A method for quickly preparing electrolyte
By employing a standardized process of table lookup-calculation-table lookup and the law of conservation of mass, combined with authoritative data tables, the problems of concentration accuracy and efficiency in the preparation of lead-acid battery electrolytes have been solved, enabling rapid and accurate electrolyte preparation that meets the needs of both laboratory and industrial production.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- TIANNENG BATTERY GRP (JIANGXI) CO LTD
- Filing Date
- 2026-01-30
- Publication Date
- 2026-06-23
AI Technical Summary
In the existing technology, the concentration accuracy of lead-acid battery electrolyte preparation is difficult to control, the calculation is cumbersome and time-consuming, the efficiency is low, and it is difficult to meet the flexibility of laboratory research and development and the batch requirements of industrial production.
A standardized process of table lookup-calculation-table lookup is adopted, combined with the law of conservation of mass and authoritative data tables. By establishing a gradient ratio table through the direct correlation between density and concentration, the preparation process is simplified and the concentration error is ensured to be within ±0.5%.
It significantly shortens the electrolyte preparation time, improves preparation efficiency, and controls the concentration error within ±0.5%, meeting the needs of laboratory flexibility and industrial production.
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Figure CN122267321A_ABST
Abstract
Description
Technical Field
[0001] This invention belongs to the field of lead-acid battery technology, and more specifically, relates to a method for rapid preparation of electrolyte. Background Technology
[0002] Lead-acid batteries are secondary batteries that store and release electrical energy through electrochemical reactions. Their positive electrode active material is lead dioxide (PbO2), the negative electrode active material is spongy lead (Pb), and the electrolyte is dilute sulfuric acid (H2SO4). During discharge, the positive and negative electrode materials react with sulfuric acid to produce lead sulfate (PbSO4) and water; during charging, the reaction reverses, restoring the original substances. They are popular due to their low cost, mature technology, and high reliability.
[0003] In scientific research in the lead-acid battery industry, it is often necessary to prepare sulfuric acid solutions of different concentrations. In the past, when preparing sulfuric acid solutions, calculations were required to accurately prepare the required concentration. The calculation process was cumbersome, prone to errors, time-consuming, and inefficient. Summary of the Invention
[0004] The purpose of this invention is to address the shortcomings of existing technologies. By establishing a standardized "lookup-calculation-lookup" process, combined with the dual guarantees of the law of conservation of mass and authoritative data tables, this invention reduces electrolyte preparation time by more than 80%, controls concentration error within ±0.5%, and fundamentally solves the technical challenge of balancing precision and efficiency in electrolyte preparation in the lead-acid battery industry by utilizing a gradient ratio table covering the full density range of 1.20-1.30 g / cm³. This also meets the flexibility requirements of laboratory research and development as well as the batch production requirements of industrial production. Therefore, this invention proposes a rapid electrolyte preparation method.
[0005] To achieve the above objectives, the present invention provides the following technical solution:
[0006] A method for rapid preparation of electrolyte includes the following steps:
[0007] S1. Determine the density of the high-density acid used at the standard temperature;
[0008] S2. Determine the density of the low-density acid to be prepared at the standard temperature;
[0009] S3. Determine the percentage content of sulfuric acid corresponding to the two densities by referring to the table;
[0010] S4. The required amount will be calculated using the principle of equal pure acid quantity;
[0011] S5. Compile tables for different densities and dosages.
[0012] Preferably, in step S1, the baseline parameters of the high-density sulfuric acid solution are specified to ensure the accuracy of subsequent calculations; the density of the high-density sulfuric acid solution at a standard temperature of 25°C is found to be 1.840 g / cm³; and the mass percentage of sulfuric acid corresponding to this density is recorded.
[0013] The density of high-density acid at standard temperature refers to the mass of a unit volume of acid solution under standard conditions. It is a core parameter characterizing its concentration and chemical properties. This is mainly reflected in three aspects: first, it serves as a benchmark value for proportioning calculations to ensure accurate electrolyte concentration; second, it simplifies the preparation process through the correspondence between density and concentration; and third, it ensures the repeatability of experiments / production and avoids concentration deviations caused by temperature fluctuations.
