Method and system for optimizing rare earth element addition in titanium alloy based on information transmission
Through the optimization method of adding rare earth elements in titanium alloy based on information transmission, the problems of low regulation accuracy and overload of rare earth elements in titanium alloy are solved, and the precise optimization and stability of rare earth elements are achieved, ensuring the security of data transmission and optimize the continuity of the process.
Patent Information
- Application Number
- CN202411337321.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-09-25
- Publication Date
- 2025-01-03
- Estimated Expiration
- 2044-09-25
AI Technical Summary
The existing rare earth element addition methods in titanium alloys have problems with low regulation accuracy and overload of data processing units, especially in high-complex alloy designs, which affect the accuracy and efficiency of component adjustment of rare earth element.
Adoption method for adding rare earth elements in titanium alloy based on information transmission. By receiving optimization instructions, the rare earth element optimization unit is activated, the rare earth element components are collected in real time, and the processing load function is constructed for load grading to ensure that data is temporarily stored at full load and the rare earth element is optimized. The components are adjusted by the component correction method until the preset titanium alloy fitness threshold is reached.
The regulation accuracy and stability of the addition of rare earth elements in titanium alloys are improved, performance degradation caused by load overload is avoided, the security of data transmission and the continuity of optimization processes are ensured, and the optimal configuration of rare earth elements is finally achieved.
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Figure CN118888062B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of information transmission, and in particular to a method, system, electronic device and computer-readable storage medium for optimizing rare earth element addition in titanium alloy based on information transmission. Background Art
[0002] With the rapid development of advanced manufacturing technology, titanium alloys have been widely used in aerospace, medical equipment and other fields. The rare earth elements added in titanium alloy processing have shown significant advantages in improving the material mechanical properties and corrosion resistance of titanium alloys.
[0003] Existing methods for adding rare earth elements to titanium alloys usually rely on traditional alloy composition design and experimental regulation.
[0004] Although the above method can achieve the addition of rare earth elements in titanium alloys, the control of rare earth element addition in titanium alloys is difficult, and inaccurate rare earth element addition will lead to unstable performance of titanium alloys. In addition, the pressure on the data processing unit during the addition of rare earth elements in titanium alloys is high, and the processing load is easily overloaded. Especially in highly complex alloy designs, the processing load of the data processing unit is too high, which will affect the accuracy and efficiency of rare earth element composition adjustment. Therefore, the current addition of rare earth elements in titanium alloys has the problem of low control accuracy. Summary of the invention
[0005] The present invention provides a rare earth element addition optimization method in titanium alloy based on information transmission and a computer-readable storage medium, the main purpose of which is to improve the control accuracy of rare earth element addition in titanium alloy.
[0006] To achieve the above object, the present invention provides a method for optimizing rare earth element addition in titanium alloy based on information transmission, comprising:
[0007] Receiving an add optimization instruction, and using the add optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information collection unit, an information transmission unit and an information processing unit;
[0008] Collect rare earth element components in real time based on the information collection unit;
[0009] Acquire the current load parameters of the information processing unit, and construct the processing load function of the information processing unit, and use the processing load function and the current load parameters to classify the processing load to obtain the current load level, wherein the processing load function includes: standard CPU function, full load CPU function, standard I / O function and full load I / O function, the current load parameters include: current CPU utilization, current I / O operation rate, and the current load level includes: full load and standard load;
[0010] Determining whether the current load level is full load;
[0011] If the current load level is not full load, using the information transmission unit to transmit the rare earth element component to the information processing unit;
[0012] If the current load level is full load, the rare earth element component is transmitted to a pre-built data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is standard load;
[0013] Constructing a rare earth element structure, and performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition;
[0014] The performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes:
[0015] Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set;
[0016] Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set;
[0017] Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component;
[0018] Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy;
[0019] Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny;
[0020] If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny;
[0021] Using the offspring to update the rare earth element composition, and returning to the above step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set, until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition;
[0022] The optimized rare earth element composition is individually corrected using a preset composition correction method to obtain an adjusted rare earth element composition, and the composition correction method is as follows:
[0023] Determining whether the optimized rare earth element composition complies with preset condition constraints;
[0024] If the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition;
[0025] If the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition;
[0026] Calculating the fitness of the titanium alloy based on the adjusted rare earth element composition, and judging whether the fitness of the titanium alloy reaches a preset titanium alloy fitness threshold, the fitness of the titanium alloy refers to the score of the adjusted rare earth element calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element;
[0027] If the titanium alloy fitness does not reach the titanium alloy fitness threshold, then based on the preset target constraint, the adjusted rare earth element composition is adjusted to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned to the above-mentioned step;
[0028] If the fitness of the titanium alloy reaches the fitness threshold of the titanium alloy, the optimization of rare earth element addition in the titanium alloy is completed.
[0029] Optionally, constructing a processing load function of the information processing unit, and performing processing load grading using the processing load function and a current load parameter to obtain a current load level includes:
[0030] Obtaining the CPU utilization status and the I / O operation rate status, wherein the CPU utilization status includes: standard utilization status and full load utilization status, and the I / O operation rate status includes: standard rate status and full load rate status;
[0031] When the CPU utilization state is the standard utilization state, the standard CPU function is:
[0032] When the current CPU utilization is less than or equal to 90%:
[0033] ,
[0034] When the current CPU utilization is greater than 90%:
[0035] ,
[0036] in, Represents standard cpu functions;
[0037] When the CPU utilization status is fully loaded, the full load CPU function is:
[0038] When the current CPU utilization is less than or equal to 90%:
[0039] ,
[0040] When the current CPU utilization is greater than 90%:
[0041] ,
[0042] in, Indicates fully loaded cpu function;
[0043] When the I / O operation rate state is the standard rate state, the standard I / O function is:
[0044] When the current I / O operation rate is less than or equal to 6000 times / s:
[0045] ,
[0046] When the current I / O operation rate is greater than 6000 times / s:
[0047] ,
[0048] in, Represents standard I / O functions;
[0049] When the I / O operation rate state is the full load rate state, the full load I / O function is:
[0050] When the current I / O operation rate is less than or equal to 6000 times / s:
[0051] ,
[0052] When the current I / O operation rate is greater than 6000 times / s:
[0053] ,
[0054] in, Indicates fully loaded I / O function;
[0055] A load classification rule is constructed, and processing load classification is completed based on the load classification rule, the current load parameter and the processing load function to obtain a current load level.
[0056] Optionally, the constructing of load classification rules includes:
[0057] The load classification rules are as follows:
[0058] : If the CPU utilization status is the standard utilization status and the I / O operation rate status is the standard rate status, it is confirmed that the current load level is the standard load;
[0059] : If the CPU utilization status is the standard utilization status and the I / O operation rate status is the full load rate status, it is confirmed that the current load level is the full load;
[0060] : If the CPU utilization status is full load utilization status and the I / O operation rate status is standard rate status, it is confirmed that the current load level is full load;
[0061] : If the CPU utilization status is the full load utilization status and the I / O operation rate status is the full load rate status, it is confirmed that the current load level is the full load.
[0062] Optionally, the transmitting the rare earth element component to a pre-built data temporary storage unit, waiting for the current load level to be a standard load before transmitting the rare earth element component to the information processing unit, comprises:
[0063] After the rare earth element component is transmitted to the data temporary storage unit, the rare earth element component is compressed using a preset compression algorithm to obtain compressed rare earth data;
[0064] Counting the frequency of occurrence of each character in the compressed rare earth data to obtain the character frequency, and constructing a Huffman tree based on the character frequency and a preset minimum heap sort;
[0065] Generate a Huffman code for each character in the compressed rare earth data based on the Huffman tree, perform aggregation according to the Huffman code, and obtain a Huffman code table;
[0066] Converting the compressed rare earth data into coded rare earth data using the Huffman coding table;
[0067] When the current load level is the standard load, the coded rare earth data is packaged to obtain a rare earth coded packet, and the rare earth coded packet is transmitted to the information processing unit.
[0068] Optionally, constructing a rare earth element structure comprises:
[0069] Performing a sorting process on the rare earth element components to obtain a rare earth element component sequence, wherein the rare earth element component sequence is: cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content;
[0070] A rare earth element structure is constructed according to the rare earth element composition sequence, and the rare earth element structure is as follows:
[0071] ,
[0072] Wherein, H represents the rare earth element component, Indicates the cerium content, represents the praseodymium content, Indicates the neodymium content, Indicates the content of samarium element, Indicates the yttrium content, Indicates the holmium content.
