Preparation method and system of environment-friendly fire extinguishing agent

Abstract

The invention discloses a preparation method and system of an environment-friendly fire extinguishing agent, and relates to the technical field of artificial intelligence. The method comprises the steps that the drying temperature and the drying duration of raw materials are dynamically regulated and controlled based on the heat stability and water content change curve of the raw materials; in the active component synthesis process, the addition amount of reaction raw materials, the reaction time, the stirring speed and the reaction environment condition are automatically adjusted based on a preset reaction model and real-time feedback data; the rotating speed, the angle, the rotating direction and the mixing time of the stirring blades are automatically adjusted based on data in the mixing process, so that all the components are uniformly mixed; the gelatinous fire extinguishing agent is prepared on the basis of uniformly mixed materials, so that the problem that link parameters such as cleaning, drying, active component synthesis and mixing cannot be flexibly adjusted according to raw material characteristics and real-time reaction conditions in the prior art is solved; the quality of raw materials is influenced; the synthesis efficiency of active ingredients is low; the stability is poor; and the mixing uniformity is difficult to guarantee.

Description

Technical Field

[0001] The present invention relates to the technical field of artificial intelligence, and particularly to a preparation method and system for an environment-friendly fire extinguishing agent. Background Art

[0002] With the increasing emphasis on fire safety and environmental protection in society, the demand for environment-friendly fire extinguishing agents is becoming increasingly urgent. Traditional fire extinguishing agents have problems such as environmental pollution and strong corrosiveness, and it is difficult to meet the requirements of modern fire protection.

[0003] In the process of preparing fire extinguishing agents, there are many deficiencies in the existing technology; for example, when cleaning raw materials, cleaning liquids with fixed compositions and concentrations and a unified cleaning time are mostly used, and it is impossible to flexibly adjust according to the types of raw materials and the impurity conditions, resulting in poor cleaning effects or waste of resources; in the drying link, it is difficult to accurately control the temperature and duration according to the changes in the thermal stability and water content of the raw materials, affecting the quality of the raw materials; in the extraction and synthesis of active ingredients, there is a lack of automatic adjustment of reaction parameters based on real-time feedback data, resulting in low synthesis efficiency and poor stability of active ingredients; during the mixing process, the operating parameters of the stirring blades cannot change dynamically with the mixing process, and it is difficult to ensure the mixing uniformity.

[0004] Therefore, it is necessary to develop a preparation method for fire extinguishing agents that can comprehensively optimize each preparation link and achieve efficient, environment-friendly, and intelligent preparation. Summary of the Invention

[0005] In view of this, the present invention provides a preparation method and system for an environment-friendly fire extinguishing agent, which can ensure the high efficiency, intelligence, and stability of the preparation of the environment-friendly fire extinguishing agent and improve the quality of the environment-friendly fire extinguishing agent.

[0006] To achieve the above object, the present invention provides the following technical solutions:

[0007] A preparation method for an environment-friendly fire extinguishing agent, comprising:

[0008] Obtaining the type information of raw materials and the information on the impurities attached to the surface, determining the type of raw material cleaning liquid based on the type information, and calculating the concentration, flow rate, and cleaning time of the raw material cleaning liquid based on the information on the impurities attached to the surface;

[0009] After the cleaning is completed, dynamically adjusting the drying temperature and drying duration of the raw materials based on the thermal stability and water content change curves of the raw materials;

[0010] Extracting fire extinguishing active ingredients from natural plants, and during the synthesis of active ingredients, automatically adjusting the addition amount of reaction raw materials, reaction time, stirring rate, and reaction environment conditions based on a preset reaction model and real-time feedback data to ensure the efficient and stable synthesis of active ingredients;

[0011] Transport the pre-treated raw materials and active ingredients to an intelligent mixing device equipped with multiple sensors. The sensors collect the mixing process data in real time, and automatically adjust the rotation speed, angle, steering and mixing time of the stirring paddle based on the mixing process data to achieve uniform mixing of each component;

[0012] Prepare a gel-like fire extinguishing agent based on the uniformly mixed materials.