[0014] Preferably, in step S1, the precise density parameter ensures that the electrolyte has optimal ionic conductivity and electrochemical reactivity, thereby improving the energy conversion efficiency of the battery; at the same time, it avoids plate corrosion and sulfation problems caused by concentration deviation, effectively extending the battery's service life.
[0015] Preferably, in step S2, the required electrolyte density is determined according to the battery type; if the target density is not standard, its applicability needs to be verified through literature; when determining the density, the battery design parameters, operating temperature range and service life requirements need to be comprehensively considered to ensure that the finally selected density can provide sufficient ionic conductivity and avoid problems such as plate corrosion and dendrite growth.
[0016] Preferably, in S2, the density of the low-density acid at a standard temperature of 25°C refers to the mass concentration parameter of the target electrolyte under standard conditions, typically between 1.20-1.30 g / cm³, which is a core indicator for lead-acid battery electrolyte preparation. This is primarily reflected in its role as the target benchmark for electrolyte preparation, directly determining the battery's ionic conductivity, low-temperature start-up performance, and electrochemical reaction efficiency. Precise control of this parameter can optimize the activity and stability of the sulfuric acid electrolyte, thereby balancing the battery's capacity output, cycle life, and corrosion resistance. This is a key technical element ensuring optimal performance of lead-acid batteries.
[0017] Preferably, in step S3, the precise sulfuric acid mass percentage corresponding to high and low density electrolytes is quickly obtained through a pre-made sulfuric acid density-concentration comparison table. In actual operation, an authoritative data table at a standard temperature of 25°C is required. The corresponding sulfuric acid concentration can be directly obtained by inputting the target density value. This method avoids complex formula calculations, significantly improves preparation efficiency, and ensures data authority.
[0018] The core significance is: (1) to establish a direct relationship between density and chemical composition, ensuring the scientific nature of electrolyte ratio; (2) to provide accurate input parameters for subsequent calculation of "equal amount of pure acid", which is a key bridge connecting theoretical design and actual preparation; when executing, attention should be paid to temperature consistency. If the actual temperature deviates from the standard value, density correction should be performed according to the coefficient of 0.0007 g / cm³·℃ before referring to the table.
[0019] Preferably, in step S3, the percentage content of sulfuric acid can be quickly obtained by consulting a standard density-concentration comparison table, which can significantly improve the efficiency and accuracy of electrolyte preparation. This step directly avoids the complex chemical calculation process and transforms the traditional time-consuming theoretical derivation into a standardized operation that can be used immediately. This not only shortens the preparation time by about 80%, but also ensures that the concentration error is controlled within ±0.3%.
[0020] The core effects are: (1) achieving “one-click” precise proportioning, greatly reducing the risk of human calculation errors; (2) ensuring that electrolytes prepared in different batches and different laboratories have high consistency; (3) providing a reliable data basis for subsequent pure acid quantity calculation, so that the entire preparation process is both scientifically rigorous and meets the high efficiency requirements of industrial production.
[0021] Preferably, in step S4, based on the core principle of "mass conservation of pure sulfuric acid in the solution before and after preparation," the mixing ratio of high-density acid and dilution water is accurately determined through mathematical calculation. Specifically, the percentage content of sulfuric acid in the high-density and low-density acids obtained from a table is first obtained and substituted into the formula:
[0022] M1×W1=M2×W2
[0023] Where M1 is the mass of high-density acid, W1 is its concentration; M2 is the mass of the target electrolyte, and W2 is the target concentration;
[0024] This calculation can accurately determine the required mass ratio of high-density acid and pure water. The value of this method is that: (1) it ensures the accuracy of concentration by means of the law of conservation of mass, and the error can be controlled within ±0.5%; (2) it is applicable to the calculation of any target concentration and has universality; (3) it provides theoretical support for the subsequent compilation of standardized proportioning tables. When performing this method, attention should be paid to using a precise electronic balance for weighing and considering the influence of temperature on volume measurement.
[0025] Preferably, in S4, by strictly following the law of conservation of mass, the total amount of sulfuric acid in the electrolyte preparation process is precisely controlled; the core effects are: (1) achieving a high degree of scientificity in the ratio calculation, controlling the concentration error within ±0.5%, and significantly improving the chemical stability of the electrolyte; (2) simplifying the complex calculation process, quickly determining the precise ratio of high-density acid and water through standardized formulas, and improving the operating efficiency by more than 60%; (3) providing a unified and reliable calculation method for the preparation of electrolytes of different concentrations, ensuring experimental repeatability and production consistency.
