Rare earth waste recovery process monitoring system and method based on industrial data processing
By constructing an analysis model of the magnetic separation status of rare earth waste and the processing status of recycling equipment, the benefits of magnetic separation treatment of rare earth waste are evaluated, which solves the problems of low efficiency and high energy consumption in rare earth waste recycling in existing technologies, and realizes efficient and low-energy consumption rare earth waste recycling.
Patent Information
- Application Number
- CN202510807156.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-06-17
- Publication Date
- 2025-09-16
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
Existing rare earth waste recycling methods rely on static indicators and ignore the dynamic tracking of the magnetic separation process, resulting in low rare earth waste recycling efficiency and high equipment energy consumption, making it difficult to achieve a dual improvement in processing efficiency and quality.
By constructing a rare earth waste magnetic separation state analysis model and a recycling equipment processing state analysis model, combined with the composition and magnetic characteristic data of rare earth waste, the magnetic separation treatment efficiency of rare earth waste is evaluated, and the subsequent recycling process is optimized based on the evaluation results.
It improves the efficiency of rare earth waste recycling, reduces equipment energy consumption costs, and realizes dynamic optimization and efficient management of the rare earth waste recycling process.
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Figure CN120655281A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of rare earth waste recycling, and in particular to a rare earth waste recycling process monitoring system and method based on industrial data processing. Background Art
[0002] Rare earth waste mainly comes from scraps and obsolete components from the production of magnetic materials. Its composition is complex and contains a variety of valuable elements such as neodymium, iron, and boron. Traditional recycling methods have problems such as low efficiency and high pollution, making it difficult to meet large-scale demand. Magnetic separation is a key separation method in the recycling of rare earth waste. It mainly relies on the differences in magnetic characteristics of different components in the rare earth waste to achieve separation. Rare earth waste generally comes from the production process of magnetic materials. For example, scraps generated during the manufacturing process of neodymium iron boron permanent magnets. This type of rare earth waste contains a variety of valuable elements such as neodymium, iron, and boron, and has a complex composition. Therefore, magnetic separation technology is used to apply a magnetic field so that the rare earth element particles with strong magnetism can be adsorbed or deflected by the magnetic force, while non-magnetic or weakly magnetic impurities are separated from the sorting area due to gravity or centrifugal force, thereby achieving effective recovery of rare earth elements.
[0003] However, existing technologies rely solely on static indicators, such as the recovery rate or single component analysis of rare earth waste, to assess recycling quality. Consequently, they neglect the dynamic tracking of the magnetic separation process during rare earth waste recycling. Furthermore, existing technologies fail to consider the coupling between the operating status of the recycling equipment and the magnetic separation state of the rare earth waste. This results in the rare earth waste recycling process being in a state of "extensive control" for a long time, making it impossible to adjust the recycling equipment parameters in a coordinated manner. This leads to fluctuations in the efficiency of the magnetic separation process, making it difficult to achieve a dual improvement in both treatment efficiency and quality.
[0004] In order to solve these problems, the present application designs a rare earth waste recycling process monitoring system and method based on industrial data processing. Summary of the Invention
[0005] The present invention aims to provide a rare earth waste recycling process monitoring system and method based on industrial data processing. By analyzing the magnetic separation status of the rare earth waste during the magnetic separation process and the equipment processing status of the recycling equipment, the efficiency of the rare earth waste magnetic separation treatment is evaluated. Based on the evaluation results of the rare earth waste magnetic separation treatment efficiency, an early warning is provided for the subsequent rare earth waste recycling process. This improves rare earth recovery efficiency and reduces equipment energy consumption costs.
[0006] The present invention is achieved in that:
[0007] In a first aspect, the present invention provides a method for monitoring the recovery process of rare earth waste based on industrial data processing, comprising the following steps:
[0008] S1. Obtaining component composition data and magnetic characteristic data of rare earth waste during the rare earth waste magnetic separation process, and simultaneously obtaining equipment status data of the recycling equipment; S2. Importing the component composition data and magnetic characteristic data of the rare earth waste during the magnetic separation process into a rare earth waste magnetic separation state analysis model to analyze the magnetic separation state of the rare earth waste during the magnetic separation process;
[0009] S3. Importing the equipment status data of the recycling equipment into the recycling equipment processing status analysis model to analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process;
[0010] S4. Evaluate the benefits of magnetic separation of rare earth waste based on the analysis results of the magnetic separation status of rare earth waste during the magnetic separation process and the analysis results of the equipment processing status of the recycling equipment;
[0011] S5. Based on the benefit evaluation results of magnetic separation treatment of rare earth waste, optimize and warn the subsequent recycling process of rare earth waste.
