Slow cook-off test method and system based on real-time prediction of accelerated life test

Abstract

This invention provides a slow-burn test method and system based on real-time prediction of accelerated life testing, comprising: Step S1: calculating the initial remaining life of the product, applying a preset temperature to the product, and monitoring the remaining life of the product in real time; Step S2: when the life consumption of the product during the slow-burn process equals the real-time monitored remaining life of the product, performing stepwise stepped heating; Step S3: a temperature sensor monitors the temperature of the test product, and when the temperature fluctuation of the product is detected to meet the preset conditions, the control system is shut down. The technical solution provided by this invention, based on the exploration of the accelerated testing mechanism, fully utilizes the measured temperature of the product during accelerated testing, and comprehensively applies the real-time equivalent life calculation and slow-burn technology to implement product safety testing. It is novel, practical, and beneficial for reducing testing time and economic costs.

Description

Technical Field

[0001] This invention relates to the field of ammunition safety, and more specifically, to a slow-burn test method and system based on real-time prediction of accelerated life testing. Background Technology

[0002] Fire is a common occurrence in modern warfare and one of the most significant factors affecting ammunition safety. When ammunition catches fire during storage, transportation, or combat readiness, the external environment heats up very rapidly. If a fire breaks out in a nearby ammunition depot or workshop, even if the ammunition is not directly exposed to flames, the high-temperature airflow around it can still cause the temperature of the energetic materials inside the ammunition to rise over a long period, potentially reaching the detonation point and leading to a violent explosion.

[0003] To verify the ability of ammunition to withstand near-fire environments, both domestically and internationally, the "heat-combustion" method is commonly used. This test involves heating the ammunition at a constant rate until a reaction occurs, and then measuring the reaction temperature and intensity. This method simulates a near-fire environment, enabling the assessment of ammunition's thermal safety and improving the safety of ammunition equipment entering service.

[0004] This assessment method verified the thermal safety of ammunition, but failed to assess its thermal safety after long-term storage. Ammunition products are typically characterized by long-term storage and single-use. While stabilizers in the energetic materials of ammunition ensure their stability during long-term storage, physical and chemical changes occur over time. For example, propellants may absorb moisture, undergo thermal decomposition, and experience migration and efflorescence of plasticizers or liquid components, crystallization of crystalline compounds, and aging of polymeric components. These changes significantly affect the mechanical and thermal sensitivity of explosives, leading to substantial differences in the reaction of ammunition stored for different durations under fire conditions. Furthermore, thermal safety degrades with increasing storage time, and ammunition may even reach a critical thermal safety state towards the end of its lifespan, increasing safety risks.

[0005] To address the challenges of thermal safety assessment and verification for long-term stored ammunition, improve the accuracy of ammunition safety assessments, and reduce safety risks during ammunition use, this invention presents a slow-burn test method based on real-time prediction of accelerated life testing. This method accelerates product lifespan through a high-temperature environment and conducts real-time prediction of remaining lifespan during the accelerated lifespan process. Upon reaching the end of its lifespan, a simulated fire environment is applied until the ammunition reacts. Using this method for slow-burn testing enables long-term thermal safety assessment of ammunition, improving the accuracy of ammunition safety assessment results.

[0006] Patent document CN108182500A (application number: CN201810104642.4) discloses a method for predicting the reliability of ammunition storage based on accelerated life testing. This method aims to improve the prediction accuracy of ammunition storage reliability and address the problems of high computational load and difficulty in ensuring accuracy for small sample data in traditional prediction methods. The proposed steps are as follows: An improved global particle swarm optimization (IGPSO-BP) neural network model is established for the accelerated life test dataset. The particle positions in the particle swarm optimization algorithm are defined as the weights and thresholds in the BP neural network. The optimized network weight parameters are obtained by finding the optimal particle positions, maximizing the global search capability of the particle swarm optimization algorithm and fully utilizing the local search capability of the BP neural network. An indirect method is used to predict the reliability of ammunition storage. However, this invention does not utilize the measured temperature of the accelerated product test, nor does it comprehensively apply the real-time equivalent life calculation and slow combustion technology to implement product safety testing. Summary of the Invention

[0007] To address the shortcomings of existing technologies, the purpose of this invention is to provide a slow-burn test method and system based on real-time prediction of accelerated life testing.