[0026] Preferably, in step S5, by systematically organizing the ratio data of electrolytes with different target densities, a standardized quick lookup table is established to achieve high efficiency and standardization in electrolyte preparation;
[0027] In specific implementation, the key parameters such as the amount of high-density acid, the amount of pure water added, and the mass ratio corresponding to different density electrolytes calculated in steps S1-S4 are compiled into a structured table according to the gradient difference. The core value of this method is: (1) transforming complex theoretical calculations into an "instant access" operation guide, thereby improving the preparation efficiency by more than 90%; (2) ensuring the consistency of the ratio between the laboratory and the production line, with the error controlled within ±0.3%; (3) reducing the risk of human error through standardized data management.
[0028] Technical effects and advantages of the present invention: Compared with the prior art, the rapid electrolyte preparation method provided by the present invention achieves three major breakthroughs through three innovative means: standardized table lookup method, pure acid quantity conservation calculation, and ratio tabulation.
[0029] (1) The traditional preparation process that relies on complex calculations is transformed into a standardized process of "lookup table - calculation - lookup table", which reduces the operation time by more than 80%;
[0030] (2) Through the dual protection of the law of conservation of mass and authoritative data tables, the concentration error is reduced from ±2% of the traditional method to within ±0.5%;
[0031] (3) The established gradient ratio table can cover the full density range of 1.20-1.30 g / cm³, which not only meets the flexibility requirements of laboratory research and development, but also adapts to the batch requirements of industrial production, fundamentally solving the technical problem that the electrolyte preparation accuracy and efficiency of the lead-acid battery industry are difficult to balance. Attached Figure Description
[0032] Figure 1 This is a flowchart of the method of the present invention. Detailed Implementation
[0033] To make the objectives, technical solutions, and advantages of this invention clearer, the invention will be further described in detail below with reference to specific embodiments. It should be understood that the specific embodiments described herein are merely illustrative and not intended to limit the invention. All other embodiments obtained by those skilled in the art based on the embodiments of this invention without inventive effort are within the scope of protection of this invention.
[0034] Example 1
[0035] In summary, the present invention provides a rapid electrolyte preparation method, comprising the following steps:
[0036] S1. Determine the density of the high-density acid used at the standard temperature;
[0037] S2. Determine the density of the low-density acid to be prepared at the standard temperature;
[0038] S3. Determine the percentage content of sulfuric acid corresponding to the two densities by referring to the table;
[0039] S4. The required amount will be calculated using the principle of equal pure acid quantity;
[0040] S5. Compile tables for different densities and dosages.
[0041] In S1, the baseline parameters of the high-density sulfuric acid solution are specified to ensure the accuracy of subsequent calculations; the density of the high-density sulfuric acid solution (such as commercially available concentrated sulfuric acid) at a standard temperature of 25°C is found to be 1.840 g / cm³; the mass percentage of sulfuric acid corresponding to this density is recorded (e.g., 98%).
[0042] The density of high-density acid at standard temperature (usually 25℃) refers to the mass of a unit volume of acid solution under standard conditions. It is a core parameter characterizing its concentration and chemical properties. This is mainly reflected in three aspects: First, it serves as a benchmark value for proportioning calculations, ensuring accurate electrolyte concentration; second, it simplifies the preparation process through the correspondence between density and concentration (e.g., 1.840 g / cm³ corresponds to 98% sulfuric acid); and third, it ensures the repeatability of experiments / production, avoiding concentration deviations caused by temperature fluctuations.
[0043] In S1, precise density parameters ensure that the electrolyte has optimal ionic conductivity and electrochemical reactivity, thereby improving the battery's energy conversion efficiency; at the same time, it avoids plate corrosion and sulfation problems caused by concentration deviations, effectively extending the battery's service life.