[0012] Preferably, in step S2, the analysis of the magnetic separation state of the rare earth waste during the magnetic separation process of the rare earth waste includes:
[0013] S21. Extracting component composition data and magnetic characteristic data of rare earth waste during the magnetic separation process of rare earth waste;
[0014] S22. Construct a rare earth waste magnetic separation state analysis model, import the component composition data and magnetic characteristic data into the rare earth waste magnetic separation state analysis model, analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process, and obtain the rare earth waste magnetic separation state analysis results during the rare earth waste magnetic separation process.
[0015] Preferably, the process of constructing the rare earth waste magnetic separation state analysis model in step S22 specifically includes:
[0016] S221. Calculating a critical factor dc of the magnetic separation particle size of the rare earth waste during the magnetic separation process of the rare earth waste based on the component composition data and the magnetic characteristic data;
[0017] S222. Measure the particle sizes of the particles in the rare earth waste during the magnetic separation process using a laser particle size analyzer, extract the median particle size from the measured particle sizes as dd; and calculate the magnetic separation critical particle size deviation index Kf based on the median particle size and the magnetic separation critical particle size factor dc;
[0018] S223, importing the magnetic characteristic data into a magnetization state difference index calculation formula, calculating the magnetization state difference index Ch, and obtaining the magnetization state difference index Ch;
[0019] S224. Analyzing the magnetic separation state of the rare earth waste during the magnetic separation process based on the calculated magnetic separation critical particle size deviation index and the magnetization state difference index, and obtaining an analysis result of the magnetic separation state of the rare earth waste during the magnetic separation process;
[0020] Among them, the calculation formula for the magnetic separation state of rare earth waste is:
[0021] ;
[0022] Where CF is the magnetic separation state of rare earth waste, and Rmax is the designed maximum separation efficiency of the recycling equipment.
[0023] Preferably, step S3 analyzes the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process, specifically including the following steps:
[0024] S31, extracting equipment status data of the recycling equipment;
[0025] S22. Construct a recycling equipment processing status analysis model, import the equipment status data of the recycling equipment into the recycling equipment processing status analysis model, analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process, and obtain the equipment processing status analysis results of the recycling equipment during the rare earth waste magnetic separation process.
[0026] Preferably, the process of constructing the recycling equipment processing state analysis model in step S32 includes the following specific steps:
[0027] S321. Obtaining device status data of the recycling device;
[0028] S322. Calculating the device processing status of the recycling device based on the device status data of the recycling device;
[0029] The calculation formula for the equipment processing status of the recycling equipment is:
[0030] ;
[0031] Where Ps is the equipment processing status of the recycling equipment, is the magnetic separation efficiency factor, Sh is the equipment magnetic field stability index, Eu is the unit energy consumption efficiency of the recovery equipment, and Emax is the maximum unit energy consumption efficiency of the recovery equipment. is the magnetic energy conversion factor.
[0032] Preferably, step S4 evaluates the benefits of magnetic separation of rare earth waste according to the analysis results of the magnetic separation state of rare earth waste during the magnetic separation process and the analysis results of the equipment processing state of the recycling equipment, including the following specific steps:
[0033] S41, obtaining the analysis result CF of the magnetic separation state of the rare earth waste during the magnetic separation process, and simultaneously obtaining the analysis result Ps of the equipment processing state analysis of the recycling equipment during the magnetic separation process;
[0034] S42. Evaluate the benefits of magnetic separation of the rare earth waste based on the analysis results of the magnetic separation state of the rare earth waste during the magnetic separation process and the analysis results of the equipment processing state of the recovery equipment, thereby obtaining a benefit evaluation result of magnetic separation of the rare earth waste.
[0035] The evaluation formula for the magnetic separation treatment benefit of the rare earth waste is:
[0036] ;
[0037] Where, is the efficiency of magnetic separation treatment of rare earth waste, a and b are the influence weights of equipment processing status and magnetic separation status, respectively.
[0038] Preferably, in step S5, based on the benefit evaluation results of the magnetic separation treatment of rare earth waste, an early warning is provided for optimizing the subsequent recycling process of rare earth waste, specifically including:
[0039] S51. Obtaining the evaluation results of the benefits of magnetic separation treatment of rare earth waste;
[0040] S52. A magnetic separation treatment benefit threshold is preset. When the magnetic separation treatment benefit evaluation result of rare earth waste is less than the magnetic separation treatment benefit threshold, an optimization warning is issued for the subsequent recycling process of rare earth waste; when the magnetic separation treatment benefit evaluation result of rare earth waste is greater than or equal to the magnetic separation treatment benefit threshold, the subsequent recycling of rare earth waste continues.