[0008] A slow-burn test method based on real-time prediction of accelerated life test provided by the present invention includes:

[0009] Step S1: Calculate the initial remaining lifespan of the product, apply a preset temperature to the product, and monitor the remaining lifespan of the product in real time;

[0010] Step S2: When the product's slow baking process consumes the product's remaining lifespan as monitored in real time, perform step-by-step heating.

[0011] Step S3: The temperature sensor monitors the temperature of the test product. When the temperature fluctuation of the product is detected to meet the preset conditions, the control system is turned off.

[0012] Preferably, a preset temperature is used to accelerate the consumption of the lifespan and the remaining lifespan is estimated in real time. When the lifespan meets the preset conditions, the temperature is raised to start the combustion process.

[0013] The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time.

[0014] The variable factor prediction calculation is adopted, and the dynamic lifespan is predicted in real time using the measured temperature. The calculation factor changes with the measured temperature of the product.

[0015] An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

[0016] Preferably, in step S1:

[0017] The product lifespan is N0, the time elapsed from the time of passing inspection and entering the warehouse to the current time is N1, and the remaining product lifespan is N2.

[0018] N2 = N0 - N1

[0019] Apply high temperature T to the product F This consumes ammunition lifespan; different temperatures correspond to different acceleration factors, a. T The product temperature T is collected in real time by sensors deployed on the test product. i Any time period N i The equivalent lifespan is

[0020]

[0021] Real-time monitoring of the product's remaining lifespan during the testing process. T :

[0022]

[0023] Preferably, in step S2:

[0024] Determine the heating time point and calculate the lifetime consumption N of the slow combustion process. W Temperature rise rate r, accelerated aging temperature T0, expected reaction temperature T F Calculate the lifespan according to the lifespan calculation formula; when the remaining lifespan N T =N W At that time, the heating process will begin;

[0025] The control system controls the heating device to heat according to a preset temperature rise rate, and heats the entire process in a step-by-step manner. Based on the diameter, the holding time of each step of heating is selected to reduce the temperature difference between the inside and outside and reduce the deviation of the reaction temperature measurement.

[0026] Preferably, in step S3:

[0027] During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback.

[0028] If a sharp increase in product temperature is detected, it indicates that the test product has reacted, and the control system should be shut down.

[0029] After the reaction is complete, the reaction level is determined by experimental monitoring and on-site debris; the reaction temperature is obtained by controlling system data.

[0030] A slow-burn test system based on real-time prediction of accelerated life test, provided by the present invention, includes:

[0031] Module M1: Calculates the initial remaining lifespan of the product, applies a preset temperature to the product, and monitors the remaining lifespan of the product in real time;

[0032] Module M2: When the product's slow baking process consumes enough time to equal the remaining product lifespan as monitored in real time, step-by-step heating is performed.

[0033] Module M3: The temperature sensor monitors the temperature of the test product and shuts down the control system when the detected temperature fluctuation meets the preset conditions.

[0034] Preferably, a preset temperature is used to accelerate the consumption of the lifespan and the remaining lifespan is estimated in real time. When the lifespan meets the preset conditions, the temperature is raised to start the combustion process.

[0035] The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time.

[0036] The variable factor prediction calculation is adopted, and the dynamic lifespan is predicted in real time using the measured temperature. The calculation factor changes with the measured temperature of the product.

[0037] An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

[0038] Preferably, in module M1:

[0039] The product lifespan is N0, the time elapsed from the time of passing inspection and entering the warehouse to the current time is N1, and the remaining product lifespan is N2.

[0040] N2 = N0 - N1

[0041] Apply high temperature T to the product F This consumes ammunition lifespan; different temperatures correspond to different acceleration factors, a. T The product temperature T is collected in real time by sensors deployed on the test product. i Any time period N i The equivalent lifespan is

[0042]

[0043] Real-time monitoring of the product's remaining lifespan during the testing process. T :

[0044]

[0045] Preferably, in module M2:

[0046] Determine the heating time point and calculate the lifetime consumption N of the slow combustion process. W Temperature rise rate r, accelerated aging temperature T0, expected reaction temperature T FCalculate the lifespan according to the lifespan calculation formula; when the remaining lifespan N T =N W At that time, the heating process will begin;

[0047] The control system controls the heating device to heat according to a preset temperature rise rate, and heats the entire process in a step-by-step manner. Based on the diameter, the holding time of each step of heating is selected to reduce the temperature difference between the inside and outside and reduce the deviation of the reaction temperature measurement.