[0073] Optionally, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition includes:
[0074] The optimization of rare earth element composition includes: optimizing cerium element content, optimizing praseodymium element content, optimizing neodymium element content, optimizing samarium element content, optimizing yttrium element content and optimizing holmium element content, and using the optimization of cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content to construct conditional constraints;
[0075] The conditional constraints are as follows:
[0076] ,
[0077] ,
[0078] ,
[0079] ,
[0080] ,
[0081] ,
[0082] ,
[0083] in, Refers to optimizing the cerium content, Refers to optimizing the praseodymium content, Refers to optimizing the neodymium content, Refers to optimizing the content of samarium, Refers to optimizing the yttrium content, Refers to optimizing the holmium content;
[0084] The constraint methods are as follows:
[0085] Obtaining a violation element component that does not comply with the conditional constraints, a violation element content of the violation element component, a maximum value of the violation element component under the conditional constraints, and a minimum value of the violation element component under the conditional constraints;
[0086] Acquire a conditional constraint range based on the conditional constraint, and determine whether the content of the illegal element is greater than a maximum value in the conditional constraint based on the conditional constraint range;
[0087] If the content of the violating element is greater than the maximum value in the conditional constraint, the minimum value in the conditional constraint and the content of the violating element are averaged to obtain the mean element content, and the mean element content is used to update the content of the violating element, and the step of obtaining the conditional constraint range based on the conditional constraint is returned to the above step until the content of the violating element is within the conditional constraint range to obtain the adjusted rare earth element composition;
[0088] If the content of the violating element is less than the minimum value in the conditional constraint, the maximum value in the conditional constraint and the content of the violating element are averaged to obtain the mean element content, and the mean element content is used to update the content of the violating element, and the step of obtaining the conditional constraint range based on the conditional constraint is returned to the above step until the content of the violating element is within the range of the conditional constraint to obtain the adjusted rare earth element composition.
[0089] Optionally, the calculating the titanium alloy adaptability based on the adjustment of the rare earth element composition includes:
[0090] Obtain tensile strength scores, corrosion resistance scores, and high temperature resistance scores for adjusting rare earth element composition;
[0091] The adaptability of the titanium alloy is calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, preset tensile strength weight, corrosion resistance weight and high temperature resistance weight:
[0092] ,
[0093] Among them, the Refers to the adaptability of titanium alloy. Refers to the tensile strength weight, Refers to the tensile strength rating, Refers to the corrosion resistance weight, Refers to the corrosion resistance rating, Refers to high temperature resistance weight, Refers to the high temperature resistance rating.
[0094] Optionally, performing composition adjustment on the adjusted rare earth element composition based on a preset target constraint to obtain an updated rare earth element composition includes:
[0095] Constructing a target constraint based on the preset cerium weight, praseodymium weight, neodymium weight, samarium weight, yttrium weight, holmium weight and the adjustment of rare earth element composition, wherein the adjustment of rare earth element composition includes: adjusting cerium element content, adjusting praseodymium element content, adjusting neodymium element content, adjusting samarium element content, adjusting yttrium element content and adjusting holmium element content;
[0096] The target constraint is as follows:
[0097] ,
[0098] in, Refers to cerium weight, Refers to adjusting the cerium content, Index weight, Refers to adjusting the praseodymium content, Refers to the weight of neodymium, Refers to adjusting the neodymium content, Refers to the sm weight, Refers to adjusting the samarium content, Refers to the yttrium weight, Refers to adjusting the yttrium content, Refers to the weight of Refers to adjusting the holmium content, Refers to the titanium alloy fitness threshold;
[0099] The target constraint is input into a pre-built constraint solving unit, wherein the constraint solving unit is a COIN-OR solver, and the target constraint is solved based on the constraint solving unit to obtain an updated rare earth element composition.
[0100] To achieve the above object, the present invention also provides a rare earth element addition optimization system in titanium alloy based on information transmission, comprising:
[0101] A rare earth element composition acquisition module, used to receive an addition optimization instruction, and use the addition optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information acquisition unit, an information transmission unit and an information processing unit, and collects rare earth element components in real time based on the information acquisition unit;
[0102] A rare earth element component transmission module, used to obtain the current load parameters of the information processing unit, and construct a processing load function of the information processing unit, and use the processing load function and current load parameters to classify the processing load to obtain a current load level, wherein the processing load function includes: a standard CPU function, a full-load CPU function, a standard I / O function, and a full-load I / O function, the current load parameters include: a current CPU utilization rate, a current I / O operation rate, and the current load level includes: a full load and a standard load, and determine whether the current load level is a full load. If the current load level is not a full load, the rare earth element component is transmitted to the information processing unit by using the information transmission unit. If the current load level is a full load, the rare earth element component is transmitted to a pre-constructed data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is a standard load;
[0103] A rare earth element composition adjustment module is used to construct a rare earth element structure, and perform composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition, wherein the composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes:
[0104] Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set;
[0105] Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set;
[0106] Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component;
[0107] Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy;
[0108] Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny;
[0109] If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny;
[0110] The rare earth element composition is updated by using the offspring, and the step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set is returned to the above step until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition; performing individual correction on the optimized rare earth element composition by using a preset composition correction method, wherein the composition correction method is as follows: determining whether the optimized rare earth element composition complies with preset conditional constraints, and if the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition; and if the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method, thereby obtaining an adjusted rare earth element composition;
[0111] A titanium alloy fitness calculation module is used to calculate the titanium alloy fitness based on the adjusted rare earth element composition, and determine whether the titanium alloy fitness reaches a preset titanium alloy fitness threshold, the titanium alloy fitness refers to the adjusted rare earth element score calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element; if the titanium alloy fitness does not reach the titanium alloy fitness threshold, the adjusted rare earth element composition is subjected to composition adjustment based on the preset target constraints to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the above step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned to; if the titanium alloy fitness reaches the titanium alloy fitness threshold, the optimization of rare earth element addition in the titanium alloy is completed.
[0112] In order to solve the above problem, the present invention further provides an electronic device, the electronic device comprising:
[0113] A memory storing at least one instruction;
[0114] A processor executes instructions stored in the memory to implement the above-mentioned method for optimizing rare earth element addition in titanium alloy based on information transmission.
[0115] In order to solve the above problems, the present invention also provides a computer-readable storage medium, in which at least one instruction is stored. The at least one instruction is executed by a processor in an electronic device to implement the above-mentioned method for optimizing rare earth element addition in titanium alloy based on information transmission.
[0116] The present invention is to solve the problems described in the background technology. The present invention realizes the precise optimization of rare earth element addition in titanium alloy by starting a rare earth element optimization unit, constructing a processing load function, judging the current load level and performing individual correction; firstly, receiving an addition optimization instruction, and using the addition optimization instruction to start the rare earth element optimization unit. By receiving the addition optimization instruction, the optimization unit can be flexibly enabled to realize the dynamic management of the rare earth element addition process. The rare earth element optimization unit integrates information collection, information transmission and information processing units, ensuring the efficient transmission of data flow and the precise control of rare earth element addition in titanium alloy; secondly , based on the real-time collection of rare earth element components by the information collection unit, the content of rare earth elements in the titanium alloy can be accurately grasped through the real-time collection of rare earth element components by the information collection unit, thereby improving the accuracy of rare earth element addition; after that, the current load parameters are obtained, the processing load function is constructed and the load classification is performed. By obtaining the current load parameters in real time and constructing the load function, the system can identify the load state of the information processing unit and perform processing load classification, which can effectively optimize the resource allocation of the rare earth element optimization unit, avoid performance degradation due to load overload, and improve the stability of rare earth element addition in the titanium alloy; further, in When the load is fully loaded, the rare earth element components are temporarily stored in the data storage unit and are transmitted to the information processing unit after the current load level is not fully loaded. When the information processing unit is fully loaded, the data storage mechanism ensures that the rare earth element components will not be lost or mistransmitted. This method improves the security and stability of data transmission, avoids overloading of the information processing unit, and ensures the continuity of the rare earth element optimization process. Then, a rare earth element structure is constructed, and component optimization is performed based on the rare earth element structure. By constructing the rare earth element structure, the accuracy of the component optimization process can be improved, and performing component optimization can obtain more reasonable rare earth element components. After that, the composition correction method is used to perform individual correction to ensure that the optimized rare earth element composition complies with the conditional constraints. Performing individual correction can ensure that the optimized rare earth element composition meets the conditional constraints, reducing the risk of performance fluctuations caused by improper optimization of the rare earth element composition; finally, if the fitness of the titanium alloy does not reach the threshold, the composition adjustment will continue to be performed and the fitness will be recalculated. When the fitness of the titanium alloy does not meet the requirements, the system will automatically adjust the rare earth element composition according to the target constraints and conditional constraints to ensure that the optimal configuration of the rare earth element composition is finally achieved through multiple iterations and adjustments. This mechanism improves the accuracy of rare earth element addition. Therefore, the present invention can improve the control accuracy of rare earth element addition in titanium alloys. BRIEF DESCRIPTION OF THE DRAWINGS
[0117] Figure 1 A schematic flow chart of a method for optimizing rare earth element addition in titanium alloy based on information transmission provided in one embodiment of the present invention;
[0118] Figure 2A functional module diagram of a rare earth element addition optimization system in titanium alloy based on information transmission provided by one embodiment of the present invention;
[0119] Figure 3 A schematic diagram of the structure of an electronic device for implementing the method for optimizing rare earth element addition in titanium alloy based on information transmission provided in one embodiment of the present invention.