[0041] In a second aspect, the present invention provides a rare earth waste recycling process monitoring system based on industrial data processing, comprising:
[0042] The data acquisition module is used to obtain the composition data and magnetic characteristic data of the rare earth waste during the rare earth waste magnetic separation process, and at the same time obtain the equipment status data of the recycling equipment; the rare earth waste magnetic separation state analysis module is used to import the composition data and magnetic characteristic data of the rare earth waste during the rare earth waste magnetic separation process into the rare earth waste magnetic separation state analysis model to analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process;
[0043] The equipment processing status analysis module is used to import the equipment status data of the recycling equipment into the recycling equipment processing status analysis model to analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process;
[0044] The magnetic separation treatment benefit evaluation module is used to evaluate the benefits of magnetic separation treatment of rare earth waste based on the analysis results of the magnetic separation status of rare earth waste during the magnetic separation process and the analysis results of the equipment treatment status of the recycling equipment;
[0045] The module for optimizing the subsequent recycling process of rare earth waste is used to optimize and warn the subsequent recycling process of rare earth waste based on the evaluation results of the magnetic separation treatment efficiency of rare earth waste;
[0046] The control module is used to control the operation of the data acquisition module, the rare earth waste magnetic separation state analysis module, the equipment processing state analysis module, the magnetic separation treatment benefit evaluation module, and the rare earth waste subsequent recovery process optimization module.
[0047] In a third aspect, the present invention provides an electronic device comprising: a processor and a memory, wherein the memory stores a computer program that can be called by the processor, and the processor executes a rare earth waste recycling process monitoring method based on industrial data processing by calling the computer program stored in the memory.
[0048] Compared with the prior art, the present invention has the following advantages and beneficial effects:
[0049] The present invention imports the composition data and magnetic characteristic data of rare earth waste during the rare earth waste magnetic separation process into a rare earth waste magnetic separation state analysis model to analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process; imports the equipment status data of the recycling equipment into a recycling equipment processing state analysis model to analyze the equipment processing state of the recycling equipment during the rare earth waste magnetic separation process; based on the analysis results of the rare earth waste magnetic separation state during the rare earth waste magnetic separation process and the equipment processing state analysis results of the recycling equipment, the efficiency of the rare earth waste magnetic separation treatment is evaluated; and based on the evaluation results of the rare earth waste magnetic separation treatment efficiency, an optimization and early warning of the subsequent rare earth waste recycling process is provided. By analyzing the equipment status and sorting parameters, the rare earth processing efficiency is improved and the equipment energy consumption cost is reduced. BRIEF DESCRIPTION OF THE DRAWINGS
[0050] Other features, objects and advantages of the present invention will become more apparent upon reading the detailed description of non-limiting embodiments made with reference to the following drawings:
[0051] Figure 1 Schematic diagram of the overall process of the rare earth waste recycling process monitoring method based on industrial data processing of the present invention;
[0052] Figure 2 Schematic diagram of the structure of the rare earth waste recycling process monitoring system based on industrial data processing of the present invention;
[0053] Figure 31 is an analysis flow chart of step S2 of the rare earth waste recycling process monitoring method based on industrial data processing of the present invention;
[0054] Figure 4 This is an analysis flow chart of step S3 of the rare earth waste recycling process monitoring method based on industrial data processing of the present invention. DETAILED DESCRIPTION
[0055] The technical solution of the present invention is described in detail below through the accompanying drawings and specific embodiments. It should be understood that the embodiments of the present invention and the specific features in the embodiments are detailed descriptions of the technical solution of the present invention, rather than limitations on the technical solution of the present invention. In the absence of conflict, the embodiments of the present invention and the technical features in the embodiments can be combined with each other.
[0056] Example 1
[0057] like Figure 1 、 Figure 3 As shown, this embodiment provides a rare earth waste recycling process monitoring method based on industrial data processing, which specifically includes the following steps:
[0058] S1. Obtaining component composition data and magnetic characteristic data of rare earth waste during the rare earth waste magnetic separation process, and simultaneously obtaining equipment status data of the recycling equipment; S2. Importing the component composition data and magnetic characteristic data of the rare earth waste during the magnetic separation process into a rare earth waste magnetic separation state analysis model to analyze the magnetic separation state of the rare earth waste during the magnetic separation process;
[0059] S3. Importing the equipment status data of the recycling equipment into the recycling equipment processing status analysis model to analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process;
[0060] S4. Evaluate the benefits of magnetic separation of rare earth waste based on the analysis results of the magnetic separation status of rare earth waste during the magnetic separation process and the analysis results of the equipment processing status of the recycling equipment;
[0061] S5. Based on the benefit evaluation results of magnetic separation treatment of rare earth waste, optimize and warn the subsequent recycling process of rare earth waste.