[0013] On the basis of the above technical solutions, the present invention can also be improved as follows:

[0014] Optionally, the dynamic regulation of the drying temperature of the raw materials based on the thermal stability and water content change curves of the raw materials includes:

[0015] Calculate the drying temperature of the raw materials through formula (1);

[0016]

[0017] In the formula, T is the drying temperature of the raw materials, S thermal is the thermal stability coefficient of the raw materials, C current is the current water content of the raw materials, C target is the target water content of the raw materials, a is the coefficient for adjusting the influence degree of thermal stability on the drying temperature, b is the coefficient for controlling the influence degree of the difference between the current water content and the target water content on the drying temperature, and c is the base temperature value.

[0018] Optionally, the dynamic regulation of the drying duration of the raw materials based on the thermal stability and water content change curves of the raw materials includes:

[0019] Calculate the drying duration of the raw materials through formula (2);

[0020]

[0021] In the formula, t is the drying duration of the raw materials, C0 is the initial water content of the raw materials, C t is the water content after time t, T is the drying temperature, k0 is the frequency factor related to the type of raw materials, E a is the activation energy of the drying process, and R is the universal gas constant.

[0022] Optionally, the automatic adjustment of the addition amount of reaction raw materials based on the preset reaction model and real-time feedback data includes:

[0023] Calculate the addition amount of the i-th reaction raw material through formula (3);

[0024]

[0025] In the formula, M i is the addition amount of the i-th reaction raw material, n targetis the target production amount of the target product, S i is the stoichiometric number of the i-th raw material in the preset reaction model, r i is the real-time reaction rate of the i-th raw material obtained based on the real-time feedback data, r total is the total real-time reaction rate of the entire reaction system, k i is the correction coefficient of the i-th raw material, t is the time that has already reacted currently, t total is the preset total reaction time.

[0026] Optionally, the preparation method of the environment-friendly fire extinguishing agent further includes:

[0027] Detect the gel-like fire extinguishing agent during the preparation process in real time, and obtain the quality data of the gel-like fire extinguishing agent;

[0028] Compare and analyze the quality data with the preset quality standard to obtain the quality problem analysis result.

[0029] Optionally, the preparation method of the environment-friendly fire extinguishing agent further includes:

[0030] Determine the corresponding fault handling plan based on the quality problem analysis result, and generate a fault prompt message.

[0031] Optionally, the preparation method of the environment-friendly fire extinguishing agent further includes:

[0032] If the fault prompt message is not processed within the preset time, send the fault handling plan to the corresponding fault handling personnel's user terminal, and the fault handling personnel take fault handling measures based on the fault handling plan.

[0033] The raw material cleaning liquid adjustment module is used to obtain the type information of the raw material and the information on the surface attached impurity situation, determine the type of the raw material cleaning liquid based on the type information, and calculate the concentration, flow rate and cleaning time of the raw material cleaning liquid based on the surface attached impurity situation information;

[0034] The raw material drying control module is used to, after the cleaning is completed, dynamically control the drying temperature and drying duration of the raw material based on the thermal stability of the raw material and the moisture content change curve;

[0035] The synthesis process adjustment module is used to extract the fire extinguishing active ingredients from natural plants, and during the synthesis process of the active ingredients, automatically adjust the addition amount of the reaction raw materials, the reaction time, the stirring rate and the reaction environment conditions based on the preset reaction model and the real-time feedback data to ensure the efficient and stable synthesis of the active ingredients;

[0036] A mixing process adjustment module is used to transport the preprocessed raw materials and active ingredients to an intelligent mixing device equipped with multiple sensors. The sensors collect mixing process data in real time, and automatically adjust the rotation speed, angle, steering, and mixing time of the stirring paddle based on the mixing process data to achieve uniform mixing of each component;

[0037] A preparation module is used to prepare a gel-like fire extinguishing agent based on the uniformly mixed materials.

[0038] An electronic device includes a memory, a processor, and a computer program stored on the memory and running on the processor. When the processor executes the computer program, the steps of the method are implemented.

[0039] A non-transitory computer-readable storage medium stores a computer program thereon. When the computer program is executed by a processor, the steps of the method are implemented.