[0120] The realization of the purpose, functional features and advantages of the present invention will be further explained in conjunction with embodiments and with reference to the accompanying drawings. DETAILED DESCRIPTION
[0121] It should be understood that the specific embodiments described herein are only used to explain the present invention, and are not used to limit the present invention.
[0122] The embodiment of the present application provides a method for optimizing the addition of rare earth elements to titanium alloys based on information transmission. The execution subject of the method for optimizing the addition of rare earth elements to titanium alloys based on information transmission includes but is not limited to at least one of the electronic devices such as a server and a terminal that can be configured to execute the method provided in the embodiment of the present application. In other words, the method for optimizing the addition of rare earth elements to titanium alloys based on information transmission can be executed by software or hardware installed on a terminal device or a server device, and the software can be a blockchain platform. The server includes but is not limited to: a single server, a server cluster, a cloud server or a cloud server cluster, etc.
[0123] Reference Figure 1 FIG. 1 is a flow chart of a method for optimizing rare earth element addition in titanium alloy based on information transmission according to an embodiment of the present invention. In this embodiment, the method for optimizing rare earth element addition in titanium alloy based on information transmission includes:
[0124] S1. Receive an add optimization instruction, and use the add optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information collection unit, an information transmission unit and an information processing unit.
[0125] It can be explained that the addition optimization instruction refers to the instruction for starting the rare earth element optimization unit generated when adding rare earth elements to titanium alloy; the rare earth element optimization unit refers to a unit that integrates the three functions of information collection, information transmission, and information processing; the information collection unit refers to a unit used to collect rare earth element components; the information transmission unit refers to a unit that transmits the rare earth element components collected by the information collection unit to the information processing unit; the information processing unit refers to a unit that processes the collected rare earth element components; the rare earth element components refer to the content of various rare earth elements added to the titanium alloy, and the various rare earth elements include cerium, praseodymium, neodymium, samarium, yttrium and holmium.
[0126] For example, a processing plant wants to perform rare earth element addition optimization in titanium alloy. The processor issues an addition optimization instruction and starts the rare earth element optimization unit according to the addition optimization instruction. First, the information collection unit starts to collect rare earth element components, and then the information collection unit transmits the collected rare earth element components to the information processing unit through the information transmission unit. Finally, the information processing unit starts to process the rare earth element components.
[0127] S2. Collect rare earth element components in real time based on the information collection unit.
[0128] S3. Obtain the current load parameters of the information processing unit, and construct a processing load function of the information processing unit. Use the processing load function and the current load parameters to perform processing load classification to obtain a current load level.
[0129] It can be explained that the current load parameters refer to the current CPU utilization and the current I / O operation rate of the information processing unit, which are used to determine the current load level of the information processing unit. The current CPU utilization refers to the percentage of the time currently used by the information processing unit to process tasks in the entire time period. For example, if the information processing unit spends 0.8s in 1s processing tasks, the current CPU utilization of the information processing unit is 80%. The current I / O operation rate refers to the number of read and write operations performed by the information processing unit per second. For example, if 5000 read and write operations are performed in one second, the current I / O operation rate is 5000 / s. The number of read and write operations refers to the number of read and write operations performed by the information processing unit within a certain period of time.
[0130] It can be understood that the processing load function refers to a function constructed according to the CPU utilization rate and I / O operation rate of the information processing unit, and the current load level is determined by the current load parameters of the information processing unit. The processing load function includes a standard CPU function, a full-load CPU function, a standard I / O function, and a full-load I / O function. The standard CPU function is a function used to determine whether the CPU utilization state is a standard utilization state, and the full-load CPU function is a function used to determine whether the CPU utilization state is a full-load utilization state. The standard I / O function is a function used to determine whether the I / O operation rate state is a standard rate state, and the full-load I / O function is a function used to determine whether the I / O operation rate state is a full-load rate state. The cpu utilization status refers to the status of the current cpu utilization of the information processing unit, including the standard utilization status and the full load utilization status. The standard utilization status means that the current cpu utilization of the information processing unit is within the normal range, and the full load utilization status means that the current cpu utilization of the information processing unit is within the full load range, indicating that the current load of the information processing unit is large and it is difficult to process new information. The I / O operation rate status refers to the status of the current I / O operation rate of the information processing unit, including the standard rate status and the full load rate status. The standard rate status means that the current I / O operation rate of the information processing unit is within the normal range, and the full load rate status means that the current I / O operation rate of the information processing unit is within the full load range.
[0131] It should be explained that using the processing load function and the current load parameters to perform processing load grading refers to inputting the current load parameters into the corresponding processing load function, and completing the processing load grading process according to the output of the processing load function and the load grading rules. The load grading rules refer to the rules for obtaining the current load level according to the CPU utilization status and I / O operation rate status of the information processing unit. The current load level includes full load and standard load, which are used to evaluate the current load level of the information processing unit. The full load refers to the working pressure of the information processing unit and is close to the limit of its bearing capacity, and can no longer process new tasks. The standard load refers to the working pressure of the information processing unit is relatively low, and it can still process new tasks.
[0132] In detail, the constructing of the processing load function of the information processing unit, using the processing load function and the current load parameter to perform processing load grading, and obtaining the current load level, includes:
[0133] Obtaining the CPU utilization status and the I / O operation rate status, wherein the CPU utilization status includes: standard utilization status and full load utilization status, and the I / O operation rate status includes: standard rate status and full load rate status;
[0134] When the CPU utilization state is the standard utilization state, the standard CPU function is:
[0135] When the current CPU utilization is less than or equal to 90%:
[0136] ,
[0137] When the current CPU utilization is greater than 90%:
[0138] ,
[0139] in, Represents standard cpu functions;
[0140] When the CPU utilization status is fully loaded, the full load CPU function is:
[0141] When the current CPU utilization is less than or equal to 90%:
[0142] ,
[0143] When the current CPU utilization is greater than 90%:
[0144] ,
[0145] in, Indicates fully loaded cpu function;
[0146] When the I / O operation rate state is the standard rate state, the standard I / O function is:
[0147] When the current I / O operation rate is less than or equal to 6000 times / s:
[0148] ,
[0149] When the current I / O operation rate is greater than 6000 times / s:
[0150] ,
[0151] in, Represents standard I / O functions;
[0152] When the I / O operation rate state is the full load rate state, the full load I / O function is:
[0153] When the current I / O operation rate is less than or equal to 6000 times / s:
[0154] ,
[0155] When the current I / O operation rate is greater than 6000 times / s:
[0156] ,
[0157] in, Indicates fully loaded I / O function;
[0158] A load classification rule is constructed, and processing load classification is completed based on the load classification rule, the current load parameter and the processing load function to obtain a current load level.
[0159] In detail, the load classification rule is constructed, including:
[0160] The load classification rules are as follows:
[0161] : If the CPU utilization status is the standard utilization status and the I / O operation rate status is the standard rate status, it is confirmed that the current load level is the standard load;
[0162] : If the CPU utilization status is the standard utilization status and the I / O operation rate status is the full load rate status, it is confirmed that the current load level is the full load;
[0163] : If the CPU utilization status is full load utilization status and the I / O operation rate status is standard rate status, it is confirmed that the current load level is full load;
[0164] : If the CPU utilization status is the full load utilization status and the I / O operation rate status is the full load rate status, it is confirmed that the current load level is the full load.
[0165] Exemplarily, assuming that the current CPU utilization is 95% and the current I / O operation rate is 7000 times / s, the current CPU utilization is 95% substituted into the standard CPU function and the full load CPU function, the output of the standard CPU function is 0, and the output of the full load CPU function is 1, the output of the standard CPU function is compared with the output of the full load CPU function, and the CPU utilization status is confirmed to be the full load utilization status, and the current I / O operation rate of 7000 times / s is substituted into the standard I / O function and the full load I / O function, the output of the standard I / O function is 0, and the output of the full load I / O function is 1, the output of the standard I / O function is compared with the output of the full load I / O function, and the I / O operation rate status is the full load rate status.
[0166] Furthermore, the full load utilization state and the full load rate state are substituted into the load classification rule, according to the " : If the CPU utilization status is full load utilization status and the I / O operation rate status is full load rate status, then it is confirmed that the current load level is full load load", and the current load level is confirmed to be full load load.
[0167] S4. Determine whether the current load level is full load.
[0168] If the current load level is not full load, execute S5, using the information transmission unit to transmit the rare earth element component to the information processing unit.
[0169] If the current load level is full load, execute S6, transmit the rare earth element component to a pre-built data temporary storage unit, wait until the current load level is a standard load, and then transmit the rare earth element component to the information processing unit.