[0062] In this embodiment, if Figure 3 As shown, in step S2, the magnetic separation state of the rare earth waste during the magnetic separation of the rare earth waste is analyzed, specifically including:
[0063] S21. Extracting component composition data and magnetic characteristic data of rare earth waste during the magnetic separation process of rare earth waste;
[0064] S22. Construct a rare earth waste magnetic separation state analysis model, import the component composition data and magnetic characteristic data into the rare earth waste magnetic separation state analysis model, analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process, and obtain the rare earth waste magnetic separation state analysis results during the rare earth waste magnetic separation process.
[0065] In this embodiment, the process of constructing the rare earth waste magnetic separation state analysis model in step S22 specifically includes:
[0066] S221. Calculating a critical factor dc of the magnetic separation particle size of the rare earth waste during the magnetic separation process of the rare earth waste based on the component composition data and the magnetic characteristic data;
[0067] In this embodiment, the calculation formula of the magnetic separation particle size critical factor dc is:
[0068] ;
[0069] Where, is the fluid viscosity of the rare earth waste measured using a viscometer in the component composition data, vf is the fluid flow rate of the rare earth waste measured using a flow meter in the component composition data, is the vacuum permeability. For example, in this embodiment, the vacuum permeability Is a fixed value, its value is ; X is the particle magnetic susceptibility measured by the vibrating sample magnetometer in the magnetic characteristic data; H is the average magnetic field strength of the rare earth waste in the magnetic characteristic data, is the magnetic field gradient of the rare earth waste measured by a magnetic field gradient probe in the magnetic characteristic data;
[0070] S222. Measure the particle sizes of the particles in the rare earth waste during the magnetic separation process using a laser particle size analyzer, extract the median particle size from the measured particle sizes as dd; and calculate the magnetic separation critical particle size deviation index Kf based on the median particle size and the magnetic separation critical particle size factor dc;
[0071] In this embodiment, the calculation formula of the magnetic separation critical particle size deviation index Kf is:
[0072] ;
[0073] S223, importing the magnetic characteristic data into a magnetization state difference index calculation formula, calculating the magnetization state difference index Ch, and obtaining the magnetization state difference index Ch;
[0074] In this embodiment, the calculation formula of the magnetization state difference index is:
[0075] ;
[0076] Wherein, Br is the remanent magnetism of the rare earth waste obtained by measuring the magnetic hysteresis loop in the magnetic characteristic data, Hc is the coercive force of the rare earth waste obtained by measuring the magnetic hysteresis loop in the magnetic characteristic data; Cn is the proportional factor of the magnetic energy product component in the rare earth waste;
[0077] In this embodiment, the calculation formula of the magnetic energy product component proportional factor is:
[0078] ;
[0079] Where, qi is the proportion of the i-th element in the rare earth waste in the composition data, ci is the magnetic energy product corresponding to the i-th element in the composition data, and n is the number of element components in the rare earth waste in the composition data;
[0080] S224. Analyzing the magnetic separation state of the rare earth waste during the magnetic separation process based on the calculated magnetic separation critical particle size deviation index and the magnetization state difference index, and obtaining an analysis result of the magnetic separation state of the rare earth waste during the magnetic separation process;
[0081] Among them, the calculation formula for the magnetic separation state of rare earth waste is:
[0082] ;
[0083] Where CF is the magnetic separation state of rare earth waste, and Rmax is the designed maximum separation efficiency of the recycling equipment;
[0084] In this embodiment, the critical particle size deviation index Kf of magnetic separation can reflect the degree of deviation between the actual particle size and the ideal critical value, and the magnetization state difference index Ch can characterize the difference between the magnetization performance and the theoretical value. In this embodiment, the exponential decay term is used. , which can represent the efficiency attenuation caused by particle size deviation and magnetization difference; when When (no deviation and uniform magnetization), , that is, the magnetic separation state of rare earth waste reaches the best separation state; when , exponential term , the magnetic separation state of rare earth waste decreases with the increase of deviation degree.