[0040] The present invention has the following advantages:

[0041] In the preparation method of the environment-friendly fire extinguishing agent of the present invention, the type of cleaning liquid can be accurately determined according to the type of raw materials and the surface impurity situation, and the concentration, flow rate, and cleaning time of the cleaning liquid can be scientifically calculated to achieve efficient cleaning, avoid waste of raw materials or incomplete cleaning caused by improper cleaning, improve the pertinence and effectiveness of raw material treatment, and reduce cleaning costs and resource consumption.

[0042] In the preparation method of the environment-friendly fire extinguishing agent of the present invention, the drying temperature and duration are dynamically regulated based on the thermal stability and water content change curve of the raw materials, which can effectively avoid damage to the raw material characteristics due to too high temperature or insufficient or excessive drying caused by unreasonable drying duration, ensure the quality of the raw materials, improve the subsequent processing performance, and lay a foundation for the preparation of high-quality fire extinguishing agents.

[0043] In the preparation method of the environment-friendly fire extinguishing agent of the present invention, by using a preset reaction model combined with real-time feedback data, the addition amount of reaction raw materials, reaction time, stirring rate, and reaction environment conditions are automatically and accurately adjusted, greatly improving the efficiency and stability of the synthesis of active ingredients, increasing the yield of active ingredients, reducing side reactions, lowering production costs, and enhancing product performance.

[0044] In the preparation method of the environment-friendly fire extinguishing agent of the present invention, the mixing process data is collected by multiple sensors of the intelligent mixing device, and the rotation speed, angle, steering, and mixing time of the stirring paddle are automatically adjusted to ensure uniform mixing of each component, guarantee the consistency and stability of the quality of the final product fire extinguishing agent, optimize the product performance, and improve the fire extinguishing effect. BRIEF DESCRIPTION OF THE DRAWINGS

[0045] For the purpose of illustration rather than limitation, the present invention is described in conjunction with the embodiments and drawings of the present invention, wherein:

[0046] Figure 1 It is a schematic flow chart of the preparation method of the environment-friendly fire extinguishing agent in the embodiment of the present invention;

[0047] Figure 2 It is a schematic diagram of the main components of the preparation system of the environment-friendly fire extinguishing agent in the embodiment of the present invention;

[0048] Figure 3 It is a schematic diagram of the physical structure of the electronic device provided by the present invention. Specific embodiments

[0049] In order to enable those skilled in the art to better understand the solution of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, rather than all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of the present invention.

[0050] It should be noted that the terms "first", "second", etc. in the specification of the present invention and the above-mentioned drawings are used to distinguish similar objects, and are not necessarily used to describe a specific order or sequence. It should be understood that such data can be interchanged under appropriate circumstances so as to implement the embodiments of the present invention described here. In addition, the terms "comprising" and "having" and any variations thereof are intended to cover non-exclusive inclusion. For example, a process, method, system, product or device that includes a series of steps or units does not necessarily have to be limited to those steps or units clearly listed, but may include other steps or units not clearly listed or inherent to these processes, methods, products or devices.

[0051] It should be noted that, without conflict, the embodiments of the present invention and the features in the embodiments can be combined with each other. The embodiments of the present invention will be described in detail below in conjunction with the drawings.

[0052] Figure 1 It is a schematic flow chart of the preparation method of the environment-friendly fire extinguishing agent in the embodiment of the present invention. As Figure 1 shown, the preparation method of the environment-friendly fire extinguishing agent provided by the embodiment of the present invention includes the following steps S101 to S105.

[0053] S101, obtain the type information of the raw materials and the information on the surface-attached impurities, determine the type of the raw material cleaning liquid based on the type information, and calculate the concentration, flow rate and cleaning time of the raw material cleaning liquid based on the information on the surface-attached impurities.

[0054] First, through advanced image recognition technology and chemical analysis instruments, quickly obtain the type information of raw materials, and accurately identify whether the raw materials belong to categories such as algal polysaccharides, plant fibers, or natural gelling agents.

[0055] Meanwhile, use high-precision impurity detection sensors to comprehensively master the information on surface-attached impurities, such as the composition, coverage area, and density of impurities, and quantify them into specific data.

[0056] Based on this information, call the pre-established large raw material - cleaning liquid database to accurately determine the type of raw material cleaning liquid that matches it. For different raw materials, if it is an algal polysaccharide raw material, due to its chemical properties, it may be suitable for an acidic cleaning liquid; plant fiber raw materials may be more suitable for an alkaline cleaning liquid.