[0170] It can be explained that the data temporary storage unit refers to a unit used for temporarily storing data. When the current load level of the information processing unit is full load, the data temporary storage unit is used to temporarily store rare earth element components that cannot be processed by the information processing unit.
[0171] In detail, the transmitting the rare earth element component to the pre-built data temporary storage unit, waiting for the current load level to be the standard load and then transmitting the rare earth element component to the information processing unit, comprises:
[0172] After the rare earth element component is transmitted to the data temporary storage unit, the rare earth element component is compressed using a preset compression algorithm to obtain compressed rare earth data;
[0173] Counting the frequency of occurrence of each character in the compressed rare earth data to obtain the character frequency, and constructing a Huffman tree based on the character frequency and a preset minimum heap sort;
[0174] Generate a Huffman code for each character in the compressed rare earth data based on the Huffman tree, perform aggregation according to the Huffman code, and obtain a Huffman code table;
[0175] Converting the compressed rare earth data into coded rare earth data using the Huffman coding table;
[0176] When the current load level is the standard load, the coded rare earth data is packaged to obtain a rare earth coded packet, and the rare earth coded packet is transmitted to the information processing unit.
[0177] It can be understood that the compression algorithm refers to the LZ77 compression algorithm, the compressed rare earth data refers to the data obtained by compressing the rare earth element components using the LZ77 compression algorithm, the character refers to the element symbol of the rare earth element in the rare earth element component, such as the element symbol of cerium is Ce, the character frequency refers to the number of times the character appears, and the Huffman tree is constructed based on the character frequency and the preset minimum heap sorting. The process is: initialize the minimum heap by the character frequency, each character and its corresponding character frequency as a node in the minimum heap, put the character with the lowest character frequency at the top of the minimum heap and place the remaining characters in order from small to large character frequency to complete the construction of the minimum heap, take out the two nodes with the lowest character frequency from the minimum heap as the left and right child nodes of the Huffman tree, generate a new node, the character frequency of the node is equal to the sum of the character frequencies of the left and right child nodes, insert the new node into the minimum heap, repeat the above process until there is only one node left in the minimum heap, this node is the root node of the Huffman tree, and the construction of the Huffman tree is completed.
[0178] It can be explained that Huffman coding refers to the optimal prefix coding algorithm based on character frequency, Huffman coding table refers to a mapping table obtained by integrating all Huffman codes and characters, which is used to record each character and its corresponding Huffman code, coded rare earth data refers to binary data compressed by rare earth element components using the Huffman coding table, and rare earth coding package refers to a complete data packet obtained by packaging the coded rare earth data, which is easier to decompress and further process after packaging.
[0179] S7. constructing a rare earth element structure, and performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition.
[0180] It can be explained that the rare earth element structure refers to the structure used to represent the order of rare earth element components, the optimized rare earth element composition refers to the rare earth element composition with the highest rare earth fitness obtained after substitution and rare earth fitness calculation, and the rare earth fitness refers to the numerical value used to evaluate the influence of the rare earth element composition on the fatigue life of the titanium alloy. The higher the rare earth fitness means the higher the fatigue life of the titanium alloy. The fatigue life of the titanium alloy refers to the maximum number of times the titanium alloy can repeatedly withstand alternating stress, and the maximum number of times refers to the number of times the titanium alloy needs to withstand alternating stress and break.
[0181] In detail, the construction of the rare earth element structure includes:
[0182] Performing a sorting process on the rare earth element components to obtain a rare earth element component sequence, wherein the rare earth element component sequence is: cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content;
[0183] A rare earth element structure is constructed according to the rare earth element composition sequence, and the rare earth element structure is as follows:
[0184] ,
[0185] Wherein, H represents the rare earth element component, Indicates the cerium content, represents the praseodymium content, Indicates the neodymium content, Indicates the content of samarium element, Indicates the yttrium content, Indicates the holmium content.
[0186] It can be explained that executing the sorting processing refers to the operation of sorting the rare earth element components in the order of cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content, the cerium element content refers to the ratio of the mass of cerium element to the mass of titanium alloy, the praseodymium element content refers to the ratio of the mass of praseodymium element to the mass of titanium alloy, the neodymium element content refers to the ratio of the mass of neodymium element to the mass of titanium alloy, the samarium element content refers to the ratio of the mass of samarium element to the mass of titanium alloy, the yttrium element content refers to the ratio of the mass of yttrium element to the mass of titanium alloy, and the holmium element content refers to the ratio of the mass of holmium element to the mass of titanium alloy.
[0187] In detail, performing composition optimization based on the rare earth element structure and rare earth element composition to obtain an optimized rare earth element composition includes:
[0188] Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set;
[0189] Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set;
[0190] Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component;
[0191] Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness;
[0192] Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny;
[0193] If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny;
[0194] The rare earth element composition is updated by using the offspring, and the step of randomly extracting a candidate rare earth element composition based on the rare earth element composition set is returned to the above step until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition.
[0195] Explainable, random rare earth element composition refers to randomly generated element composition, in which the cerium content, praseodymium content, neodymium content, samarium content, yttrium content and holmium content are all random, element composition refers to the composition of rare earth elements, rare earth element component set refers to a set formed by combining multiple groups of random rare earth elements, selected rare earth element composition refers to the element composition randomly extracted from the rare earth element component set, eliminated element component set refers to the set formed by eliminating the extracted selected rare earth element composition from the rare earth element component set, the first replacement rare earth element component refers to the cerium element of the selected rare earth element composition The first replacement rare earth element refers to the element component obtained by replacing the cerium content, neodymium content and yttrium content of the rare earth element component with the cerium content, neodymium content and yttrium content of the rare earth element component to be selected, the second replacement rare earth element component is the element component obtained by replacing the cerium content, neodymium content and yttrium content of the rare earth element component with the cerium content, neodymium content and yttrium content of the rare earth element component to be selected, the first rare earth fitness refers to the rare earth fitness of the rare earth element component to be selected, the second rare earth fitness refers to the rare earth fitness of the rare earth element component, and the offspring refers to the one with greater rare earth fitness between the first replacement rare earth element and the second replacement rare earth element.
[0196] S8. Utilize a preset composition correction method to perform individual correction on the optimized rare earth element composition to obtain an adjusted rare earth element composition.
[0197] It can be explained that adjusting the rare earth element composition refers to determining whether the optimized rare earth element composition meets the conditional constraints. If it does not meet the conditional constraints, the element composition is obtained by adjusting it through the constraint method to make it meet the conditional constraints. The conditional constraints refer to the range of optimized rare earth element content set by experiments. The optimized rare earth element content refers to the content of rare earth elements in the optimized rare earth element composition. The constraint method refers to a method of adjusting the illegal element content of the illegal element composition that does not comply with the conditional constraints to an element composition that complies with the conditional constraints. The illegal element composition refers to the rare earth elements in the optimized rare earth element composition that do not meet the conditional constraints. The illegal element content refers to the content of rare earth elements in the optimized rare earth element composition that do not meet the conditional constraints.
[0198] In detail, the composition correction method is as follows:
[0199] Determining whether the optimized rare earth element composition complies with preset condition constraints;
[0200] If the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition;
[0201] If the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition;
[0202] In detail, the performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition includes:
[0203] The optimization of rare earth element composition includes: optimizing cerium element content, optimizing praseodymium element content, optimizing neodymium element content, optimizing samarium element content, optimizing yttrium element content and optimizing holmium element content, and using the optimization of cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content to construct conditional constraints;
[0204] The conditional constraints are as follows:
[0205] ,
[0206] ,
[0207] ,
[0208] ,
[0209] ,
[0210] ,
[0211] ,
[0212] in, Refers to optimizing the cerium content, Refers to optimizing the praseodymium content, Refers to optimizing the neodymium content, Refers to optimizing the content of samarium, Refers to optimizing the yttrium content, Refers to optimizing the holmium content;
[0213] The constraint methods are as follows:
[0214] Obtaining a violation element component that does not comply with the conditional constraints, a violation element content of the violation element component, a maximum value of the violation element component under the conditional constraints, and a minimum value of the violation element component under the conditional constraints;
[0215] Acquire a conditional constraint range based on the conditional constraint, and determine whether the content of the illegal element is greater than a maximum value in the conditional constraint based on the conditional constraint range;
[0216] If the content of the violating element is greater than the maximum value in the conditional constraint, the minimum value in the conditional constraint and the content of the violating element are averaged to obtain the mean element content, and the mean element content is used to update the content of the violating element, and the step of obtaining the conditional constraint range based on the conditional constraint is returned to the above step until the content of the violating element is within the conditional constraint range to obtain the adjusted rare earth element composition;
[0217] If the content of the violating element is less than the minimum value in the conditional constraint, the maximum value in the conditional constraint and the content of the violating element are averaged to obtain the mean element content, and the mean element content is used to update the content of the violating element, and the step of obtaining the conditional constraint range based on the conditional constraint is returned to the above step until the content of the violating element is within the range of the conditional constraint to obtain the adjusted rare earth element composition.
