CN116373541A - Leak detection method of vehicle refrigerant - Google Patents
Leak detection method of vehicle refrigerant Download PDFInfo
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- CN116373541A CN116373541A CN202310378652.8A CN202310378652A CN116373541A CN 116373541 A CN116373541 A CN 116373541A CN 202310378652 A CN202310378652 A CN 202310378652A CN 116373541 A CN116373541 A CN 116373541A
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F25—REFRIGERATION OR COOLING; COMBINED HEATING AND REFRIGERATION SYSTEMS; HEAT PUMP SYSTEMS; MANUFACTURE OR STORAGE OF ICE; LIQUEFACTION SOLIDIFICATION OF GASES
- F25B—REFRIGERATION MACHINES, PLANTS OR SYSTEMS; COMBINED HEATING AND REFRIGERATION SYSTEMS; HEAT PUMP SYSTEMS
- F25B49/00—Arrangement or mounting of control or safety devices
- F25B49/02—Arrangement or mounting of control or safety devices for compression type machines, plants or systems
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60H—ARRANGEMENTS OF HEATING, COOLING, VENTILATING OR OTHER AIR-TREATING DEVICES SPECIALLY ADAPTED FOR PASSENGER OR GOODS SPACES OF VEHICLES
- B60H1/00—Heating, cooling or ventilating [HVAC] devices
- B60H1/00507—Details, e.g. mounting arrangements, desaeration devices
- B60H1/00585—Means for monitoring, testing or servicing the air-conditioning
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B60—VEHICLES IN GENERAL
- B60H—ARRANGEMENTS OF HEATING, COOLING, VENTILATING OR OTHER AIR-TREATING DEVICES SPECIALLY ADAPTED FOR PASSENGER OR GOODS SPACES OF VEHICLES
- B60H1/00—Heating, cooling or ventilating [HVAC] devices
- B60H1/32—Cooling devices
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
- G01M3/00—Investigating fluid-tightness of structures
- G01M3/002—Investigating fluid-tightness of structures by using thermal means
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F25—REFRIGERATION OR COOLING; COMBINED HEATING AND REFRIGERATION SYSTEMS; HEAT PUMP SYSTEMS; MANUFACTURE OR STORAGE OF ICE; LIQUEFACTION SOLIDIFICATION OF GASES
- F25B—REFRIGERATION MACHINES, PLANTS OR SYSTEMS; COMBINED HEATING AND REFRIGERATION SYSTEMS; HEAT PUMP SYSTEMS
- F25B2500/00—Problems to be solved
- F25B2500/22—Preventing, detecting or repairing leaks of refrigeration fluids
- F25B2500/222—Detecting refrigerant leaks
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Abstract
Description
技术领域technical field
本发明涉及制冷系统技术领域,具体提供一种车用制冷剂泄漏检测方法。The invention relates to the technical field of refrigeration systems, and specifically provides a vehicle refrigerant leakage detection method.
背景技术Background technique
随着社会发展,车辆保有量还在持续增长中,人们的关注点除了车辆的性能以外,越来越追逐车辆的舒适性。车用的制冷系统作为车辆的重要组成部分,制冷系统的好坏在一定程度上影响着车辆的舒适性,因此,针对车辆制冷系统需要进行有效的检测,提升用户的使用体验感。With the development of society, the number of vehicles is still growing. People are more and more chasing the comfort of vehicles in addition to the performance of vehicles. The refrigeration system for vehicles is an important part of the vehicle, and the quality of the refrigeration system affects the comfort of the vehicle to a certain extent. Therefore, it is necessary to carry out effective testing for the vehicle refrigeration system to improve the user experience.