[0085] For example, in the magnetic separation process of rare earth waste obtained in this embodiment, the fluid viscosity of rare earth waste is The corresponding value is 0.001 , the corresponding value of fluid velocity vf is 0.1m / s, and the vacuum permeability Is a fixed value, its value is , the corresponding value of the particle magnetic susceptibility X is , the corresponding value of the average magnetic field intensity H is 1.0T, and the corresponding value of the magnetic field gradient ∇H is , then the critical factor dc of magnetic separation particle size is calculated to be about 10.93 ; The corresponding value of the measured median particle size dd is 50 , the calculated critical particle size deviation index Kf of magnetic separation is about 1.522; the corresponding value of remanence Br is 1.1T, the corresponding value of coercive force Hc is 800kA / m, and according to the rare earth waste element composition table, the corresponding value of magnetic energy product component ratio factor Cn is 345 , then the calculated magnetization state difference index Ch is 0.797; the rare earth waste magnetic separation state CF is 0.282;
[0086] Elemental composition of rare earth waste
[0087] Elemental composition Ingredient ratio Magnetic energy product (experimental determination) Neodymium 0.6 400 Praseodymium 0.25 300 Dysprosium 0.15 200
[0088] In this embodiment, if Figure 4 As shown, in step S3, the equipment processing status of the recycling equipment in the rare earth waste magnetic separation process is analyzed, which specifically includes the following steps:
[0089] S31, extracting equipment status data of the recycling equipment;
[0090] S22. Construct a recycling equipment processing status analysis model, import the equipment status data of the recycling equipment into the recycling equipment processing status analysis model, analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process, and obtain the equipment processing status analysis results of the recycling equipment during the rare earth waste magnetic separation process.
[0091] In this embodiment, the process of constructing the recycling equipment processing state analysis model in step S32 includes the following specific steps:
[0092] S321. Acquire device status data of the recycling device, wherein the device status data includes: the input power Pi of the recycling device, the volume Vc of the magnetic circuit core of the recycling device, and the total energy consumption Nh of the recycling device;
[0093] S322. Calculating the device processing status of the recycling device based on the device status data of the recycling device;
[0094] The calculation formula for the equipment processing status of the recycling equipment is:
[0095] ;
[0096] Where Ps is the equipment processing status of the recycling equipment, is the magnetic separation efficiency factor, Sh is the equipment magnetic field stability index, Eu is the unit energy consumption efficiency of the recovery equipment, and Emax is the maximum unit energy consumption efficiency of the recovery equipment. is the magnetic energy conversion factor;
[0097] For example, this embodiment uses the processing status of the recycling equipment to comprehensively evaluate the overall operating status of the equipment and quantify the equipment health. When Ps is closer to 1, the processing status of the recycling equipment is better.
[0098] In this embodiment, the magnetic separation efficiency factor , where w is the actual recovery amount during the rare earth waste magnetic separation process, W is the feed amount during the rare earth waste magnetic separation process, and q is the nominal efficiency of the recovery equipment;
[0099] For example, in this embodiment, the nominal efficiency q of the recovery device is 0.95;
[0100] In this embodiment, the device magnetic field stability index ; Wherein, Sc is the standard deviation of the magnetic field intensity during the rare earth waste magnetic separation process obtained by real-time monitoring by a Gauss meter;
[0101] In this embodiment, the unit energy efficiency of the recycling equipment is ;
[0102] In this embodiment, the magnetic energy conversion factor .
[0103] For example, in this embodiment, the magnetic separation efficiency factor is used to reflect the gap between the actual separation effect and the nominal efficiency of the equipment design. The closer the magnetic separation efficiency factor is to 1, the closer the actual efficiency is to the design expectation. The degree of magnetic field fluctuation is quantified by the equipment magnetic field stability index. When Sh is closer to 1, the magnetic field is more stable. If Sh is low, it is necessary to check the power supply or magnet status. The unit energy consumption efficiency reflects the energy efficiency of the recycling equipment. When Eu is higher, it indicates that the equipment processes more materials under unit energy consumption and the energy efficiency is better. The magnetic energy conversion factor is used to reflect the effective utilization rate of magnetic energy conversion in the actual equipment. When the magnetic energy conversion factor is higher, the magnetic energy conversion efficiency is higher.
[0104] For example, in this embodiment, the corresponding value of the input power Pi is 100kW, the corresponding value of the magnetic circuit core volume Vc is 0.5, the corresponding value of the total energy consumption Nh is 120, the corresponding value of the actual recovery amount w is 1.2 tons / h, the corresponding value of the feed amount W is 10, the corresponding value of the nominal efficiency q is 0.95, and the corresponding value of the standard deviation of the magnetic field intensity Sc is 0.05 T. The calculated magnetic separation efficiency factor is 0.1263, the equipment magnetic field stability index Sh is 0.95, the unit energy consumption efficiency Eu is 0.083, the magnetic energy conversion factor is 1.57, and the final equipment processing state Ps is 0.13.