[0218] Explainably, optimizing the cerium element content refers to optimizing the ratio of the mass of cerium element to the mass of titanium alloy, optimizing the praseodymium element content refers to optimizing the ratio of the mass of praseodymium element to the mass of titanium alloy, optimizing the neodymium element content refers to optimizing the ratio of the mass of neodymium element to the mass of titanium alloy, optimizing the samarium element content refers to optimizing the ratio of the mass of samarium element to the mass of titanium alloy, optimizing the yttrium element content refers to optimizing the ratio of the mass of yttrium element to the mass of titanium alloy, optimizing the holmium element content refers to optimizing the ratio of the mass of holmium element to the mass of titanium alloy, optimizing the cerium element refers to optimizing the cerium element in the rare earth element composition, optimizing the praseodymium element refers to optimizing the praseodymium element in the rare earth element composition, optimizing the neodymium element refers to optimizing the neodymium element in the rare earth element composition, optimizing the samarium element refers to optimizing the samarium element in the rare earth element composition, optimizing the yttrium element refers to optimizing the yttrium element in the rare earth element composition, optimizing the holmium element refers to optimizing the holmium element in the rare earth element composition, the maximum value refers to the maximum content of the violating element in the conditional constraints, and the minimum value refers to the minimum content of the violating element in the conditional constraints, for example, , is the minimum content, is the maximum content, and the conditional constraint range refers to the range specified by the conditional constraint, for example, , arrive It is a conditional constraint range, and the mean element content refers to the minimum value in the conditional constraint and the mean value of the illegal element content or the maximum value in the conditional constraint and the mean value of the illegal element content.
[0219] S9. Calculate the titanium alloy fitness based on the adjusted rare earth element composition, and determine whether the titanium alloy fitness reaches a preset titanium alloy fitness threshold.
[0220] It can be understood that the fitness of titanium alloy refers to the score of adjusted rare earth elements calculated according to the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth elements. The tensile strength score refers to the influence of the adjusted rare earth elements on the tensile strength of the titanium alloy. The corrosion resistance score refers to the influence of the adjusted rare earth elements on the corrosion resistance of the titanium alloy. The high temperature resistance score refers to the influence of the adjusted rare earth elements on the high temperature resistance of the titanium alloy. The tensile strength weight refers to the proportion of the tensile strength score in the fitness of the titanium alloy. The corrosion resistance weight refers to the proportion of the corrosion resistance score in the fitness of the titanium alloy. The high temperature weight refers to the proportion of the high temperature resistance score to the titanium alloy's adaptability. For example, the tensile strength score accounts for 20% of the titanium alloy's adaptability, the corrosion resistance score accounts for 30% of the titanium alloy's adaptability, and the high temperature resistance score accounts for 50% of the titanium alloy's adaptability. The tensile strength weight is 0.2, the corrosion resistance weight is 0.3, and the high temperature resistance weight is 0.5. The titanium alloy adaptability threshold refers to the pre-set titanium alloy adaptability that ensures that the titanium alloy can meet the minimum processing requirements. Meeting the minimum processing requirements means that the titanium alloy can meet the minimum tensile strength, minimum corrosion resistance and minimum high temperature resistance required for processing.
[0221] In detail, the calculation of the titanium alloy adaptability based on the adjustment of the rare earth element composition includes:
[0222] Obtain tensile strength scores, corrosion resistance scores, and high temperature resistance scores for adjusting rare earth element composition;
[0223] The adaptability of the titanium alloy is calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, preset tensile strength weight, corrosion resistance weight and high temperature resistance weight:
[0224] ,
[0225] Among them, the Refers to the adaptability of titanium alloy. Refers to the tensile strength weight, Refers to the tensile strength rating, Refers to the corrosion resistance weight, Refers to the corrosion resistance rating, Refers to high temperature resistance weight, Refers to the high temperature resistance rating.
[0226] If the titanium alloy fitness does not reach the titanium alloy fitness threshold, execute S10, perform composition adjustment on the adjusted rare earth element composition based on the preset target constraint to obtain an updated rare earth element composition, and use the updated rare earth element composition to update the adjusted rare earth element composition, and return to the above step of calculating the titanium alloy fitness based on the adjusted rare earth element composition.
[0227] Explainably, the target constraint refers to an inequality constructed according to the titanium alloy fitness threshold for adjusting the adjusted rare earth element composition, and the updated rare earth element composition refers to the element composition obtained by adjusting the adjusted rare earth element composition that does not meet the titanium alloy fitness threshold through the target constraint.
[0228] In detail, the adjusting the rare earth element composition based on the preset target constraint to obtain an updated rare earth element composition includes:
[0229] Constructing a target constraint based on the preset cerium weight, praseodymium weight, neodymium weight, samarium weight, yttrium weight, holmium weight and the adjustment of rare earth element composition, wherein the adjustment of rare earth element composition includes: adjusting cerium element content, adjusting praseodymium element content, adjusting neodymium element content, adjusting samarium element content, adjusting yttrium element content and adjusting holmium element content;
[0230] The target constraint is as follows:
[0231] ,
[0232] in, Refers to cerium weight, Refers to adjusting the cerium content, Index weight, Refers to adjusting the praseodymium content, Refers to the weight of neodymium, Refers to adjusting the neodymium content, Refers to the sm weight, Refers to adjusting the samarium content, Refers to the yttrium weight, Refers to adjusting the yttrium content, Refers to the weight of Refers to adjusting the holmium content, Refers to the titanium alloy fitness threshold;
[0233] The target constraint is input into a pre-built constraint solving unit, wherein the constraint solving unit is a COIN-OR solver, and the target constraint is solved based on the constraint solving unit to obtain an updated rare earth element composition.
[0234] Explainable, cerium weight refers to the influence of cerium on the fitness of titanium alloy, praseodymium weight refers to the influence of praseodymium on the fitness of titanium alloy, neodymium weight refers to the influence of neodymium on the fitness of titanium alloy, samarium weight refers to the influence of samarium on the fitness of titanium alloy, yttrium weight refers to the influence of yttrium on the fitness of titanium alloy, holmium weight refers to the influence of holmium on the fitness of titanium alloy, adjusting cerium content refers to adjusting the proportion of the mass of cerium to the mass of titanium alloy, adjusting praseodymium content refers to adjusting the proportion of the mass of praseodymium to the mass of titanium alloy, adjusting neodymium content refers to adjusting the proportion of the mass of neodymium to the mass of titanium alloy, adjusting samarium content refers to adjusting the proportion of the mass of samarium to the mass of titanium alloy, adjusting yttrium content The content refers to adjusting the ratio of the mass of yttrium element to the mass of titanium alloy, adjusting the holmium element content refers to adjusting the ratio of the mass of holmium element to the mass of titanium alloy, adjusting the cerium element refers to adjusting the cerium element in the rare earth element composition, adjusting the praseodymium element refers to adjusting the praseodymium element in the rare earth element composition, adjusting the neodymium element refers to adjusting the neodymium element in the rare earth element composition, adjusting the samarium element refers to adjusting the samarium element in the rare earth element composition, adjusting the yttrium element refers to adjusting the yttrium element in the rare earth element composition, adjusting the holmium element refers to adjusting the holmium element in the rare earth element composition, the constraint solving unit refers to a program used to solve the target constraints, the COIN-OR solver is a prior art and will not be described in detail here, and updating the rare earth element composition refers to obtaining the element composition after solving by the target solving unit.
[0235] If the titanium alloy fitness reaches the titanium alloy fitness threshold, S11 is executed to complete the optimization of rare earth element addition in the titanium alloy.
[0236] The present invention is to solve the problems described in the background technology. The present invention realizes the precise optimization of rare earth element addition in titanium alloy by starting a rare earth element optimization unit, constructing a processing load function, judging the current load level and performing individual correction; firstly, receiving an addition optimization instruction, and using the addition optimization instruction to start the rare earth element optimization unit. By receiving the addition optimization instruction, the optimization unit can be flexibly enabled to realize the dynamic management of the rare earth element addition process. The rare earth element optimization unit integrates information collection, information transmission and information processing units, ensuring the efficient transmission of data flow and the precise control of rare earth element addition in titanium alloy; secondly , based on the real-time collection of rare earth element components by the information collection unit, the content of rare earth elements in the titanium alloy can be accurately grasped through the real-time collection of rare earth element components by the information collection unit, thereby improving the accuracy of rare earth element addition; after that, the current load parameters are obtained, the processing load function is constructed and the load classification is performed. By obtaining the current load parameters in real time and constructing the load function, the system can identify the load state of the information processing unit and perform processing load classification, which can effectively optimize the resource allocation of the rare earth element optimization unit, avoid performance degradation due to load overload, and improve the stability of rare earth element addition in the titanium alloy; further, in When the load is fully loaded, the rare earth element components are temporarily stored in the data storage unit and are transmitted to the information processing unit after the current load level is not fully loaded. When the information processing unit is fully loaded, the data storage mechanism ensures that the rare earth element components will not be lost or mistransmitted. This method improves the security and stability of data transmission, avoids overloading of the information processing unit, and ensures the continuity of the rare earth element optimization process. Then, a rare earth element structure is constructed, and component optimization is performed based on the rare earth element structure. By constructing the rare earth element structure, the accuracy of the component optimization process can be improved, and performing component optimization can obtain more reasonable rare earth element components. After that, the composition correction method is used to perform individual correction to ensure that the optimized rare earth element composition complies with the conditional constraints. Performing individual correction can ensure that the optimized rare earth element composition meets the conditional constraints, reducing the risk of performance fluctuations caused by improper optimization of the rare earth element composition; finally, if the fitness of the titanium alloy does not reach the threshold, the composition adjustment will continue to be performed and the fitness will be recalculated. When the fitness of the titanium alloy does not meet the requirements, the system will automatically adjust the rare earth element composition according to the target constraints and conditional constraints to ensure that the optimal configuration of the rare earth element composition is finally achieved through multiple iterations and adjustments. This mechanism improves the accuracy of rare earth element addition. Therefore, the present invention can improve the control accuracy of rare earth element addition in titanium alloys.
