullet base, the blasting bullet base, the armor-piercing bullet base and the combustion bullet base, and
the calculation formula of the demand of the special ammunition is as follows:
wherein a is 21 、a 22 、a 23 、a 24 、a 25 Respectively representing the ratio of the required amount of the lighting bullet, the ratio of the required amount of the fuming bullet, the ratio of the required amount of the signal bullet, the ratio of the required amount of the propaganda bullet and the ratio of the required amount of the interference bullet, and E21, E22, E23, E24 and E25 respectively represent the lighting bulletCardinality, fuming bullet cardinality, signal bullet cardinality, propaganda bullet cardinality, interference bullet cardinality, and
the auxiliary ammunition demand calculation formula is:
wherein a is 31 、a 32 、a 33 The ratio of the training bullet demand, the ratio of the training bullet demand and the ratio of the test bullet demand are respectively represented, E31, E32 and E33 respectively represent the training bullet number, the training bullet number and the test bullet number, and
4. the method of claim 2, wherein the oil consumption includes at least army combined combat equipment oil consumption, air force combined combat equipment oil consumption, and navy combined combat equipment oil consumption; the oil consumption of the army combined combat equipment at least comprises a wheeled vehicle for executing a combined combat task, a tracked vehicle for executing the combined combat task, a wheeled vehicle for executing a transportation task and a tracked vehicle for executing the transportation task; the air force combined combat equipment oil consumption at least comprises an airplane for executing a combined combat mission and an airplane for executing a transportation mission; the oil consumption of the naval combined combat equipment at least comprises a naval vessel for executing the combined combat mission and a naval vessel for executing the transportation mission;
The calculation formula of the demand quantity of the oil consumption is as follows:
wherein b 21 、b 22 、b 23 Respectively represents the proportion of the oil consumption requirement of the army combined operation equipment, the proportion of the oil consumption requirement of the air force combined operation equipment, and D21, D22 and D23 respectively represent the oil consumption requirement of the army combined operation equipment, the oil consumption requirement of the air force combined operation equipment and the oil consumption requirement of the air force combined operation equipment, and
the calculation formula of the oil demand of the army combined combat equipment is as follows:
wherein c 11 、c 12 、c 13 、c 14 The ratio of the wheel type vehicle solar fuel consumption demand for executing the combined combat task, the ratio of the wheel type vehicle solar fuel consumption demand for executing the transportation task are respectively represented, Y11, Y12, Y13 and Y14 respectively represent the wheel type vehicle solar fuel consumption base for executing the combined combat task, the wheel type vehicle solar fuel consumption base for executing the transportation task, and T 11 、T 12 、T 13 、T 14 Indicating the number of days the wheeled vehicle performs the joint combat task, the number of days the tracked vehicle performs the joint combat task, the number of days the wheeled vehicle performs the transport task, the number of days the tracked vehicle performs the transport task, and
The calculation formula of the oil demand of the air force combined combat equipment is as follows:
wherein c 21 、c 22 The ratio of the aircraft daily oil consumption demand for executing the combined combat mission and the ratio of the aircraft daily oil consumption demand for executing the transportation mission are respectively represented, Y21 and Y22 respectively represent the aircraft daily oil consumption base for executing the combined combat mission and the aircraft daily oil consumption base for executing the transportation mission, and T 21 、T 22 Respectively representing the number of days the aircraft performs the combined combat mission and the number of days the aircraft performs the transport mission, and
the calculation formula of the oil demand of the naval combined combat equipment is as follows
Wherein c 31 、c 32 The ratio of the solar energy fuel consumption demand of the ships performing the combined combat mission and the ratio of the solar energy fuel consumption demand of the ships performing the transportation mission are respectively represented, Y31 and Y32 respectively represent the solar energy fuel consumption base of the ships performing the combined combat mission and the solar energy fuel consumption base of the ships performing the transportation mission, and T 31 、T 32 Respectively representing the number of days for the ships to execute the combined combat mission and the number of days for the ships to execute the transportation mission, and
5. the method of claim 2, wherein the maintenance equipment consumption includes at least a army combined combat equipment maintenance equipment consumption, an air force combined combat equipment maintenance equipment consumption, and a navy combined combat equipment maintenance equipment consumption; the army combined combat equipment maintenance equipment consumption at least comprises wheeled equipment maintenance equipment and crawler equipment maintenance equipment; the air force combined combat equipment maintenance equipment consumption at least comprises maintenance equipment of an airplane; the naval combined combat equipment maintenance equipment consumes maintenance equipment at least comprising a naval vessel;