车用制冷剂泄漏是引发的制冷系统失效或者性能下降最常见的原因之一,现有技术中,大多数依赖的部件运行状态和既定预设值的比较,难以考虑环境变化或者部件衰减变化对检测结果的影响,例如申请号为2017103964430的专利一种制冷剂泄漏保护方法,利用压缩机运行的电参数进行冷媒泄漏检测,但车用压缩机性能衰减快,难以剥离压缩机的不健康状态对检测结果的影响;再例如申请号为2016103082337的专利一种冷媒泄漏的检测方法及空调装置,使用盘管温度和室内温度和低压参数等进行判断,只能判断出系统性能衰减,阳光和新风负荷剧烈变化的车用场景,或者其他系统或者部件故障引起客舱制冷性能差时,会出现误判。Leakage of refrigerant used in vehicles is one of the most common causes of refrigeration system failure or performance degradation. In the prior art, most of the components rely on the comparison between the operating status of the components and the established preset values, and it is difficult to consider the impact of environmental changes or component attenuation changes. The impact of detection results, such as a patented refrigerant leakage protection method with application number 2017103964430, uses the electrical parameters of the compressor to detect refrigerant leakage, but the performance of the car compressor decays quickly, and it is difficult to separate the unhealthy state of the compressor from the detection The impact of the results; another example is the patent application number 2016103082337, a refrigerant leakage detection method and air-conditioning device, using the coil temperature, indoor temperature and low-pressure parameters to judge, only the system performance can be judged to be attenuated, and the sunlight and fresh air load are severe Misjudgments may occur when changing vehicle scenarios, or other system or component failures cause poor cooling performance in the cabin.
相应地,本领域需要一种新的车用制冷剂泄漏检测方法来解决上述问题。Correspondingly, there is a need in the art for a new vehicle refrigerant leakage detection method to solve the above problems.
发明内容Contents of the invention
本发明旨在解决上述技术问题,即解决现有技术中车用的制冷系统中制冷剂泄漏检测中检测结果不准确的问题。为此目的,本发明提供了一种车用制冷剂泄漏检测方法,该检测方法包括以下步骤:The present invention aims to solve the above-mentioned technical problems, that is, to solve the problem of inaccurate detection results in the refrigerant leakage detection in the refrigeration system for vehicles in the prior art. For this purpose, the present invention provides a kind of vehicle refrigerant leakage detection method, and this detection method comprises the following steps:
获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值;Obtain at least one of the environmental parameters, refrigeration system setting parameters, vehicle operating parameters and system terminal component control instructions, use the twin model of the refrigeration system to calculate and output the simulation characteristic parameters, and determine whether the difference between the simulation characteristic parameters and the actual characteristic parameters reaches the second a threshold;
如果没达到第一阈值,则结束测试,确定系统无制冷剂泄漏;如果达到第一阈值,则根据制冷系统运行参数解耦终端部件的衰减因子,将终端部件的衰减因子代入制冷系统孪生模型计算并输出修正模拟特性参数,确定修正模拟特性参数与实际特性参数的差值是否达到第二阈值;If it does not reach the first threshold, end the test and determine that there is no refrigerant leakage in the system; if it reaches the first threshold, decouple the attenuation factor of the terminal components according to the refrigeration system operating parameters, and substitute the attenuation factor of the terminal components into the refrigeration system twin model calculation And output the corrected analog characteristic parameter, and determine whether the difference between the corrected simulated characteristic parameter and the actual characteristic parameter reaches the second threshold;
如果没达到第二阈值,则确定系统无制冷剂泄漏;如果达到第二阈值,则确定系统制冷剂泄漏。If the second threshold is not reached, it is determined that there is no refrigerant leakage in the system; if the second threshold is reached, it is determined that the system refrigerant is leaking.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,步骤“根据制冷系统运行参数解耦终端部件的衰减因子”具体为:In the above-mentioned specific implementation of the method for detecting refrigerant leakage in a vehicle, the step "decoupling the attenuation factor of the terminal components according to the operating parameters of the refrigeration system" is specifically:
根据制冷系统运行参数解耦压缩机效率衰减因子、阀流量衰减因子、高压传热衰减因子、低压传热衰减因子中的至少一项。At least one of the compressor efficiency attenuation factor, the valve flow attenuation factor, the high-pressure heat transfer attenuation factor, and the low-pressure heat transfer attenuation factor is decoupled according to the refrigeration system operating parameters.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,根据压缩机的吸气口和排气口的高、低压温压传感器反馈值和压缩机反馈功率,计算压缩机等熵效率并与孪生模型中的初始等熵效率对比并得到所述压缩机效率衰减因子。In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, the isentropic efficiency of the compressor is calculated and compared with The initial isentropic efficiency in the twin model is compared and the compressor efficiency decay factor is obtained.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,根据制冷系统孪生模型输出的制冷剂流量,计算所述阀流量衰减因子。In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, the valve flow attenuation factor is calculated according to the refrigerant flow output by the twin model of the refrigeration system.