[0237] like Figure 2 , which is a functional module diagram of a rare earth element addition optimization system in titanium alloy based on information transmission provided in one embodiment of the present invention.
[0238] The rare earth element addition optimization system 100 in titanium alloy based on information transmission of the present invention can be installed in an electronic device. According to the functions implemented, the rare earth element addition optimization system 100 in titanium alloy based on information transmission can include a rare earth element composition acquisition module 101, a rare earth element composition transmission module 102, a rare earth element composition adjustment module 103 and a titanium alloy fitness calculation module 104. The module of the present invention can also be called a unit, which refers to a series of computer program segments that can be executed by an electronic device processor and can complete fixed functions, which are stored in the memory of the electronic device.
[0239] The rare earth element composition acquisition module 101 is used to receive an addition optimization instruction, and use the addition optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information acquisition unit, an information transmission unit and an information processing unit, and collects rare earth element components in real time based on the information acquisition unit;
[0240] The rare earth element component transmission module 102 is used to obtain the current load parameters of the information processing unit, and construct the processing load function of the information processing unit, and use the processing load function and current load parameters to classify the processing load to obtain the current load level, wherein the processing load function includes: standard CPU function, full load CPU function, standard I / O function and full load I / O function, the current load parameters include: current CPU utilization, current I / O operation rate, the current load level includes: full load and standard load, and judge whether the current load level is full load. If the current load level is not full load, the rare earth element component is transmitted to the information processing unit by using the information transmission unit. If the current load level is full load, the rare earth element component is transmitted to the pre-constructed data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is standard load;
[0241] The rare earth element composition adjustment module 103 is used to construct a rare earth element structure, and perform composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition, wherein the composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes:
[0242] Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set;
[0243] Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set;
[0244] Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component;
[0245] Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy;
[0246] Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny;
[0247] If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny;
[0248] The rare earth element composition is updated by using the offspring, and the step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set is returned to the above step until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition; performing individual correction on the optimized rare earth element composition by using a preset composition correction method, wherein the composition correction method is as follows: determining whether the optimized rare earth element composition complies with preset conditional constraints, and if the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition; and if the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method, thereby obtaining an adjusted rare earth element composition;
[0249] The titanium alloy fitness calculation module 104 is used to calculate the titanium alloy fitness based on the adjusted rare earth element composition, and determine whether the titanium alloy fitness reaches a preset titanium alloy fitness threshold. The titanium alloy fitness refers to the adjusted rare earth element score calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element; if the titanium alloy fitness does not reach the titanium alloy fitness threshold, the adjusted rare earth element composition is adjusted based on the preset target constraints to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the above-mentioned step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned. If the titanium alloy fitness reaches the titanium alloy fitness threshold, the optimization of rare earth element addition in the titanium alloy is completed.
[0250] In detail, each module in the rare earth element addition optimization system 100 in the titanium alloy based on information transmission in the embodiment of the present invention is used in the same manner as described above. Figure 1 The same technical means as the optimization method for adding rare earth elements to titanium alloys based on information transmission described in the text are used and can produce the same technical effects, so they will not be repeated here.
[0251] like Figure 3 , is a schematic diagram of the structure of an electronic device for implementing a method for optimizing rare earth element addition in titanium alloy based on information transmission provided by an embodiment of the present invention.
[0252] The electronic device 1 may include a processor 10, a memory 11 and a bus 12, and may also include a computer program stored in the memory 11 and executable on the processor 10, such as a program for optimizing the addition of rare earth elements to titanium alloys based on information transmission.
[0253] Among them, the memory 11 includes at least one type of readable storage medium, and the readable storage medium includes flash memory, mobile hard disk, multimedia card, card-type memory (for example: SD or DX memory, etc.), magnetic memory, disk, optical disk, etc. In some embodiments, the memory 11 can be an internal storage unit of the electronic device 1, such as a mobile hard disk of the electronic device 1. In other embodiments, the memory 11 can also be an external storage device of the electronic device 1, such as a plug-in mobile hard disk, a smart memory card (Smart Media Card, SMC), a secure digital (SecureDigital, SD) card, a flash card (Flash Card), etc. equipped on the electronic device 1. Further, the memory 11 also includes an internal storage unit of the electronic device 1 and an external storage device. The memory 11 can not only be used to store application software and various types of data installed in the electronic device 1, such as the code of the rare earth element addition optimization method program in the titanium alloy based on information transmission, but also can be used to temporarily store data that has been output or is to be output.
[0254] The processor 10 may be composed of an integrated circuit in some embodiments, for example, a single packaged integrated circuit, or a plurality of packaged integrated circuits with the same or different functions, including one or more central processing units (CPUs), microprocessors, digital processing chips, graphics processors, and combinations of various control chips, etc. The processor 10 is the control core (Control Unit) of the electronic device, and uses various interfaces and lines to connect various components of the entire electronic device, and executes or executes programs or modules stored in the memory 11 (for example, a rare earth element addition optimization method program in titanium alloy based on information transmission, etc.), and calls data stored in the memory 11, so as to execute various functions of the electronic device 1 and process data.
[0255] The bus 12 may be a peripheral component interconnect (PCI) bus or an extended industry standard architecture (EISA) bus, etc. The bus 12 may be divided into an address bus, a data bus, a control bus, etc. The bus 12 is configured to realize connection and communication between the memory 11 and at least one processor 10, etc.
[0256] Figure 3 Only an electronic device with components is shown, and those skilled in the art will understand that Figure 3The structure shown does not constitute a limitation on the electronic device 1, and may include fewer or more components than shown in the figure, or combine certain components, or arrange the components differently.
[0257] For example, although not shown, the electronic device 1 may also include a power source (such as a battery) for supplying power to various components. Preferably, the power source may be logically connected to the at least one processor 10 through a power management device, so that the power management device can realize functions such as charging management, discharging management, and power consumption management. The power source may also include one or more DC or AC power sources, recharging devices, power failure detection circuits, power converters or inverters, power status indicators, and other arbitrary components. The electronic device 1 may also include a variety of sensors, Bluetooth modules, Wi-Fi modules, etc., which will not be repeated here.
[0258] Furthermore, the electronic device 1 may also include a network interface. Optionally, the network interface may include a wired interface and / or a wireless interface (such as a WI-FI interface, a Bluetooth interface, etc.), which is generally used to establish a communication connection between the electronic device 1 and other electronic devices.
[0259] Optionally, the electronic device 1 may further include a user interface, which may be a display, an input unit (such as a keyboard), or a standard wired interface or a wireless interface. Optionally, in some embodiments, the display may be an LED display, a liquid crystal display, a touch-sensitive liquid crystal display, and an OLED (Organic Light-Emitting Diode) touch device. The display may also be appropriately referred to as a display screen or a display unit, which is used to display information processed in the electronic device 1 and to display a visual user interface.