The calculation formula of the required amount of the consumption of the maintenance equipment is as follows:
wherein b 31 、b 32 、b 33 Respectively representing the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment, the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment and the proportion of the consumption requirement of the maintenance equipment of the army combined combat equipment, D 31 、D 32 、D 33 Respectively represents the consumption requirement of the maintenance equipment of the army combined combat equipment, the consumption requirement of the maintenance equipment of the air force combined combat equipment and the consumption requirement of the maintenance equipment of the army combined combat equipment, and
the consumption demand amount calculation formula of the army combined combat equipment maintenance equipment is as follows:
wherein d 11 、d 12 The ratio of the consumption requirement of the wheel type equipment maintenance equipment and the ratio of the consumption requirement of the crawler type equipment maintenance equipment are respectively represented, L 11 、L 12 Respectively represent wheel typeThe equipment maintenance equipment consumption base number and the track type equipment maintenance equipment consumption, and
the consumption demand amount calculation formula of the air force combined combat equipment maintenance equipment is as follows:
D 32 ＝d 2 *L 2
wherein d 2 Representing the proportion of the consumption demand of the aircraft maintenance equipment, L 2 Representing the consumption base of aircraft maintenance equipment;
the consumption demand amount calculation formula of the navy combined combat equipment maintenance equipment is as follows:
D 33 ＝d 3 *L 3
wherein d 3 The ratio of consumption requirement of ship maintenance equipment is represented by L 3 The consumption base of ship maintenance equipment is represented.
6. The method of claim 2, wherein the feeding costs include at least army feeding costs, air force feeding costs, and navy feeding costs; the army feeding consumption at least comprises daily routine feeding of each army and daily water consumption of each army; the air force feeding consumption at least comprises daily regular feeding of each air force and daily water consumption of each air force; the naval feeding consumption at least comprises daily regular feeding of naval everybody and daily water consumption of naval everybody;
the demand calculation formula of the feeding consumption is as follows:
wherein b 41 、b 42 、b 43 The ratio of the army feeding consumption requirement, the air force feeding consumption requirement and the army feeding consumption requirement is respectively represented by D 41 、D 42 、D 43 Respectively represents daily feeding consumption demand of each army and daily feeding consumption demand of each air armyThe consumption of daily supply of navy per person, T represents the number of days of combined combat, N 1 、N 2 、N 3 Respectively represent army, air force and navy participants, and
the army feeding consumption demand calculation formula is:
wherein e 11 、e 12 G, respectively representing the proportion of daily feed consumption demand of army 11 、G 12 Respectively representing the daily feeding consumption base of each army, the daily water feeding consumption base of each army, T representing the number of united combat days and N 1 Indicating the number of army combined combat personnel and
the air force feeding consumption demand quantity calculation formula is as follows:
wherein e 21 、e 22 G, respectively representing the proportion of daily feed consumption demand of each air force and the proportion of daily feed consumption demand of each air force 21 、G 22 Respectively represents the daily feeding consumption base of each air force and the daily water feeding consumption base of each air force, and
the navy feeding consumption demand quantity calculation formula is as follows:
wherein e 31 、e 32 G, respectively representing the ratio of daily feed consumption demands of navy everyone and the ratio of daily feed consumption demands of navy everyone 31 、G 32 Respectively represents the daily feeding consumption base of each navy, the daily water feeding consumption base of each navy, and
wherein J 41 Represents the daily consumption base of army per person, d 41 The proportion of daily feeding consumption demand of army is represented; j (J) 42 Represents the daily water consumption base of army, d 42 The ratio of daily water consumption demand of army is represented; j (J) 43 Represents the daily feeding consumption base of each person of the air force, d 43 The proportion of daily feeding consumption demand of each person of the air force is represented; j (J) 44 Represents the standard base number of water used by each person of air force every day, d 44 The ratio of the daily water consumption demand of each person of the air force is represented; j (J) 45 Represents the standard base number of daily feeding of navy per person, d 45 The proportion of daily feeding consumption demand of navy; j (J) 46 Represents the standard base number of water used by navy every person every day, d 43 The ratio of daily water consumption demand of each navy is represented, N represents the number of people in the combined combat, and T represents the number of days in the combined combat.