[0048] Preferably, in module M3:

[0049] During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback.

[0050] If a sharp increase in product temperature is detected, it indicates that the test product has reacted, and the control system should be shut down.

[0051] After the reaction is complete, the reaction level is determined by experimental monitoring and on-site debris; the reaction temperature is obtained by controlling system data.

[0052] Compared with the prior art, the present invention has the following beneficial effects:

[0053] 1. The technical solution provided by this invention, based on the exploration of the accelerated testing mechanism, makes full use of the measured temperature of the product accelerated test, and comprehensively applies the equivalent life real-time calculation and slow baking technology to implement product safety testing. It is novel and practical, and helps to reduce the testing time and economic costs.

[0054] 2. This invention enables rapid assessment and verification of the thermal safety of long-term stored ammunition, reducing the safety risks associated with the actual use of ammunition;

[0055] 3. The variable factor accelerated life conversion method proposed in this invention uses the measured temperature to convert the accelerated life in real time. The conversion factor changes with the measured temperature of the product, which reduces the error caused by the fixed factor conversion in the traditional accelerated life test evaluation. The proposed conversion factor method that changes with temperature overcomes the limitation of the traditional test method by the temperature control accuracy of the test chamber, and effectively improves the conversion accuracy.

[0056] 4. The test method based on the real-time remaining life prediction technology proposed in this invention strongly supports the rapid and accurate test assessment of thermal safety after long-term storage. The slow-speed baking and combustion test is started after the life prediction, which improves the accuracy of the thermal safety test of the test product during long-term storage.

[0057] 5. The present invention uses a step-by-step heating method to reduce the temperature difference between the real-time monitoring temperature and the internal temperature of the test product, making the reaction temperature obtained in the experiment more accurate. Attached Figure Description

[0058] Other features, objects, and advantages of the present invention will become more apparent from the following detailed description of non-limiting embodiments with reference to the accompanying drawings:

[0059] Figure 1 This is a schematic diagram of the experimental process;

[0060] Figure 2 This is a schematic diagram of a single, step-by-step heating process for a slow-burning test. Detailed Implementation

[0061] The present invention will now be described in detail with reference to specific embodiments. These embodiments will help those skilled in the art to further understand the present invention, but do not limit the invention in any way. It should be noted that those skilled in the art can make several changes and improvements without departing from the concept of the present invention. These all fall within the protection scope of the present invention.

[0062] Example 1:

[0063] This invention provides a slow-burn test method based on real-time prediction of accelerated life testing. This method accelerates product lifespan through a high-temperature environment and predicts the remaining lifespan in real time during the accelerated life test. Upon reaching the end of the lifespan, a fire environment is simulated until the ammunition reacts. Using this method for slow-burn testing enables long-term storage thermal safety testing and improves the accuracy of ammunition testing results.

[0064] According to the present invention, a slow-burn test method based on real-time prediction of accelerated life test is provided, such as... Figures 1-2 As shown, it includes:

[0065] Step S1: Calculate the initial remaining lifespan of the product, apply a preset temperature to the product, and monitor the remaining lifespan of the product in real time;

[0066] Specifically, in step S1:

[0067] The product lifespan is N0, the time elapsed from the time of passing inspection and entering the warehouse to the current time is N1, and the remaining product lifespan is N2.

[0068] N2 = N0 - N1

[0069] Apply high temperature T to the product F This consumes ammunition lifespan; different temperatures correspond to different acceleration factors, a. T The product temperature T is collected in real time by sensors deployed on the test product. i Any time period N i The equivalent lifespan is

[0070]

[0071] Real-time monitoring of the product's remaining lifespan during the testing process. T :

[0072]

[0073] Step S2: When the product's slow baking process consumes the product's remaining lifespan as monitored in real time, perform step-by-step heating.