在上述具有制冷剂泄漏检测方法的具体实施方式中,根据系统高压、环境温度、制冷剂流量和冷凝风扇的PWM反馈值,计算所述高压侧传热衰减因子。In the above specific implementation of the refrigerant leakage detection method, the high-pressure side heat transfer attenuation factor is calculated according to the system high pressure, ambient temperature, refrigerant flow rate, and the PWM feedback value of the condensing fan.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,根据系统低压、HVAC进风温湿度和鼓风机风量,计算所述低压侧传热衰减因子。In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, the heat transfer attenuation factor at the low pressure side is calculated according to the low pressure of the system, the temperature and humidity of the HVAC inlet air, and the air volume of the blower.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,所述环境参数包括日照、环境温度和湿度、舱内温度和湿度中的至少一项;并且/或者In the above-mentioned specific implementation of the method for detecting refrigerant leakage in a vehicle, the environmental parameters include at least one of sunlight, ambient temperature and humidity, and cabin temperature and humidity; and/or
所述制冷系统设置参数包括设定温度、风量设定、内外循环设定和制冷制热设定中的至少一项;并且/或者The refrigeration system setting parameters include at least one of set temperature, air volume setting, internal and external cycle setting, and cooling and heating setting; and/or
所述车辆运行参数包括车速;并且/或者The vehicle operating parameters include vehicle speed; and/or
所述系统终端部件控制指令包括压缩机转速指令、阀开合度指令、阀开度指令、风扇PWM指令、新风风门开度和混风风门开度指令中的至少一项。The system terminal component control command includes at least one of compressor speed command, valve opening and closing degree command, valve opening degree command, fan PWM command, fresh air damper opening degree and mixed air damper opening degree command.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,步骤“使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值”具体为:In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, the step "use the twin model of the refrigeration system to calculate and output the simulated characteristic parameters, and determine whether the difference between the simulated characteristic parameters and the actual characteristic parameters reaches the first threshold" is specifically:
使用制冷系统孪生模型计算并输出模拟的蒸发器制冷模式的出风温度,比较模拟的蒸发器制冷模式的出风温度与实际出风温度之差是否大于5℃且持续5min。Use the twin model of the refrigeration system to calculate and output the simulated evaporator cooling mode outlet air temperature, and compare whether the difference between the simulated evaporator cooling mode outlet air temperature and the actual outlet air temperature is greater than 5°C and lasts for 5 minutes.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,步骤“根据制冷系统运行参数解耦终端部件的衰减因子”之后,所述检测方法还包括:In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, after the step "decoupling the attenuation factor of the terminal component according to the refrigeration system operating parameters", the detection method further includes:
比较终端部件的衰减因子是否大于设定百分比,如果大于设定百分比,则确定存在终端部件衰减故障;如果不大于设定百分比,则确定无终端部件衰减故障。Comparing whether the attenuation factor of the terminal component is greater than the set percentage, if it is greater than the set percentage, it is determined that there is an attenuation fault of the terminal component; if it is not greater than the set percentage, it is determined that there is no attenuation fault of the terminal component.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,步骤“获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值”进一步为:In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, the step "acquire at least one of the environmental parameters, refrigeration system setting parameters, vehicle operating parameters and system terminal component control instructions, use the twin model of the refrigeration system to calculate and output Simulate the characteristic parameter, determine whether the difference between the simulated characteristic parameter and the actual characteristic parameter reaches the first threshold value” is further:
获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,判断是否存在制冷系统部件级别故障或系统级别故障;Obtain at least one of environmental parameters, refrigeration system setting parameters, vehicle operating parameters, and system terminal component control instructions, and determine whether there is a refrigeration system component-level fault or a system-level fault;
如果存在部件级别故障或系统级别故障,则结束测试;如果不存在部件级别故障或系统级别故障,则使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值。If there is a component-level fault or system-level fault, end the test; if there is no component-level fault or system-level fault, use the twin model of the refrigeration system to calculate and output the simulated characteristic parameters, and determine whether the difference between the simulated characteristic parameters and the actual characteristic parameters is reached the first threshold.