[0057] When calculating the concentration, flow rate, and cleaning time of the cleaning liquid, use a specific algorithm model. For

[0058] example, taking the quantified data of the impurity situation as the input, through the concentration calculation formula:

[0059] C = a×I + b

[0060] In the formula, C is the concentration of the cleaning liquid, I is the quantified value of the impurity amount, and a and b are coefficients determined according to experiments, and accurately calculate the concentration of the cleaning liquid.

[0061] The flow rate is calculated according to the characteristics of the cleaning equipment and the relationship between the concentration and the cleaning effect, using the flow meter

[0062] calculation formula:

[0063] F = c×I + d

[0064] In the formula, F is the flow rate, and c and d are coefficients. The cleaning time is also based on the impurity situation and the cleaning empirical formula:

[0065] T = e×I + f

[0066] In the formula, T is the cleaning time, and e and f are coefficients, thus realizing an efficient and accurate cleaning process.

[0067] S102, after completing the cleaning, based on the thermal stability and moisture content change curve of the raw material, dynamically adjust the drying temperature and drying duration of the raw material.

[0068] Calculate the drying temperature of the raw material through formula (1);

[0069]

[0070] In the formula, T is the drying temperature of the raw material, S thremal is the thermal stability coefficient of the raw material, C current is the current moisture content of the raw material, Ctarget is the target water content of the raw material, a is the coefficient for adjusting the influence degree of thermal stability on the drying temperature, b is the coefficient for controlling the influence degree of the difference between the current water content and the target water content on the drying temperature, and c is the base temperature value.

[0071] Based on the thermal stability and water content change curve of the raw material, dynamically regulate the drying duration of the raw material, including:

[0072] Calculate the drying duration of the raw material through formula (2);

[0073]

[0074] In the formula, t is the drying duration of the raw material, C0 is the initial water content of the raw material, C t is the water content after time t, T is the drying temperature, k0 is the frequency factor related to the raw material type, E a is the activation energy of the drying process, and R is the universal gas constant.

[0075] Accurately calculate the required drying duration to ensure that the raw material can be fully dried without affecting its quality due to over-drying.

[0076] S103, Extract the fire-extinguishing active ingredient from natural plants. During the synthesis of the active ingredient, based on the preset reaction model and real-time feedback data, automatically adjust the addition amount of reaction raw materials, reaction time, stirring rate, and reaction environment conditions to ensure the efficient and stable synthesis of the active ingredient.

[0077] Extract the fire-extinguishing active ingredient from natural plants using advanced technologies such as supercritical fluid extraction. Use a high-pressure pump to inject supercritical fluid (such as carbon dioxide) into the extraction kettle. By precisely controlling the temperature and pressure, the supercritical fluid has high solubility for the active ingredient in the plant raw material, thereby efficiently extracting the target active ingredient.

[0078] During the synthesis of the active ingredient, use advanced sensors to continuously monitor various parameters in the reaction system, such as reactant concentration, product concentration, reaction temperature, pressure, and pH value, etc., to form real-time feedback data. Based on the pre-established accurate reaction model, which comprehensively considers factors such as reaction kinetics, thermodynamics, and mass and heat transfer, use intelligent algorithms to automatically adjust the addition amount of reaction raw materials.

[0079] Calculate the addition amount of the i-th reaction raw material through formula (3);

[0080]

[0081] In the formula, M i is the addition amount of the i-th reaction raw material, n target is the target production amount of the target product, S iis the stoichiometric number of the i-th raw material in the preset reaction model, r i is the real-time reaction rate of the ith raw material obtained based on the real-time feedback data, r total is the total real-time reaction rate of the entire reaction system, k i is the correction coefficient of the i-th raw material, t is the current reaction time, t total is the preset total reaction time.

[0082] The reaction time is adjusted according to the real-time monitored product generation rate and the preset target product yield, using the reaction time calculation formula:

[0083]

[0084] Where t is the reaction time, t0 is the starting time, α is the deviation correction factor, P target is the target product yield, P current is the current product output, r product The rate of product formation ensures that the reaction is completed within the optimal time.