[0044] In S2, the required electrolyte density (e.g., 1.280 g / cm³) is determined according to the battery type (e.g., starting type, energy storage type). If the target density is not standard, its applicability needs to be verified through literature. When determining the density, the battery design parameters, operating temperature range and service life requirements need to be comprehensively considered to ensure that the final selected density can provide sufficient ionic conductivity and avoid problems such as plate corrosion and dendrite growth.
[0045] In S2, the density of low-density acid at a standard temperature of 25°C refers to the mass concentration parameter of the target electrolyte under standard conditions, typically between 1.20-1.30 g / cm³. It is a core indicator for lead-acid battery electrolyte formulation; its main significance lies in: serving as the target benchmark for electrolyte formulation, directly determining the battery's ionic conductivity, low-temperature start-up performance, and electrochemical reaction efficiency; and by precisely controlling this parameter, the activity and stability of the sulfuric acid electrolyte can be optimized, thereby balancing the battery's capacity output, cycle life, and corrosion resistance. This is a key technical element for ensuring the optimal performance of lead-acid batteries.
[0046] In S3, a pre-prepared sulfuric acid density-concentration reference table is used to quickly obtain the precise sulfuric acid mass percentage corresponding to high and low density electrolytes. In actual operation, an authoritative data table at a standard temperature of 25°C (such as the IUPAC standard table) is required. By inputting the target density value, the corresponding sulfuric acid concentration can be directly obtained (e.g., a density of 1.28 g / cm³ corresponds to approximately 37% sulfuric acid). This method avoids complex formula calculations, significantly improves preparation efficiency, and ensures data authority.
[0047] The core significance is: (1) to establish a direct relationship between density and chemical composition, ensuring the scientific nature of electrolyte ratio; (2) to provide accurate input parameters for subsequent calculation of "equal amount of pure acid", which is a key bridge connecting theoretical design and actual preparation; when executing, attention should be paid to temperature consistency. If the actual temperature deviates from the standard value, density correction should be performed according to the coefficient of 0.0007 g / cm³·℃ before referring to the table.
[0048] In S3, the percentage content of sulfuric acid can be quickly obtained by consulting the standard density-concentration comparison table, which can significantly improve the efficiency and accuracy of electrolyte preparation. This step directly avoids the complex chemical calculation process and transforms the traditional time-consuming theoretical derivation into a standardized operation that can be used immediately. This not only shortens the preparation time by about 80%, but also ensures that the concentration error is controlled within ±0.3%.
[0049] The core effects are: (1) achieving “one-click” precise proportioning, greatly reducing the risk of human calculation errors; (2) ensuring that electrolytes prepared in different batches and different laboratories have high consistency; (3) providing a reliable data basis for subsequent pure acid quantity calculation, so that the entire preparation process is both scientifically rigorous and meets the high efficiency requirements of industrial production.
[0050] In S4, based on the core principle of "mass conservation of pure sulfuric acid in the solution before and after preparation," the mixing ratio of high-density acid and dilution water is precisely determined through mathematical calculations. In practice, the percentage of sulfuric acid in the high-density and low-density acids obtained from a table is first obtained and then substituted into the formula:
[0051] M1×W1=M2×W2
[0052] Where M1 is the mass of high-density acid, W1 is its concentration; M2 is the mass of the target electrolyte, and W2 is the target concentration;
[0053] This calculation can accurately determine the required mass ratio of high-density acid and pure water (e.g., to prepare an electrolyte of 1.28 g / cm³, 1.40 g / cm³ acid and water should be mixed at a ratio of 2.3:1). The value of this method is: (1) It ensures the accuracy of concentration by means of the law of conservation of mass, and the error can be controlled within ±0.5%; (2) It is applicable to the calculation of any target concentration and has universality; (3) It provides theoretical support for the subsequent compilation of standardized proportioning tables. When performing this method, attention should be paid to using a precise electronic balance for weighing and considering the influence of temperature on volume measurement.
[0054] In S4, by strictly following the law of conservation of mass, the total amount of sulfuric acid in the electrolyte preparation process is precisely controlled; the core effects are: (1) achieving a high degree of scientificity in the ratio calculation, controlling the concentration error within ±0.5%, and significantly improving the chemical stability of the electrolyte; (2) simplifying the complex calculation process, quickly determining the precise ratio of high-density acid and water through standardized formulas, and improving the operation efficiency by more than 60%; (3) providing a unified and reliable calculation method for the preparation of electrolytes of different concentrations, ensuring experimental repeatability and production consistency.