在上述具有车用制冷剂泄漏检测方法的具体实施方式中,所述部件级别故障包括压缩机停机、阀停机、风扇降级或停机、制冷剂温压传感器故障中的至少一种;并且/或者In the above-mentioned specific implementation of the vehicle refrigerant leakage detection method, the component-level failure includes at least one of compressor shutdown, valve shutdown, fan degradation or shutdown, and refrigerant temperature and pressure sensor failure; and/or
所述系统级别故障包括堵塞。The system level faults include blockages.
方案1.一种车用制冷剂泄漏检测方法,其特征在于,所述检测方法包括以下步骤:Scheme 1. A method for detecting leakage of vehicle refrigerant, characterized in that the detection method comprises the following steps:
获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值;Obtain at least one of the environmental parameters, refrigeration system setting parameters, vehicle operating parameters and system terminal component control instructions, use the twin model of the refrigeration system to calculate and output the simulation characteristic parameters, and determine whether the difference between the simulation characteristic parameters and the actual characteristic parameters reaches the second a threshold;
如果没达到第一阈值,则结束测试,确定系统无制冷剂泄漏;如果达到第一阈值,则根据制冷系统运行参数解耦终端部件的衰减因子,将终端部件的衰减因子代入制冷系统孪生模型计算并输出修正模拟特性参数,确定修正模拟特性参数与实际特性参数的差值是否达到第二阈值;If it does not reach the first threshold, end the test and determine that there is no refrigerant leakage in the system; if it reaches the first threshold, decouple the attenuation factor of the terminal components according to the refrigeration system operating parameters, and substitute the attenuation factor of the terminal components into the refrigeration system twin model calculation And output the corrected analog characteristic parameter, and determine whether the difference between the corrected simulated characteristic parameter and the actual characteristic parameter reaches the second threshold;
如果没达到第二阈值,则确定系统无制冷剂泄漏;如果达到第二阈值,则确定系统制冷剂泄漏。If the second threshold is not reached, it is determined that there is no refrigerant leakage in the system; if the second threshold is reached, it is determined that the system refrigerant is leaking.
方案2.根据方案1所述的车用制冷剂泄漏检测方法,其特征在于,步骤“根据制冷系统运行参数解耦终端部件的衰减因子”具体为:Scheme 2. The vehicle refrigerant leakage detection method according to Scheme 1, characterized in that the step "decoupling the attenuation factor of the terminal components according to the refrigeration system operating parameters" is specifically:
根据制冷系统运行参数解耦压缩机效率衰减因子、阀流量衰减因子、高压传热衰减因子、低压传热衰减因子中的至少一项。At least one of the compressor efficiency attenuation factor, the valve flow attenuation factor, the high-pressure heat transfer attenuation factor, and the low-pressure heat transfer attenuation factor is decoupled according to the refrigeration system operating parameters.
方案3.根据方案2所述的车用制冷剂泄漏检测方法,其特征在于,根据压缩机的吸气口和排气口的高、低压温压传感器反馈值和压缩机反馈功率,计算压缩机等熵效率并与孪生模型中的初始等熵效率对比并得到所述压缩机效率衰减因子。Scheme 3. According to the vehicle refrigerant leakage detection method described in Scheme 2, it is characterized in that, according to the high and low pressure temperature and pressure sensor feedback values and compressor feedback power of the air inlet and exhaust port of the compressor, the compressor is calculated. The isentropic efficiency is compared with the initial isentropic efficiency in the twin model to obtain the compressor efficiency decay factor.
方案4.根据方案2所述的车用制冷剂泄漏检测方法,其特征在于,根据制冷系统孪生模型输出的制冷剂流量,计算所述阀流量衰减因子。Scheme 4. The vehicle refrigerant leakage detection method according to scheme 2, characterized in that the valve flow attenuation factor is calculated according to the refrigerant flow rate output by the twin model of the refrigeration system.