[0074] Specifically, in step S2:

[0075] Determine the heating time point and calculate the lifetime consumption N of the slow combustion process. W Temperature rise rate r, accelerated aging temperature T0, expected reaction temperature T F Calculate the lifespan according to the lifespan calculation formula; when the remaining lifespan N T =N W At that time, the heating process will begin;

[0076] The control system controls the heating device to heat according to a preset temperature rise rate, and heats the entire process in a step-by-step manner. Based on the diameter, the holding time of each step of heating is selected to reduce the temperature difference between the inside and outside and reduce the deviation of the reaction temperature measurement.

[0077] Step S3: The temperature sensor monitors the temperature of the test product. When the temperature fluctuation of the product is detected to meet the preset conditions, the control system is turned off.

[0078] Specifically, in step S3:

[0079] During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback.

[0080] If a sharp increase in product temperature is detected, it indicates that the test product has reacted, and the control system should be shut down.

[0081] After the reaction is complete, the reaction level is determined by experimental monitoring and on-site debris; the reaction temperature is obtained by controlling system data.

[0082] Specifically, the system uses a preset temperature to accelerate the wear and tear of the system and estimates the remaining lifespan in real time. When the lifespan meets the preset conditions, it begins to heat up and burn.

[0083] The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time.

[0084] The variable factor prediction calculation is adopted, and the dynamic lifespan is predicted in real time using the measured temperature. The calculation factor changes with the measured temperature of the product.

[0085] An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

[0086] Example 2:

[0087] Example 2 is a preferred embodiment of Example 1, and is used to illustrate the present invention in more detail.

[0088] The present invention also provides a slow-burn test system based on real-time prediction of accelerated life test. The slow-burn test system based on real-time prediction of accelerated life test can be implemented by executing the process steps of the slow-burn test method based on real-time prediction of accelerated life test. That is, those skilled in the art can understand the slow-burn test method based on real-time prediction of accelerated life test as a preferred embodiment of the slow-burn test system based on real-time prediction of accelerated life test.

[0089] A slow-burn test system based on real-time prediction of accelerated life test, provided by the present invention, includes:

[0090] Module M1: Calculates the initial remaining lifespan of the product, applies a preset temperature to the product, and monitors the remaining lifespan of the product in real time;

[0091] Specifically, in module M1:

[0092] The product lifespan is N0, the time elapsed from the time of passing inspection and entering the warehouse to the current time is N1, and the remaining product lifespan is N2.

[0093] N2 = N0 - N1

[0094] Apply high temperature T to the product F This consumes ammunition lifespan; different temperatures correspond to different acceleration factors, a. T The product temperature T is collected in real time by sensors deployed on the test product. i Any time period N i The equivalent lifespan is

[0095]

[0096] Real-time monitoring of the product's remaining lifespan during the testing process. T :

[0097]

[0098] Module M2: When the product's slow baking process consumes enough time to equal the remaining product lifespan as monitored in real time, step-by-step heating is performed.

[0099] Specifically, in module M2:

[0100] Determine the heating time point and calculate the lifetime consumption N of the slow combustion process. W Temperature rise rate r, accelerated aging temperature T0, expected reaction temperature T F Calculate the lifespan according to the lifespan calculation formula; when the remaining lifespan N T =N W At that time, the heating process will begin;

[0101] The control system controls the heating device to heat according to a preset temperature rise rate, and heats the entire process in a step-by-step manner. Based on the diameter, the holding time of each step of heating is selected to reduce the temperature difference between the inside and outside and reduce the deviation of the reaction temperature measurement.

[0102] Module M3: The temperature sensor monitors the temperature of the test product and shuts down the control system when the detected temperature fluctuation meets the preset conditions.

[0103] Specifically, in module M3:

[0104] During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback.

[0105] If a sharp increase in product temperature is detected, it indicates that the test product has reacted, and the control system should be shut down.

[0106] After the reaction is complete, the reaction level is determined by experimental monitoring and on-site debris; the reaction temperature is obtained by controlling system data.

[0107] Specifically, the system uses a preset temperature to accelerate the wear and tear of the system and estimates the remaining lifespan in real time. When the lifespan meets the preset conditions, it begins to heat up and burn.

[0108] The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time.

[0109] The variable factor prediction calculation is adopted, and the dynamic lifespan is predicted in real time using the measured temperature. The calculation factor changes with the measured temperature of the product.

[0110] An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

[0111] Example 3:

[0112] Example 3 is a preferred example of Example 1, and is used to illustrate the present invention in more detail.