[0105] In this embodiment, step S4 evaluates the benefits of magnetic separation of rare earth waste based on the analysis results of the magnetic separation state of rare earth waste during the magnetic separation process and the analysis results of the equipment processing state of the recycling equipment, including the following specific steps:
[0106] S41, obtaining the analysis result CF of the magnetic separation state of the rare earth waste during the magnetic separation process, and simultaneously obtaining the analysis result Ps of the equipment processing state analysis of the recycling equipment during the magnetic separation process;
[0107] S42. Evaluate the benefits of magnetic separation of the rare earth waste based on the analysis results of the magnetic separation state of the rare earth waste during the magnetic separation process and the analysis results of the equipment processing state of the recovery equipment, thereby obtaining a benefit evaluation result of magnetic separation of the rare earth waste.
[0108] The evaluation formula for the magnetic separation treatment benefit of the rare earth waste is:
[0109] ;
[0110] Where, is the efficiency of magnetic separation treatment of rare earth waste, a and b are the influence weights of equipment processing status and magnetic separation status, respectively.
[0111] Exemplarily, this embodiment combines the differences between the equipment processing status and the magnetic separation status to reflect the actual magnetic separation processing benefits.
[0112] In this embodiment, in step S5, based on the benefit evaluation results of the magnetic separation treatment of rare earth waste, an optimization and early warning of the subsequent recycling process of rare earth waste is performed, specifically including:
[0113] S51. Obtaining the evaluation results of the benefits of magnetic separation treatment of rare earth waste;
[0114] S52: Preset a threshold for the efficiency of magnetic separation treatment. When the evaluation result of the efficiency of magnetic separation treatment of rare earth waste is less than the threshold, optimize the subsequent recovery process of the rare earth waste and issue a warning. When the evaluation result of the efficiency of magnetic separation treatment of rare earth waste is greater than or equal to the threshold, continue the subsequent recovery of the rare earth waste. In this embodiment, the values of the set parameters (e.g., weights and thresholds) are obtained by: obtaining component composition data and magnetic characteristic data from multiple historical rare earth waste magnetic separation processes, and simultaneously obtaining equipment status data of corresponding recycling equipment; substituting the component composition data, magnetic characteristic data, and equipment status data into the evaluation formula for the efficiency of magnetic separation treatment of rare earth waste to calculate the efficiency of magnetic separation treatment of rare earth waste from multiple historical rare earth waste magnetic separation processes; obtaining a judgment result on whether the magnetic separation treatment of rare earth waste is efficient; importing the magnetic separation treatment efficiency and the corresponding judgment result on whether the magnetic separation treatment is efficient into fitting software, and outputting the values of the set parameters (e.g., weights and thresholds) that meet the accuracy of the magnetic separation treatment efficiency judgment.
[0115] Example 2
[0116] like Figure 2 As shown, this embodiment provides a rare earth waste recycling process monitoring system based on industrial data processing, including:
[0117] The data acquisition module is used to obtain the composition data and magnetic characteristic data of the rare earth waste during the rare earth waste magnetic separation process, and at the same time obtain the equipment status data of the recycling equipment; the rare earth waste magnetic separation state analysis module is used to import the composition data and magnetic characteristic data of the rare earth waste during the rare earth waste magnetic separation process into the rare earth waste magnetic separation state analysis model to analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process;
[0118] The equipment processing status analysis module is used to import the equipment status data of the recycling equipment into the recycling equipment processing status analysis model to analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process;
[0119] The magnetic separation treatment benefit evaluation module is used to evaluate the benefits of magnetic separation treatment of rare earth waste based on the analysis results of the magnetic separation status of rare earth waste during the magnetic separation process and the analysis results of the equipment treatment status of the recycling equipment;
[0120] The module for optimizing the subsequent recycling process of rare earth waste is used to optimize and warn the subsequent recycling process of rare earth waste based on the evaluation results of the magnetic separation treatment efficiency of rare earth waste;
[0121] The control module is used to control the operation of the data acquisition module, the rare earth waste magnetic separation state analysis module, the equipment processing state analysis module, the magnetic separation treatment benefit evaluation module, and the rare earth waste subsequent recovery process optimization module.
[0122] The above-mentioned parameters and steps for each unit module to realize the corresponding functions in the rare earth waste recycling process monitoring system based on industrial data processing of the present invention can be referred to the parameters and steps in the embodiment of the rare earth waste recycling process monitoring method based on industrial data processing above, and will not be repeated here.