方案5.根据方案2所述的车用制冷剂泄漏检测方法,其特征在于,根据系统高压、环境温度、制冷剂流量和冷凝风扇的PWM反馈值,计算所述高压侧传热衰减因子。
方案6.根据方案2所述的车用制冷剂泄漏检测方法,其特征在于,根据系统低压、HVAC进风温湿度和鼓风机风量,计算所述低压侧传热衰减因子。Scheme 6. The vehicle refrigerant leakage detection method according to scheme 2, characterized in that the heat transfer attenuation factor on the low pressure side is calculated according to the low pressure of the system, the temperature and humidity of the HVAC inlet air, and the air volume of the blower.
方案7.根据方案1至6中任一项所述的车用制冷剂泄漏检测方法,其特征在于,所述环境参数包括日照、环境温度和湿度、舱内温度和湿度中的至少一项;并且/或者Scheme 7. The vehicle refrigerant leakage detection method according to any one of schemes 1 to 6, wherein the environmental parameters include at least one of sunlight, ambient temperature and humidity, and cabin temperature and humidity; and/or
所述制冷系统设置参数包括设定温度、风量设定、内外循环设定和制冷制热设定中的至少一项;并且/或者The refrigeration system setting parameters include at least one of set temperature, air volume setting, internal and external cycle setting, and cooling and heating setting; and/or
所述车辆运行参数包括车速;并且/或者The vehicle operating parameters include vehicle speed; and/or
所述系统终端部件控制指令包括压缩机转速指令、阀开合度指令、阀开度指令、风扇PWM指令、新风风门开度和混风风门开度指令中的至少一项。The system terminal component control command includes at least one of compressor speed command, valve opening and closing degree command, valve opening degree command, fan PWM command, fresh air damper opening degree and mixed air damper opening degree command.
方案8.根据方案1至7中任一项所述的车用制冷剂泄漏检测方法,其特征在于,步骤“使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值”具体为:Scheme 8. The vehicle refrigerant leakage detection method according to any one of schemes 1 to 7, characterized in that the step "uses the twin model of the refrigeration system to calculate and output the simulated characteristic parameters, and determines the difference between the simulated characteristic parameters and the actual characteristic parameters. Whether the difference reaches the first threshold" is specifically:
使用制冷系统孪生模型计算并输出模拟的蒸发器制冷模式的出风温度,比较模拟的蒸发器制冷模式的出风温度与实际出风温度之差是否大于5℃且持续5min。Use the twin model of the refrigeration system to calculate and output the simulated evaporator cooling mode outlet air temperature, and compare whether the difference between the simulated evaporator cooling mode outlet air temperature and the actual outlet air temperature is greater than 5°C and lasts for 5 minutes.
方案9.根据方案1至8中任一项所述的车用制冷剂泄漏检测方法,其特征在于,步骤“根据制冷系统运行参数解耦终端部件的衰减因子”之后,所述检测方法还包括:Scheme 9. The vehicle refrigerant leakage detection method according to any one of schemes 1 to 8, characterized in that, after the step "decoupling the attenuation factor of the terminal components according to the refrigeration system operating parameters", the detection method further includes :
比较终端部件的衰减因子是否大于设定百分比,如果大于设定百分比,则确定存在终端部件衰减故障;如果不大于设定百分比,则确定无终端部件衰减故障。Comparing whether the attenuation factor of the terminal component is greater than the set percentage, if it is greater than the set percentage, it is determined that there is an attenuation fault of the terminal component; if it is not greater than the set percentage, it is determined that there is no attenuation fault of the terminal component.
方案10.根据方案1至9中任一项所述的车用制冷剂泄漏检测方法,其特征在于,步骤“获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值”进一步为:
获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,判断是否存在制冷系统部件级别故障或系统级别故障;Obtain at least one of environmental parameters, refrigeration system setting parameters, vehicle operating parameters, and system terminal component control instructions, and determine whether there is a refrigeration system component-level fault or a system-level fault;
如果存在部件级别故障或系统级别故障,则结束测试;如果不存在部件级别故障或系统级别故障,则使用制冷系统孪生模型计算并输出模拟特性参数,确定模拟特性参数与实际特性参数的差值是否达到第一阈值。If there is a component-level fault or system-level fault, end the test; if there is no component-level fault or system-level fault, use the twin model of the refrigeration system to calculate and output the simulated characteristic parameters, and determine whether the difference between the simulated characteristic parameters and the actual characteristic parameters is reached the first threshold.