[0113] The core idea of ​​this invention is to accelerate the ammunition life by continuously applying high temperature tests during the combustion test. By collecting the real-time temperature of the ammunition, the remaining life is estimated in real time. When it is determined that the remaining life is close to the end, a slow combustion test is started, and the temperature is increased according to the set temperature rise rate until the ammunition reacts.

[0114] A slow-burn test method based on real-time prediction of accelerated life test utilizes high temperature to accelerate life consumption and predict the remaining life in real time, and starts to heat up and burn at the end of the life.

[0115] The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time.

[0116] The system employs variable factor prediction and conversion, using measured temperature for dynamic real-time lifespan prediction. The conversion factor changes with the measured temperature of the product.

[0117] The slow-burn test employs a step-by-step heating method, with the holding time for each step-by-step heating selected according to the ammunition caliber.

[0118] An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

[0119] The method includes the following steps:

[0120] Step 1: The product lifespan is N0 (years), the time elapsed from the time of passing inspection and entering the warehouse to the present moment is N1 (years), and the remaining product lifespan is N2;

[0121] N2 = N0 - N1

[0122] Step 2: Apply high temperature T to the product F (°C), rapidly depletes ammunition life. Different temperatures correspond to different acceleration factors, a. T The product temperature T is collected in real time by sensors deployed on the test product. i (°C), during the experiment, N for any time period i The equivalent lifespan is

[0123]

[0124] Step 3: Monitor the remaining product lifespan N in real time during the test. T :

[0125]

[0126] Step 4: Determine the heating time point. Calculate the lifetime consumption N during the slow combustion process. W (Temperature rise rate r, accelerated aging temperature T0, expected reaction temperature T) F Calculate the remaining lifespan using the lifespan calculation formula.T =N W At that time, the heating process can be initiated.

[0127] Step 5: The control system controls the heating device to maintain a total temperature rise rate of 25℃ / h. The entire heating process is carried out in a step-by-step manner. The holding time for each step of heating is selected according to the ammunition caliber to minimize the temperature difference between the inside and outside of the ammunition and reduce the deviation in reaction temperature measurement.

[0128] Step 6: During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback.

[0129] Step 7: Shut down the control system. When a sharp increase in product temperature is detected, it indicates a reaction has occurred in the test product; therefore, shut down the control system.

[0130] Step 8: After the reaction is complete, determine the reaction level through test monitoring and on-site debris; obtain the reaction temperature through control system data.

[0131] Example 4:

[0132] Example 4 is a preferred example of Example 1, which is used to illustrate the present invention in more detail.

[0133] The present invention will be further described below with reference to the accompanying drawings and embodiments.

[0134] Step 1: Collect the test product with a current lifespan of 1 year, and the reaction temperature of similar products is 140℃.

[0135] Step 2: If the product's lifespan is 7 years, then the remaining lifespan of the test product is 6 years.

[0136] Step 3: Determine the heating time point. Calculate the lifespan of the slow combustion process as 0.5 years.

[0137] Step 4: Start heating, setting the constant high temperature to 80℃. During the test, sensors deployed on the test product will collect the product temperature in real time. The temperature may be any temperature between 78℃ and 82℃. If the temperature collected at a certain time is 82℃, the lifespan consumed during that time period will be calculated using 82℃. The temperature will be collected in real time throughout the entire test, and the equivalent lifespan N consumed by the test product will be calculated using the real-time temperature. i .

[0138] Step 5: After 10 days of testing, the product has a remaining lifespan of 0.5 years. At this point, the constant temperature period ends, and the temperature begins to rise.

[0139] Step 6: The control system controls the heating device to heat at a total temperature rise rate of 25℃ / h. The entire heating process is controlled in a step-by-step manner, such as increasing the temperature by 5℃ within 12 minutes.

[0140] Step 7: During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback.

[0141] Step 8: Shut down the control system. When a sharp increase in product temperature is detected, it indicates a reaction has occurred in the test product; shut down the control system.

[0142] Step 9: After the reaction is complete, determine the reaction level through test monitoring and on-site debris; obtain the reaction temperature through control system data.