[0123] Example 3
[0124] An electronic device according to an embodiment of the present invention includes a processor and a memory, wherein the memory stores a computer program callable by the processor, and the processor executes a method for monitoring the recycling process of rare earth waste based on industrial data processing by calling the computer program stored in the memory. It should be noted that all computer programs of the method for monitoring the recycling process of rare earth waste based on industrial data processing are implemented in C language, wherein the data acquisition module, rare earth waste magnetic separation state analysis module, equipment processing state analysis module, magnetic separation treatment benefit evaluation module, rare earth waste subsequent recycling process optimization module, and control module are all controlled by a remote server.
[0125] Throughout this specification, references to terms such as "one embodiment," "example," or "specific example" indicate that the specific features, structures, materials, or characteristics described in conjunction with that embodiment or example are included in at least one embodiment or example of the present invention. In this specification, schematic representations of these terms do not necessarily refer to the same embodiment or example. Furthermore, the specific features, structures, materials, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
[0126] The preferred embodiments of the present invention disclosed above are intended only to help illustrate the present invention. These preferred embodiments do not exhaustively describe all details, nor do they limit the present invention to the specific embodiments described. Obviously, many modifications and variations are possible based on the content of this specification. These embodiments are selected and described in detail in this specification to better explain the principles and practical applications of the present invention, thereby enabling those skilled in the art to better understand and utilize the present invention. The present invention is limited only by the claims and their full scope and equivalents.
Claims
1. A method for monitoring the recycling process of rare earth waste based on industrial data processing, characterized in that: The steps include: S1. Obtaining component composition data and magnetic characteristic data of rare earth waste during the rare earth waste magnetic separation process, and simultaneously obtaining equipment status data of the recycling equipment; S2. Importing the component composition data and magnetic characteristic data of the rare earth waste during the magnetic separation process into a rare earth waste magnetic separation state analysis model to analyze the magnetic separation state of the rare earth waste during the magnetic separation process; S3. Importing the equipment status data of the recycling equipment into the recycling equipment processing status analysis model to analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process; S4. Evaluate the benefits of magnetic separation of rare earth waste based on the analysis results of the magnetic separation status of rare earth waste during the magnetic separation process and the analysis results of the equipment processing status of the recycling equipment; S5. Based on the benefit evaluation results of magnetic separation treatment of rare earth waste, optimize and warn the subsequent recycling process of rare earth waste.
2. The method for monitoring the recovery process of rare earth waste based on industrial data processing according to claim 1, characterized in that: The step S2 analyzes the magnetic separation state of the rare earth waste during the magnetic separation of the rare earth waste, specifically including: S21. Extracting component composition data and magnetic characteristic data of rare earth waste during the magnetic separation process of rare earth waste; S22. Construct a rare earth waste magnetic separation state analysis model, import the component composition data and magnetic characteristic data into the rare earth waste magnetic separation state analysis model, analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process, and obtain the rare earth waste magnetic separation state analysis results during the rare earth waste magnetic separation process.
3. The method for monitoring the recovery process of rare earth waste based on industrial data processing according to claim 2, characterized in that: The construction process of the rare earth waste magnetic separation state analysis model in step S22 specifically includes: S221. Calculating a critical factor dc of the magnetic separation particle size of the rare earth waste during the magnetic separation process of the rare earth waste based on the component composition data and the magnetic characteristic data; S222. Measure the particle sizes of the particles in the rare earth waste during the magnetic separation process using a laser particle size analyzer, extract the median particle size from the measured particle sizes as dd; and calculate the magnetic separation critical particle size deviation index Kf based on the median particle size and the magnetic separation critical particle size factor dc; S223, importing the magnetic characteristic data into a magnetization state difference index calculation formula, calculating the magnetization state difference index Ch, and obtaining the magnetization state difference index Ch; S224. Analyzing the magnetic separation state of the rare earth waste during the magnetic separation process based on the calculated magnetic separation critical particle size deviation index and the magnetization state difference index, and obtaining an analysis result of the magnetic separation state of the rare earth waste during the magnetic separation process; Among them, the calculation formula for the magnetic separation state of rare earth waste is: ; Where CF is the magnetic separation state of rare earth waste, and Rmax is the designed maximum separation efficiency of the recycling equipment.
4. The method for monitoring the recovery process of rare earth waste based on industrial data processing according to claim 3, characterized in that: The step S3 analyzes the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process, specifically including the following steps: S31, extracting equipment status data of the recycling equipment; S22. Construct a recycling equipment processing status analysis model, import the equipment status data of the recycling equipment into the recycling equipment processing status analysis model, analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process, and obtain the equipment processing status analysis results of the recycling equipment during the rare earth waste magnetic separation process.