[0085] The stirring rate is automatically adjusted by the formula:

[0086]

[0087] Where υ is the stirring rate, υ0 is the initial stirring rate, C is the reactant concentration, C target is the target concentration, T is the reaction temperature, T ideal is the ideal temperature, r is the reaction rate, r ideal is the ideal reaction rate, k1, k2, and k3 are influence coefficients), and the optimal stirring effect is achieved based on real-time feedback data; the reaction environment conditions such as temperature, pressure, and pH value are precisely regulated through an automated control system based on the preset reaction model and real-time feedback data to ensure efficient and stable synthesis of the active ingredients.

[0088] S104, the pretreated raw materials and active ingredients are transported to an intelligent mixing device equipped with multiple sensors. The sensors collect mixing process data in real time and automatically adjust the speed, angle, direction and mixing time of the stirring blades based on the mixing process data to achieve uniform mixing of the ingredients.

[0089] The pre-treated raw materials and active ingredients are transported to the intelligent mixing equipment equipped with multiple sensors, which are equipped with ultrasonic sensors, pressure sensors, temperature sensors, concentration sensors, etc. Ultrasonic sensors are used to monitor the dispersion of materials, pressure sensors monitor the pressure changes during the mixing process in real time, temperature sensors ensure that the mixing process is carried out at an appropriate temperature, and concentration sensors detect the concentration distribution of each component of the material.

[0090] The sensor collects the data of the mixing process in real time and analyzes and processes these data through intelligent algorithms. For example, according to the calculation formula of mixing uniformity

[0091]

[0092] where U is the mixing uniformity, C i is the concentration at each sampling point, C average is the average concentration, n is the number of sampling points, and combined with the mixing time adjustment formula:

[0093]

[0094] where t is the mixing time, t0 is the initial mixing time, U target is the target mixing uniformity, η is the viscosity of the material, η0 is the preset viscosity, ρ is the density of the material, ρ0 is the preset density, k1, k2, and k3 are influence coefficients, automatically adjust the rotation speed, angle, steering, and mixing time of the stirring paddle. When the mixing uniformity does not reach the target value, strengthen the convection and diffusion of the material by adjusting the rotation speed, angle, and steering, and extend the mixing time until uniform mixing of each component is achieved.

[0095] S105, preparing a gel-like fire extinguishing agent based on the uniformly mixed material.

[0096] Prepare a gel-like fire extinguishing agent based on the uniformly mixed material. First, convey the mixed material to a reaction kettle, and add specific gelling agents and additives according to the characteristics of the required gel-like fire extinguishing agent. For example, if a gel-like fire extinguishing agent with high viscosity and good adhesion is needed, an appropriate amount of gelling agent such as sodium alginate can be added. By precisely controlling the temperature, stirring speed, and reaction time of the reaction kettle, the material reacts fully with the gelling agent to form a stable gel structure.

[0097] During the preparation process, use an on-line viscometer to monitor the viscosity change of the material in real time, adjust the reaction parameters according to the kinetic model of the gel formation process to ensure that the performance indicators such as the viscosity and fluidity of the gel-like fire extinguishing agent meet the requirements. At the same time, by adding appropriate amounts of preservatives, antifreeze agents and other additives, improve the storage stability and application range of the gel-like fire extinguishing agent. Finally, fill and package the prepared gel-like fire extinguishing agent to complete the preparation process of the entire environmentally friendly fire extinguishing agent.

[0098] The preparation method of the environmentally friendly fire extinguishing agent further includes:

[0099] Detect the gel-like fire extinguishing agent during the preparation process in real time to obtain the quality data of the gel-like fire extinguishing agent;

[0100] Compare and analyze the quality data with the preset quality standards to obtain the quality problem analysis results.

[0101] Determine the corresponding fault handling plan based on the quality problem analysis results, and generate fault prompt information.

[0102] If the fault prompt information is not processed within the preset time, send the fault handling plan to the corresponding fault handling personnel's client, and the fault handling personnel take fault handling measures based on the fault handling plan.

[0103] Figure 2 It is a schematic diagram of the main components of the preparation system of the environment-friendly fire extinguishing agent in the embodiment of the present invention. As Figure 2 shown, the preparation system 1 of the environment-friendly fire extinguishing agent provided by the embodiment of the present invention includes a raw material cleaning liquid adjustment module 10, a raw material drying control module 20, a synthesis process adjustment module 30, a mixing process adjustment module 40, and a preparation module 50.