7. The method of claim 2, wherein the assembled consumption includes at least army assembled consumption, air force supply consumption, and navy supply consumption; the army being installed and consumed at least comprises each person of the army being installed every day; the air force feeding consumption at least comprises that each air force is loaded every day; the naval feeding consumption at least comprises that each naval person is filled every day;
the calculation formula of the required amount of the consumed materials is as follows:
wherein b 51 、b 52 、b 53 Respectively representing the proportion of the army assembled consumption requirement, the proportion of the air force assembled consumption requirement and the proportion of the army assembled consumption requirement, D 51 、D 52 、D 53 Respectively representing the army assembled consumption demand, the air force assembled consumption demand and the navy assembled consumption demand, T representing the number of united combat days and N 1 、N 2 、N 3 Respectively represent army, air force and navy participants, and
The land force is installed and consumed the demand quantity to calculate the formula as follows:
D 5l ＝f 1 *B l
wherein f 1 B represents the proportion of the daily loaded consumption demand of each army 1 Representing the daily installed consumption base of army;
the air force is installed and consumed the demand quantity to calculate the formula as follows:
D 52 ＝f 2 *B 2
wherein f 2 B represents the proportion of the daily installed consumption demand of each person of the air force 2 Representing the daily installed consumption base of each person of the air force;
the consumption demand amount calculation formula of the navy is as follows:
D 53 ＝f 3 *B 3
wherein f 3 B represents the proportion of daily consumption demand of navy everyone 3 Indicating the daily consumption base of each person of the navy.
8. The method of claim 2, wherein the medical consumption comprises at least rescue medical consumption, medical device consumption; the consumption of the rescue medicinal materials at least comprises an anti-infective agent, an analgesic agent, an anesthetic and anesthetic auxiliary agent, a cardiovascular agent and an exciting agent, a hemostatic agent and an acid-base balance regulating agent; the medical equipment consumption at least comprises auxiliary materials and binding and fixing materials;
the calculation formula of the demand of the consumption of the medicinal materials is as follows:
wherein b 61 、b 62 Respectively represents the ratio of the consumption requirement of the rescue medicinal materials and the ratio of the consumption requirement of the medical equipment, D 61 、D 62 Respectively represents the consumption requirement of the rescue medicinal materials and the consumption requirement of the medical equipment, and
The calculation formula of the consumption demand of the rescue medicinal materials is as follows:
wherein h is 11 、h 12 、h 13 、h 14 、h 15 、h 16 Respectively represents the ratio of the anti-infective drug required amount, the ratio of the analgesic drug required amount, the ratio of the anesthetic auxiliary drug required amount, the ratio of the cardiovascular drug required amount and the stimulant drug required amount, the ratio of the hemostatic drug required amount, the ratio of the water electrolyte required amount and the acid-base balance drug required amount, X 11 、X 12 、X 13 、X 14 、X 15 、X 16 Respectively represent the number of anti-infective drugs, the number of analgesic drugs, the number of anesthetic and anesthetic auxiliary drugs and cardiovascular diseasesDrug and stimulant bases, hemostatic bases, and acid-base balance bases that regulate aqueous electrolytes;
the medical equipment consumption demand calculation formula is:
D 62 ＝h 2 *X 2
wherein h is 2 X represents the consumption demand ratio of auxiliary materials and binding and fixing materials 2 Indicating the base of the consumption requirement of auxiliary materials and binding and fixing materials.
9. A TOPSIS-based combined combat material demand prediction apparatus, the apparatus comprising:
the combined combat material name dividing module is used for acquiring a combined combat material name set and constructing a multi-level consumed combined combat material name based on the combined combat material name set; wherein the multi-stage consumption includes at least one stage consumption, two stage consumption and three stage consumption; the number of the combined combat material names included in the three-level consumption is larger than that included in the two-level consumption; the number of the combined combat material names included in the secondary consumption is larger than the number of the combined combat material names included in the primary consumption;
The first proportioning calculation module is used for loading the base number of each combined combat material name included in the three-level consumption and calculating the proportioning of each combined combat material name included in the three-level consumption based on the base number of each combined combat material name and the TOPSIS;
the first demand amount calculation module is used for calculating the demand amount of each combined combat material name included by the secondary consumption according to the proportion and the corresponding base number of each combined combat material name included by the tertiary consumption;
the second proportioning calculation module is used for calculating the proportioning of each combined combat material name included by the secondary consumption according to the demand of each combined combat material name included by the secondary consumption and the TOPSIS;
and the second demand amount calculation module is used for calculating the demand amount of each combined combat material name included by the primary consumption according to the proportion of each combined combat material name included by the secondary consumption and the corresponding demand amount.
10. A computer storage medium storing a plurality of instructions adapted to be loaded by a processor and to perform the method steps of any one of claims 1 to 8.
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