5. The method for monitoring the recovery process of rare earth waste based on industrial data processing according to claim 4, characterized in that: The construction process of the recycling equipment processing status analysis model in step S32 includes the following specific steps: S321. Obtaining device status data of the recycling device; S322. Calculating the device processing status of the recycling device based on the device status data of the recycling device; The calculation formula for the equipment processing status of the recycling equipment is: ; Where Ps is the equipment processing status of the recycling equipment, is the magnetic separation efficiency factor, Sh is the equipment magnetic field stability index, Eu is the unit energy consumption efficiency of the recovery equipment, and Emax is the maximum unit energy consumption efficiency of the recovery equipment. is the magnetic energy conversion factor.
6. The method for monitoring the recovery process of rare earth waste based on industrial data processing according to claim 5, characterized in that: In step S4, the benefits of magnetic separation treatment of rare earth waste are evaluated based on the analysis results of the magnetic separation state of rare earth waste in the magnetic separation process of rare earth waste and the analysis results of the equipment processing state of the recycling equipment, including the following specific steps: S41. Obtaining the analysis results of the magnetic separation state of the rare earth waste during the magnetic separation process, and simultaneously obtaining the analysis results of the equipment processing state analysis of the recycling equipment during the magnetic separation process; S42. Evaluate the benefits of magnetic separation of the rare earth waste based on the analysis results of the magnetic separation state of the rare earth waste during the magnetic separation process and the analysis results of the equipment processing state of the recovery equipment, thereby obtaining a benefit evaluation result of magnetic separation of the rare earth waste. The evaluation formula for the magnetic separation treatment benefit of the rare earth waste is: ; Where, is the efficiency of magnetic separation treatment of rare earth waste, a and b are the influence weights of equipment processing status and magnetic separation status, respectively.
7. The method for monitoring the recovery process of rare earth waste based on industrial data processing according to claim 6, characterized in that: In step S5, based on the benefit evaluation results of the magnetic separation treatment of rare earth waste, an optimization and early warning of the subsequent recycling process of rare earth waste is performed, which specifically includes: S51. Obtaining the evaluation results of the benefits of magnetic separation treatment of rare earth waste; S52. A magnetic separation treatment benefit threshold is preset. When the magnetic separation treatment benefit evaluation result of rare earth waste is less than the magnetic separation treatment benefit threshold, an optimization warning is issued for the subsequent recycling process of rare earth waste; when the magnetic separation treatment benefit evaluation result of rare earth waste is greater than or equal to the magnetic separation treatment benefit threshold, the subsequent recycling of rare earth waste continues.
8. A rare earth waste recycling process monitoring system based on industrial data processing, used to implement the rare earth waste recycling process monitoring method based on industrial data processing according to any one of claims 1 to 7, characterized in that: The system comprises: The data acquisition module is used to obtain the composition data and magnetic characteristic data of the rare earth waste during the rare earth waste magnetic separation process, and at the same time obtain the equipment status data of the recycling equipment; the rare earth waste magnetic separation state analysis module is used to import the composition data and magnetic characteristic data of the rare earth waste during the rare earth waste magnetic separation process into the rare earth waste magnetic separation state analysis model to analyze the rare earth waste magnetic separation state during the rare earth waste magnetic separation process; The equipment processing status analysis module is used to import the equipment status data of the recycling equipment into the recycling equipment processing status analysis model to analyze the equipment processing status of the recycling equipment during the rare earth waste magnetic separation process; The magnetic separation treatment benefit evaluation module is used to evaluate the benefits of magnetic separation treatment of rare earth waste based on the analysis results of the magnetic separation status of rare earth waste during the magnetic separation process and the analysis results of the equipment treatment status of the recycling equipment; The module for optimizing the subsequent recycling process of rare earth waste is used to optimize and warn the subsequent recycling process of rare earth waste based on the evaluation results of the magnetic separation treatment efficiency of rare earth waste; A control module is used to control the operation of the data acquisition module, the rare earth waste magnetic separation state analysis module, the equipment processing state analysis module, the magnetic separation treatment benefit evaluation module, and the rare earth waste subsequent recovery process optimization module.
9. An electronic device comprising: A processor and a memory, wherein the memory stores a computer program that can be called by the processor; characterized in that the processor executes the rare earth waste recycling process monitoring method based on industrial data processing as described in any one of claims 1 to 7 by calling the computer program stored in the memory.
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