[0104] The raw material cleaning liquid adjustment module 10 is used to obtain the type information of the raw materials and the information on the surface attached impurities, determine the type of the raw material cleaning liquid based on the type information, and calculate the concentration, flow rate, and cleaning time of the raw material cleaning liquid based on the information on the surface attached impurities;

[0105] The raw material drying control module 20 is used to, after completion of cleaning, dynamically control the drying temperature and drying duration of the raw materials based on the thermal stability of the raw materials and the water content change curve;

[0106] The synthesis process adjustment module 30 is used to extract the fire extinguishing active ingredients from natural plants, and during the synthesis process of the active ingredients, automatically adjust the addition amount of the reaction raw materials, the reaction time, the stirring rate, and the reaction environment conditions based on the preset reaction model and the real-time feedback data to ensure the efficient and stable synthesis of the active ingredients;

[0107] The mixing process adjustment module 40 is used to transport the pretreated raw materials and the active ingredients to an intelligent mixing device equipped with multiple sensors, the sensors collect the mixing process data in real time, and automatically adjust the rotation speed, angle, rotation direction, and mixing time of the stirring paddle blades based on the mixing process data to achieve uniform mixing of each component;

[0108] The preparation module 50 is used to prepare a gel-like fire extinguishing agent based on the uniformly mixed materials.

[0109] Figure 3 It is a schematic diagram of the physical structure of the electronic device provided by the embodiment of the present invention. As Figure 3 shown, the electronic device 60 includes: a processor 601 (processor), a memory 602 (memory), and a bus 603;

[0110] Among them, the processor 601 and the memory 602 complete communication with each other through the bus 603;

[0111] The processor 601 is configured to call program instructions in the memory 602 to execute the methods provided in the foregoing method embodiments, and to execute the methods provided in the embodiments of the present invention.

[0112] This embodiment provides a non-transitory computer-readable storage medium storing computer instructions that cause a computer to execute the methods provided in the embodiments of the present invention.

[0113] Those of ordinary skill in the art can understand that all or part of the steps of implementing the foregoing method embodiments can be completed by hardware associated with program instructions. The foregoing program can be stored in a computer-readable storage medium. When the program is executed, it performs the steps including the foregoing method embodiments; and the foregoing storage medium includes various storage media such as ROM, RAM, magnetic disks, or optical disks that can store program codes.

[0114] The above specific embodiments do not constitute a limitation on the protection scope of the present invention. Those skilled in the art should understand that various modifications, combinations, sub-combinations, and substitutions can occur depending on design requirements and other factors. Any modifications, equivalent substitutions, and improvements made within the spirit and principle of the present invention shall be included within the protection scope of the present invention.

Claims

1. A preparation method of an environment-friendly fire extinguishing agent, characterized in that, including: Obtain the type information of the raw materials and the information on the impurities attached to the surface, determine the type of the raw material cleaning liquid based on the type information, and calculate the concentration, flow rate, and cleaning time of the raw material cleaning liquid based on the information on the impurities attached to the surface; After the cleaning is completed, dynamically adjust the drying temperature and drying duration of the raw materials based on the thermal stability of the raw materials and the moisture content change curve; Extract the fire-extinguishing active ingredients from natural plants. During the synthesis of the active ingredients, automatically adjust the addition amount of the reaction raw materials, reaction time, stirring rate, and reaction environment conditions based on the preset reaction model and real-time feedback data to ensure the efficient and stable synthesis of the active ingredients; Transport the pretreated raw materials and active ingredients to an intelligent mixing device equipped with multiple sensors. The sensors collect the mixing process data in real time, and automatically adjust the rotation speed, angle, rotation direction, and mixing time of the stirring blades based on the mixing process data to achieve uniform mixing of each component; Prepare a gel-like fire extinguishing agent based on the uniformly mixed materials.