[0143] Those skilled in the art will understand that, in addition to implementing the system, apparatus, and their modules provided by this invention in purely computer-readable program code, the same program can be implemented in the form of logic gates, switches, application-specific integrated circuits, programmable logic controllers, and embedded microcontrollers by logically programming the method steps. Therefore, the system, apparatus, and their modules provided by this invention can be considered a hardware component, and the modules included therein for implementing various programs can also be considered structures within the hardware component; alternatively, modules for implementing various functions can be considered both software programs implementing the method and structures within the hardware component.

[0144] Specific embodiments of the present invention have been described above. It should be understood that the present invention is not limited to the specific embodiments described above, and those skilled in the art can make various changes or modifications within the scope of the claims, which do not affect the essence of the present invention. Unless otherwise specified, the embodiments and features described in this application can be arbitrarily combined with each other.

Claims

1. A slow-burn test method based on real-time prediction of accelerated life testing, characterized in that, include: Step S1: Calculate the initial remaining lifespan of the product, apply a preset temperature to the product, and monitor the remaining lifespan of the product in real time; Step S2: When the product's slow baking process consumes the product's remaining lifespan as monitored in real time, perform step-by-step heating. Step S3: The temperature sensor monitors the temperature of the test product. When the temperature fluctuation of the product is detected to meet the preset conditions, the control system is turned off. In step S1: Product lifespan is The time elapsed since the goods passed inspection and were put into storage until the current time. Product remaining life ; Applying high temperatures to the product reduces ammunition lifespan; different temperatures correspond to different acceleration factors. The product temperature is collected in real time by sensors deployed on the test product. Any time period The equivalent lifespan is : Real-time monitoring of the product's remaining lifespan during the testing process : 。 2. The slow-burn test method based on real-time prediction of accelerated life test according to claim 1, characterized in that: The system uses a preset temperature to accelerate the wear and tear of the lifespan and predicts the remaining lifespan in real time. It starts to heat up and burn when the lifespan meets the preset conditions. The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time. The variable factor prediction calculation is adopted, and the dynamic lifespan is predicted in real time using the measured temperature. The calculation factor changes with the measured temperature of the product. An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

3. The slow-burn test method based on real-time prediction of accelerated life test according to claim 1, characterized in that, In step S3: During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback. If a sharp increase in product temperature is detected, it indicates that the test product has reacted, and the control system should be shut down. After the reaction is complete, the reaction level is determined by experimental monitoring and on-site debris; the reaction temperature is obtained by controlling system data.

4. A slow-burn test system based on real-time prediction of accelerated life testing, characterized in that, include: Module M1: Calculates the initial remaining lifespan of the product, applies a preset temperature to the product, and monitors the remaining lifespan of the product in real time; Module M2: When the product's slow baking process consumes enough time to equal the remaining product lifespan as monitored in real time, step-by-step heating is performed. Module M3: The temperature sensor monitors the temperature of the test product and shuts down the control system when the detected temperature fluctuation meets the preset conditions. In module M1: Product lifespan is The time elapsed since the goods passed inspection and were put into storage until the current time. Product remaining life ; Applying high temperatures to the product reduces ammunition lifespan; different temperatures correspond to different acceleration factors. The product temperature is collected in real time by sensors deployed on the test product. Any time period The equivalent lifespan is : Real-time monitoring of the product's remaining lifespan during the testing process : 。 5. The slow-burn test system based on real-time prediction of accelerated life test according to claim 4, characterized in that: The system uses a preset temperature to accelerate the wear and tear of the lifespan and predicts the remaining lifespan in real time. It starts to heat up and burn when the lifespan meets the preset conditions. The product temperature is collected in real time by multiple sensors, and the lifespan is predicted in real time. The variable factor prediction calculation is adopted, and the dynamic lifespan is predicted in real time using the measured temperature. The calculation factor changes with the measured temperature of the product. An assessment of the impact of slow-burning tests on the lifespan of the test products was added.

6. The slow-burn test system based on real-time prediction of accelerated life test according to claim 4, characterized in that, In module M3: During the heating process, the temperature of the test product is monitored by multiple temperature sensors. After removing outliers from the multiple temperature sensors, the average value is taken, and the heating device is started and stopped by temperature feedback. If a sharp increase in product temperature is detected, it indicates that the test product has reacted, and the control system should be shut down. After the reaction is complete, the reaction level is determined by experimental monitoring and on-site debris; the reaction temperature is obtained by controlling system data.

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