[0055] In S5, by systematically organizing the ratio data of electrolytes with different target densities, a standardized quick lookup table is established to achieve high efficiency and standardization in electrolyte preparation.
[0056] In practice, the key parameters such as the amount of high-density acid, the amount of pure water added, and the mass ratio corresponding to different density electrolytes (e.g., the range of 1.20-1.30 g / cm³) calculated in steps S1-S4 are compiled into a structured table according to the gradient difference (e.g., 0.01 g / cm³ interval) (as shown in the example below).
[0057] The specific gravity required to prepare 1 kg of sulfuric acid solution Required 1.4 kg of sulfuric acid solution Residual pure water volume (kg) 1.4 Acid wt: Pure water wt 1.400 1.0000 0.0000 / 1.399 0.9980 0.0020 506.70 1.398 0.9961 0.0039 252.85 ︙ ︙ ︙ ︙ 1.250 0.6742 0.3258 2.07 1.249 0.6719 0.3281 2.05 1.248 0.6695 0.3305 2.03 ︙ ︙ ︙ ︙ 1.220 0.6029 0.3971 1.52 1.219 0.6006 0.3994 1.50 1.218 0.5980 0.4020 1.49
[0058] The core value of this method is: (1) transforming complex theoretical calculations into "ready-to-use" operation guidelines, thereby increasing preparation efficiency by more than 90%; (2) ensuring consistency between laboratory and production line ratios, with errors controlled within ±0.3%; and (3) reducing the risk of human error through standardized data management.
[0059] Finally, it should be noted that the above description is only a preferred embodiment of the present invention and is not intended to limit the present invention. Although the present invention has been described in detail with reference to the foregoing embodiments, those skilled in the art can still modify the technical solutions described in the foregoing embodiments or make equivalent substitutions for some of the technical features. Any modifications, equivalent substitutions, improvements, etc., made within the spirit and principles of the present invention should be included within the protection scope of the present invention.
Claims
1. A method for rapid preparation of electrolyte, characterized in that: Includes the following steps: S1. Determine the density of the high-density acid used at the standard temperature; S2. Determine the density of the low-density acid to be prepared at the standard temperature; S3. Determine the percentage content of sulfuric acid corresponding to the two densities by referring to the table; S4. The required amount will be calculated using the principle of equal pure acid quantity; S5. Compile tables for different densities and dosages.
2. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In step S1, the baseline parameters of the high-density sulfuric acid solution are specified to ensure the accuracy of subsequent calculations; the density of the high-density sulfuric acid solution at a standard temperature of 25°C is found to be 1.840 g / cm³; the mass percentage of sulfuric acid corresponding to this density is recorded. The density of high-density acid at standard temperature refers to the mass of a unit volume of acid solution under standard conditions. It is a core parameter characterizing its concentration and chemical properties. This is mainly reflected in three aspects: first, it serves as a benchmark value for proportioning calculations to ensure accurate electrolyte concentration; second, it simplifies the preparation process through the correspondence between density and concentration; and third, it ensures the repeatability of experiments / production and avoids concentration deviations caused by temperature fluctuations.
3. The method for rapid preparation of electrolyte according to claim 2, characterized in that: In S1, precise density parameters ensure that the electrolyte has optimal ionic conductivity and electrochemical reactivity, thereby improving the energy conversion efficiency of the battery; at the same time, it avoids plate corrosion and sulfation problems caused by concentration deviation, effectively extending the battery's service life.
4. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In step S2, the required electrolyte density is determined according to the type of battery. If the target density is not standard, its applicability needs to be verified through literature. When determining the density, the battery design parameters, operating temperature range and service life requirements need to be comprehensively considered to ensure that the final selected density can provide sufficient ionic conductivity while avoiding problems such as plate corrosion and dendrite growth.
5. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In S2, the density of low-density acid at a standard temperature of 25°C refers to the mass concentration parameter of the target electrolyte under standard conditions, typically between 1.20-1.30 g / cm³. It is a core indicator for lead-acid battery electrolyte preparation; primarily, it serves as the target benchmark for electrolyte preparation, directly determining the battery's ionic conductivity, low-temperature start-up performance, and electrochemical reaction efficiency. By precisely controlling this parameter, the activity and stability of the sulfuric acid electrolyte can be optimized, thereby balancing the battery's capacity output, cycle life, and corrosion resistance. This is a key technical element for ensuring optimal performance of lead-acid batteries.
6. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In step S3, the precise sulfuric acid mass percentage corresponding to high and low density electrolytes is quickly obtained through a pre-made sulfuric acid density-concentration comparison table. In actual operation, an authoritative data table at a standard temperature of 25°C is required. The corresponding sulfuric acid concentration can be directly obtained by inputting the target density value. This method avoids complex formula calculations, significantly improves preparation efficiency, and ensures data authority. The core significance is: (1) to establish a direct relationship between density and chemical composition, ensuring the scientific nature of electrolyte ratio; (2) to provide accurate input parameters for subsequent calculation of "equal amount of pure acid", which is a key bridge connecting theoretical design and actual preparation; when executing, attention should be paid to temperature consistency. If the actual temperature deviates from the standard value, density correction should be performed according to the coefficient of 0.0007 g / cm³·℃ before referring to the table.
7. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In step S3, the percentage content of sulfuric acid can be quickly obtained by consulting a standard density-concentration comparison table, which can significantly improve the efficiency and accuracy of electrolyte preparation. This step directly avoids the complex chemical calculation process and transforms the traditional time-consuming theoretical derivation into a standardized operation that can be used immediately. This not only shortens the preparation time by about 80%, but also ensures that the concentration error is controlled within ±0.3%. The core effects are: (1) achieving "one-click" precise proportioning, greatly reducing the risk of human calculation errors; (2) ensuring that electrolytes prepared in different batches and different laboratories have high consistency; (3) providing a reliable data basis for subsequent pure acid quantity calculation, so that the entire preparation process is both scientifically rigorous and meets the high efficiency requirements of industrial production.
8. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In step S4, based on the core principle of "mass conservation of pure sulfuric acid in the solution before and after preparation," the mixing ratio of high-density acid and dilution water is precisely determined through mathematical calculation. Specifically, the percentage content of sulfuric acid in the high-density and low-density acids obtained from a table is first obtained and substituted into the formula: M1×W1=M2×W2 Where M1 is the mass of high-density acid, W1 is its concentration; M2 is the mass of the target electrolyte, and W2 is the target concentration; This calculation can accurately determine the required mass ratio of high-density acid and pure water. The value of this method is that: (1) it ensures the accuracy of concentration by means of the law of conservation of mass, and the error can be controlled within ±0.5%; (2) it is applicable to the calculation of any target concentration and has universality; (3) it provides theoretical support for the subsequent compilation of standardized proportioning tables. When performing this method, attention should be paid to using a precise electronic balance for weighing and considering the influence of temperature on volume measurement.
9. The method for rapid preparation of electrolyte according to claim 8, characterized in that: In S4, by strictly following the law of conservation of mass, the total amount of sulfuric acid in the electrolyte preparation process is precisely controlled; the core effects are: (1) achieving a high degree of scientificity in the ratio calculation, controlling the concentration error within ±0.5%, and significantly improving the chemical stability of the electrolyte; (2) simplifying the complex calculation process, quickly determining the precise ratio of high-density acid and water through standardized formulas, and improving the operation efficiency by more than 60%; (3) providing a unified and reliable calculation method for the preparation of electrolytes of different concentrations, ensuring experimental repeatability and production consistency.
10. The method for rapid preparation of electrolyte according to claim 1, characterized in that: In step S5, by systematically organizing the ratio data of electrolytes with different target densities, a standardized quick lookup table is established to achieve efficient and standardized electrolyte preparation. In specific implementation, the key parameters such as the amount of high-density acid, the amount of pure water added, and the mass ratio corresponding to different density electrolytes calculated in steps S1-S4 are compiled into a structured table according to the gradient difference. The core value of this method is: (1) transforming complex theoretical calculations into an "instant access" operation guide, thereby increasing the preparation efficiency by more than 90%; (2) ensuring the consistency of the ratio between the laboratory and the production line, with the error controlled within ±0.3%; (3) reducing the risk of human error through standardized data management.