2. The preparation method of the environment-friendly fire extinguishing agent according to claim 1, characterized in that, The dynamically adjusting the drying temperature of the raw materials based on the thermal stability of the raw materials and the moisture content change curve includes: Calculating the drying temperature of the raw materials through formula (1); Where T is the drying temperature of the raw material, S thermal is the thermal stability coefficient of the raw material, C current is the current water content of the raw material, C target is the target water content of the raw material. a is the coefficient for adjusting the influence degree of thermal stability on the drying temperature, b is the coefficient for controlling the effect degree of the difference between the current water content and the target water content on the drying temperature, and c is the basic temperature value.

3. The preparation method of the environment-friendly fire extinguishing agent according to claim 2, characterized in that, The dynamically adjusting the drying duration of the raw materials based on the thermal stability of the raw materials and the moisture content change curve includes: Calculating the drying duration of the raw materials through formula (2); Where t is the drying duration of the raw material, C0 is the initial water content of the raw material, and C t is the water content after time t, T is the drying temperature, k0 is the frequency factor related to the type of raw material, and E a is the activation energy of the drying process, and R is the universal gas constant.

4. The preparation method of the environment-friendly fire extinguishing agent according to claim 3, characterized in that The automatically adjusting the addition amount of the reaction raw materials based on the preset reaction model and real-time feedback data includes: Calculating the addition amount of the i-th reaction raw material through formula (3); Where M i is the addition amount of the i-th reaction raw material, n target is the target production amount of the target product, S i is the stoichiometric number of the i-th raw material in the preset reaction model, r i is the real-time reaction rate of the i-th raw material obtained according to the real-time feedback data, r total is the total real-time reaction rate of the entire reaction system, k i is the correction coefficient of the i-th raw material, t is the time that has already reacted, t total is the preset total reaction time.

5. The preparation method of the environment-friendly fire extinguishing agent according to claim 1, characterized in that, The preparation method of the environment-friendly fire extinguishing agent further includes: Detect the gel-like fire extinguishing agent during the preparation process in real time to obtain the quality data of the gel-like fire extinguishing agent; Compare and analyze the quality data with the preset quality standard to obtain the quality problem analysis result.

6. The preparation method of the environment-friendly fire extinguishing agent according to claim 5, characterized in that, The preparation method of the environment-friendly fire extinguishing agent further includes: Determine the corresponding fault handling plan based on the quality problem analysis result and generate a fault prompt message.

7. The preparation method of the environment-friendly fire extinguishing agent according to claim 6, wherein, The preparation method of the environment-friendly fire extinguishing agent further includes: If the fault prompt message is not processed within the preset time, send the fault handling plan to the user terminal of the corresponding fault handling personnel, and the fault handling personnel take fault handling measures based on the fault handling plan.

8. A system for preparing an environmentally friendly fire extinguishing agent, characterized in that, including: A raw material cleaning liquid adjustment module, which is used to obtain the type information of the raw materials and the information on the impurities attached to the surface, determine the type of the raw material cleaning liquid based on the type information, and calculate the concentration, flow rate, and cleaning time of the raw material cleaning liquid based on the information on the impurities attached to the surface; A raw material drying control module, which is used to dynamically adjust the drying temperature and drying duration of the raw materials based on the thermal stability of the raw materials and the moisture content change curve after the cleaning is completed; A synthesis process adjustment module, which is used to extract the fire-extinguishing active ingredients from natural plants. During the synthesis of the active ingredients, automatically adjust the addition amount of the reaction raw materials, reaction time, stirring rate, and reaction environment conditions based on the preset reaction model and real-time feedback data to ensure the efficient and stable synthesis of the active ingredients; A mixing process adjustment module, configured to transport the pre-treated raw materials and active ingredients to an intelligent mixing device equipped with multiple sensors. The sensors collect mixing process data in real time, and automatically adjust the rotation speed, angle, rotation direction, and mixing time of the stirring paddle based on the mixing process data, so as to achieve uniform mixing of each component; A preparation module, configured to prepare a gel-like fire extinguishing agent based on the uniformly mixed materials.

9. An electronic device, comprising a memory, a processor, and a computer program stored on the memory and running on the processor, characterized in that, When the processor executes the computer program, the steps of the method according to any one of claims 1 to 7 are implemented.

10. A non-transitory computer-readable medium having a computer program stored thereon, characterized in that, When the computer program is executed by the processor, the steps of the method according to any one of claims 1 to 7 are implemented.

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