[0260] The program of the method for optimizing the addition of rare earth elements to titanium alloy based on information transmission stored in the memory 11 in the electronic device 1 is a combination of multiple instructions. When running in the processor 10, the following can be achieved:
[0261] Receiving an add optimization instruction, and using the add optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information collection unit, an information transmission unit and an information processing unit;
[0262] Collect rare earth element components in real time based on the information collection unit;
[0263] Acquire the current load parameters of the information processing unit, and construct the processing load function of the information processing unit, and use the processing load function and the current load parameters to classify the processing load to obtain the current load level, wherein the processing load function includes: standard CPU function, full load CPU function, standard I / O function and full load I / O function, the current load parameters include: current CPU utilization, current I / O operation rate, and the current load level includes: full load and standard load;
[0264] Determining whether the current load level is full load;
[0265] If the current load level is not full load, using the information transmission unit to transmit the rare earth element component to the information processing unit;
[0266] If the current load level is full load, the rare earth element component is transmitted to a pre-built data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is standard load;
[0267] Constructing a rare earth element structure, and performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition;
[0268] The performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes:
[0269] Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set;
[0270] Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set;
[0271] Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component;
[0272] Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy;
[0273] Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny;
[0274] If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny;
[0275] Using the offspring to update the rare earth element composition, and returning to the above step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set, until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition;
[0276] The optimized rare earth element composition is individually corrected using a preset composition correction method to obtain an adjusted rare earth element composition, and the composition correction method is as follows:
[0277] Determining whether the optimized rare earth element composition complies with preset condition constraints;
[0278] If the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition;
[0279] If the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition;
[0280] Calculating the fitness of the titanium alloy based on the adjusted rare earth element composition, and judging whether the fitness of the titanium alloy reaches a preset titanium alloy fitness threshold, the fitness of the titanium alloy refers to the score of the adjusted rare earth element calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element;
[0281] If the titanium alloy fitness does not reach the titanium alloy fitness threshold, then based on the preset target constraint, the adjusted rare earth element composition is adjusted to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned to the above-mentioned step;
[0282] If the fitness of the titanium alloy reaches the fitness threshold of the titanium alloy, the optimization of rare earth element addition in the titanium alloy is completed.
[0283] Specifically, the specific implementation method of the processor 10 for the above instructions can refer to Figures 1 to 3 The description of the relevant steps in the corresponding embodiments will not be repeated here.
[0284] Furthermore, if the module / unit integrated in the electronic device 1 is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. The computer-readable storage medium can be volatile or non-volatile. For example, the computer-readable medium can include: any entity or device capable of carrying the computer program code, a recording medium, a USB flash drive, a mobile hard disk, a magnetic disk, an optical disk, a computer memory, and a read-only memory (ROM).
[0285] The present invention further provides a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor of an electronic device, the computer program can implement:
[0286] Receiving an add optimization instruction, and using the add optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information collection unit, an information transmission unit and an information processing unit;
[0287] Collect rare earth element components in real time based on the information collection unit;
[0288] Acquire the current load parameters of the information processing unit, and construct the processing load function of the information processing unit, and use the processing load function and the current load parameters to classify the processing load to obtain the current load level, wherein the processing load function includes: standard CPU function, full load CPU function, standard I / O function and full load I / O function, the current load parameters include: current CPU utilization, current I / O operation rate, and the current load level includes: full load and standard load;
[0289] Determining whether the current load level is full load;
[0290] If the current load level is not full load, using the information transmission unit to transmit the rare earth element component to the information processing unit;
[0291] If the current load level is full load, the rare earth element component is transmitted to a pre-built data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is standard load;
[0292] Constructing a rare earth element structure, and performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition;
[0293] The performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes:
[0294] Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set;
[0295] Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set;
[0296] Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component;
[0297] Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy;
[0298] Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny;
[0299] If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny;
[0300] Using the offspring to update the rare earth element composition, and returning to the above step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set, until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition;
[0301] The optimized rare earth element composition is individually corrected using a preset composition correction method to obtain an adjusted rare earth element composition, and the composition correction method is as follows:
[0302] Determining whether the optimized rare earth element composition complies with preset condition constraints;
[0303] If the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition;
[0304] If the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition;
[0305] Calculating the fitness of the titanium alloy based on the adjusted rare earth element composition, and judging whether the fitness of the titanium alloy reaches a preset titanium alloy fitness threshold, the fitness of the titanium alloy refers to the score of the adjusted rare earth element calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element;
[0306] If the titanium alloy fitness does not reach the titanium alloy fitness threshold, then based on the preset target constraint, the adjusted rare earth element composition is adjusted to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned to the above-mentioned step;
[0307] If the fitness of the titanium alloy reaches the fitness threshold of the titanium alloy, the optimization of rare earth element addition in the titanium alloy is completed.
[0308] In the several embodiments provided by the present invention, it should be understood that the disclosed devices, systems and methods can be implemented in other ways. For example, the system embodiments described above are only illustrative, and actual implementation may have other division methods.
[0309] The modules described as separate components may or may not be physically separated, and the components shown as modules may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of this embodiment.
[0310] In addition, each functional module in each embodiment of the present invention may be integrated into one processing unit, each unit may exist physically separately, or two or more units may be integrated into one unit. The above-mentioned integrated unit may be implemented in the form of hardware or in the form of hardware plus software functional modules.
[0311] It is obvious to those skilled in the art that the present invention is not limited to the details of the above exemplary embodiments, and that the present invention can be implemented in other specific forms without departing from the spirit or essential characteristics of the present invention.
[0312] Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention rather than to limit it. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solution of the present invention can be modified or replaced by equivalents without departing from the spirit and scope of the technical solution of the present invention.
Claims
1. A rare earth element addition optimization method in titanium alloy based on information transmission, characterized in that: The method comprises: Receiving an add optimization instruction, and using the add optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information collection unit, an information transmission unit and an information processing unit; Collect rare earth element components in real time based on the information collection unit; Acquire the current load parameters of the information processing unit, and construct the processing load function of the information processing unit, and use the processing load function and the current load parameters to classify the processing load to obtain the current load level, wherein the processing load function includes: standard CPU function, full load CPU function, standard I / O function and full load I / O function, the current load parameters include: current CPU utilization, current I / O operation rate, and the current load level includes: full load and standard load; Determining whether the current load level is full load; If the current load level is not full load, using the information transmission unit to transmit the rare earth element component to the information processing unit; If the current load level is full load, the rare earth element component is transmitted to a pre-built data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is standard load; Constructing a rare earth element structure, and performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition; The performing composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes: Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set; Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set; Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component; Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy; Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny; If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny; Using the offspring to update the rare earth element composition, and returning to the above step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set, until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition; The optimized rare earth element composition is individually corrected using a preset composition correction method to obtain an adjusted rare earth element composition, and the composition correction method is as follows: Determining whether the optimized rare earth element composition complies with preset condition constraints; If the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition; If the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition; Calculating the fitness of the titanium alloy based on the adjusted rare earth element composition, and judging whether the fitness of the titanium alloy reaches a preset titanium alloy fitness threshold, the fitness of the titanium alloy refers to the score of the adjusted rare earth element calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element; If the titanium alloy fitness does not reach the titanium alloy fitness threshold, then based on the preset target constraint, the adjusted rare earth element composition is adjusted to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned to the above-mentioned step; If the fitness of the titanium alloy reaches the fitness threshold of the titanium alloy, the optimization of rare earth element addition in the titanium alloy is completed.
2. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 1, characterized in that: The step of constructing a processing load function of the information processing unit and grading the processing load using the processing load function and the current load parameter to obtain the current load level includes: Obtaining the CPU utilization status and the I / O operation rate status, wherein the CPU utilization status includes: standard utilization status and full load utilization status, and the I / O operation rate status includes: standard rate status and full load rate status; When the CPU utilization state is the standard utilization state, the standard CPU function is: When the current CPU utilization is less than or equal to 90%: , When the current CPU utilization is greater than 90%: , in, Represents standard cpu functions; When the CPU utilization status is fully loaded, the full load CPU function is: When the current CPU utilization is less than or equal to 90%: , When the current CPU utilization is greater than 90%: , in, Indicates fully loaded cpu function; When the I / O operation rate state is the standard rate state, the standard I / O function is: When the current I / O operation rate is less than or equal to 6000 times / s: , When the current I / O operation rate is greater than 6000 times / s: , in, Represents standard I / O functions; When the I / O operation rate state is the full load rate state, the full load I / O function is: When the current I / O operation rate is less than or equal to 6000 times / s: , When the current I / O operation rate is greater than 6000 times / s: , in, Indicates fully loaded I / O function; A load classification rule is constructed, and processing load classification is completed based on the load classification rule, the current load parameter and the processing load function to obtain a current load level.
3. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 2, characterized in that: The load classification rule is constructed, including: The load classification rules are as follows: : If the CPU utilization status is the standard utilization status and the I / O operation rate status is the standard rate status, it is confirmed that the current load level is the standard load; : If the CPU utilization status is the standard utilization status and the I / O operation rate status is the full load rate status, it is confirmed that the current load level is the full load; : If the CPU utilization status is full load utilization status and the I / O operation rate status is standard rate status, it is confirmed that the current load level is full load; : If the CPU utilization status is the full load utilization status and the I / O operation rate status is the full load rate status, it is confirmed that the current load level is the full load.
4. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 1, characterized in that: The transmitting the rare earth element component to the pre-built data temporary storage unit, waiting for the current load level to be the standard load and then transmitting the rare earth element component to the information processing unit, comprises: After the rare earth element component is transmitted to the data temporary storage unit, the rare earth element component is compressed using a preset compression algorithm to obtain compressed rare earth data; Counting the frequency of occurrence of each character in the compressed rare earth data to obtain the character frequency, and constructing a Huffman tree based on the character frequency and a preset minimum heap sort; Generate a Huffman code for each character in the compressed rare earth data based on the Huffman tree, perform aggregation according to the Huffman code, and obtain a Huffman code table; Converting the compressed rare earth data into coded rare earth data using the Huffman coding table; When the current load level is the standard load, the coded rare earth data is packaged to obtain a rare earth coded packet, and the rare earth coded packet is transmitted to the information processing unit.
5. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 1, characterized in that: The construction of the rare earth element structure comprises: Performing a sorting process on the rare earth element components to obtain a rare earth element component sequence, wherein the rare earth element component sequence is: cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content; A rare earth element structure is constructed according to the rare earth element composition sequence, and the rare earth element structure is as follows: , Wherein, H represents the rare earth element component, Indicates the cerium content, represents the praseodymium content, Indicates the neodymium content, Indicates the content of samarium, Indicates the yttrium content, Indicates the holmium content.
6. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 1, characterized in that: The step of performing composition adjustment on the optimized rare earth element composition based on a preset constraint method to obtain an adjusted rare earth element composition includes: The optimization of rare earth element composition includes: optimizing cerium element content, optimizing praseodymium element content, optimizing neodymium element content, optimizing samarium element content, optimizing yttrium element content and optimizing holmium element content, and using the optimization of cerium element content, praseodymium element content, neodymium element content, samarium element content, yttrium element content and holmium element content to construct conditional constraints; The conditional constraints are as follows: , , , , , , , in, Refers to optimizing the cerium content, Refers to optimizing the praseodymium content, Refers to optimizing the neodymium content, Refers to optimizing the content of samarium, Refers to optimizing the yttrium content, Refers to optimizing the holmium content; The constraint methods are as follows: Obtaining a violation element component that does not comply with the conditional constraints, a violation element content of the violation element component, a maximum value of the violation element component under the conditional constraints, and a minimum value of the violation element component under the conditional constraints; Acquire a conditional constraint range based on the conditional constraint, and determine whether the content of the illegal element is greater than a maximum value in the conditional constraint based on the conditional constraint range; If the content of the violating element is greater than the maximum value in the conditional constraint, the minimum value in the conditional constraint and the content of the violating element are averaged to obtain the mean element content, and the mean element content is used to update the content of the violating element, and the step of obtaining the conditional constraint range based on the conditional constraint is returned to the above step until the content of the violating element is within the conditional constraint range to obtain the adjusted rare earth element composition; If the content of the violating element is less than the minimum value in the conditional constraint, the maximum value in the conditional constraint and the content of the violating element are averaged to obtain the mean element content, and the mean element content is used to update the content of the violating element, and the step of obtaining the conditional constraint range based on the conditional constraint is returned to the above step until the content of the violating element is within the range of the conditional constraint to obtain the adjusted rare earth element composition.
7. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 1, characterized in that: The calculating the titanium alloy adaptability based on the adjustment of the rare earth element composition comprises: Obtain tensile strength scores, corrosion resistance scores, and high temperature resistance scores for adjusting rare earth element composition; The adaptability of the titanium alloy is calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, preset tensile strength weight, corrosion resistance weight and high temperature resistance weight: , Among them, the Refers to the adaptability of titanium alloy. Refers to the tensile strength weight, Refers to the tensile strength rating, Refers to the corrosion resistance weight, Refers to the corrosion resistance rating, Refers to high temperature resistance weight, Refers to the high temperature resistance rating.
8. The method for optimizing rare earth element addition in titanium alloy based on information transmission according to claim 1, characterized in that: The step of performing composition adjustment on the adjusted rare earth element composition based on the preset target constraint to obtain an updated rare earth element composition includes: Constructing a target constraint based on the preset cerium weight, praseodymium weight, neodymium weight, samarium weight, yttrium weight, holmium weight and the adjustment of rare earth element composition, wherein the adjustment of rare earth element composition includes: adjusting cerium element content, adjusting praseodymium element content, adjusting neodymium element content, adjusting samarium element content, adjusting yttrium element content and adjusting holmium element content; The target constraint is as follows: , in, Refers to cerium weight, Refers to adjusting the cerium content, Index weight, Refers to adjusting the praseodymium content, Refers to the weight of neodymium, Refers to adjusting the neodymium content, Refers to the sm weight, Refers to adjusting the samarium content, Refers to the yttrium weight, Refers to adjusting the yttrium content, Refers to weight, Refers to adjusting the holmium content, Refers to the titanium alloy fitness threshold; The target constraint is input into a pre-built constraint solving unit, wherein the constraint solving unit is a COIN-OR solver, and the target constraint is solved based on the constraint solving unit to obtain an updated rare earth element composition.
9. A rare earth element addition optimization system in titanium alloy based on information transmission, characterized in that: The system comprises: A rare earth element composition acquisition module, used to receive an addition optimization instruction, and use the addition optimization instruction to start a pre-built rare earth element optimization unit, wherein the rare earth element optimization unit includes: an information acquisition unit, an information transmission unit and an information processing unit, and collects rare earth element components in real time based on the information acquisition unit; A rare earth element component transmission module, used to obtain the current load parameters of the information processing unit, and construct a processing load function of the information processing unit, and use the processing load function and current load parameters to classify the processing load to obtain a current load level, wherein the processing load function includes: a standard CPU function, a full-load CPU function, a standard I / O function, and a full-load I / O function, the current load parameters include: a current CPU utilization rate, a current I / O operation rate, and the current load level includes: a full load and a standard load, and determine whether the current load level is a full load. If the current load level is not a full load, the rare earth element component is transmitted to the information processing unit by using the information transmission unit. If the current load level is a full load, the rare earth element component is transmitted to a pre-constructed data temporary storage unit, and the rare earth element component is transmitted to the information processing unit after the current load level is a standard load; A rare earth element composition adjustment module is used to construct a rare earth element structure, and perform composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition, wherein the composition optimization based on the rare earth element structure and the rare earth element composition to obtain an optimized rare earth element composition includes: Randomly generating multiple groups of random rare earth element components, and performing aggregation based on the multiple groups of random rare earth element components to obtain a rare earth element component set; Randomly extract a candidate rare earth element component based on the rare earth element component set, and remove the candidate rare earth element component from the rare earth element component set to obtain a removed element component set; Based on the rare earth element structure, the cerium content, neodymium content and yttrium content of the selected rare earth element component are replaced with the cerium content, neodymium content and yttrium content of the rare earth element component to obtain a first replacement rare earth element component and a second replacement rare earth element component, wherein the first replacement rare earth element component is obtained by replacing the selected rare earth element component, and the second replacement rare earth element component is obtained by replacing the rare earth element component; Calculating the rare earth fitness of the first replacement rare earth element component and the second replacement rare earth element component to obtain a first rare earth fitness and a second rare earth fitness, wherein the rare earth fitness refers to a value used to evaluate the influence of the rare earth element component on the fatigue life of the titanium alloy, and a higher rare earth fitness indicates a higher fatigue life of the titanium alloy; Determine the size of the first rare earth fitness and the second rare earth fitness, and if the first rare earth fitness is greater than the second rare earth fitness, confirm that the first replacement rare earth element component is a progeny; If the first rare earth fitness is less than or equal to the second rare earth fitness, confirming that the second replacement rare earth element component is a progeny; The rare earth element composition is updated by using the offspring, and the step of randomly extracting a rare earth element composition to be selected based on the rare earth element composition set is returned to the above step until the rare earth element composition set is empty, thereby obtaining an optimized rare earth element composition; performing individual correction on the optimized rare earth element composition by using a preset composition correction method, wherein the composition correction method is as follows: determining whether the optimized rare earth element composition complies with preset conditional constraints, and if the optimized rare earth element composition complies with the conditional constraints, confirming the optimized rare earth element composition as an adjusted rare earth element composition; and if the optimized rare earth element composition does not comply with the conditional constraints, performing composition adjustment on the optimized rare earth element composition based on a preset constraint method, thereby obtaining an adjusted rare earth element composition; A titanium alloy fitness calculation module is used to calculate the titanium alloy fitness based on the adjusted rare earth element composition, and determine whether the titanium alloy fitness reaches a preset titanium alloy fitness threshold, the titanium alloy fitness refers to the adjusted rare earth element score calculated based on the tensile strength score, corrosion resistance score, high temperature resistance score, tensile strength weight, corrosion resistance weight and high temperature resistance weight of the adjusted rare earth element; if the titanium alloy fitness does not reach the titanium alloy fitness threshold, the adjusted rare earth element composition is subjected to composition adjustment based on the preset target constraints to obtain an updated rare earth element composition, and the adjusted rare earth element composition is updated with the updated rare earth element composition, and the above step of calculating the titanium alloy fitness based on the adjusted rare earth element composition is returned to; if the titanium alloy fitness reaches the titanium alloy fitness threshold, the optimization of rare earth element addition in the titanium alloy is completed.