方案11.根据方案10所述的车用制冷剂泄漏检测方法,其特征在于,所述部件级别故障包括压缩机停机、阀停机、风扇降级或停机、制冷剂温压传感器故障中的至少一种;并且/或者
所述系统级别故障包括堵塞。The system level faults include blockages.
在采用上述技术方案的情况下,本发明能够通过获取车辆参数,排除车辆本身的部件级别故障或者系统级别故障,使用数字孪生作为诊断工具,通过已完成校核的制冷剂系统数字孪生模型实时输出运行特性参数,在输出结果和系统现有运行特征存在差异时,进一步解耦关键部件的衰减因子,对数字孪生模型进行校准,使用校准后的模型再次进行特性参数运算,若仍存在差异,则判断为制冷剂泄漏,从而提高车用制冷系统制冷剂检测准确性;此方法利用数字孪生灵活的建模特性,兼容所有配置和设计的制冷剂系统,可实时匹配车辆状态和运行环境,同时引入部件衰减因子避免部件级别性能衰减对诊断结果的影响,计算后可同步输出部件衰减故障和冷媒泄漏故障。In the case of adopting the above technical solution, the present invention can obtain vehicle parameters, eliminate component-level faults or system-level faults of the vehicle itself, use the digital twin as a diagnostic tool, and output in real time through the digital twin model of the refrigerant system that has been checked Operating characteristic parameters, when there are differences between the output results and the existing operating characteristics of the system, further decouple the attenuation factors of key components, calibrate the digital twin model, and use the calibrated model to perform characteristic parameter calculations again. If there are still differences, then It is judged as refrigerant leakage, so as to improve the detection accuracy of refrigerant in the vehicle refrigeration system; this method uses the flexible modeling characteristics of digital twins, is compatible with all configured and designed refrigerant systems, and can match the vehicle status and operating environment in real time. The component attenuation factor avoids the impact of component-level performance attenuation on the diagnosis results. After calculation, component attenuation faults and refrigerant leakage faults can be output synchronously.
附图说明Description of drawings
下面结合附图来描述本发明的优选实施方式,附图中:Describe preferred embodiment of the present invention below in conjunction with accompanying drawing, in the accompanying drawing:
图1是本发明中的检测方法主要步骤示意图;Fig. 1 is a schematic diagram of the main steps of the detection method in the present invention;
图2是本发明中其中一种实施例的车用空调系统布置图;Fig. 2 is a layout diagram of a vehicle air-conditioning system according to one embodiment of the present invention;
图3是本发明中其中一种实施例的阈值判断依据图;Fig. 3 is a threshold judgment basis diagram of one embodiment of the present invention;
图4是本发明中的检测方法其中一种实施例步骤示意图,其中示出了判断车辆部件级或系统级故障步骤;Fig. 4 is a schematic diagram of the steps of one embodiment of the detection method in the present invention, which shows the steps of judging vehicle component level or system level faults;
图5是本发明中的检测方法其中一种实施例步骤示意图,其中示出了判断车辆部件衰减性能的步骤。Fig. 5 is a schematic diagram of the steps of one embodiment of the detection method in the present invention, which shows the steps of judging the attenuation performance of the vehicle components.
图中:1、外部冷凝器,2、第一阀组,3、第二阀组,4、第三阀组,5、第四阀组,6、第五阀组,7、第六阀组,8、内部冷凝器,9,蒸发器,10、电池冷却器,11、压缩机,12、高压温压传感器,13、低压温压传感器。In the figure: 1. External condenser, 2. First valve group, 3. Second valve group, 4. Third valve group, 5. Fourth valve group, 6. Fifth valve group, 7. Sixth valve group , 8, internal condenser, 9, evaporator, 10, battery cooler, 11, compressor, 12, high pressure temperature and pressure sensor, 13, low pressure temperature and pressure sensor.
具体实施方式Detailed ways
下面参照附图并结合车用空调制冷系统来描述本发明的优选实施方式。本领域技术人员应当理解的是,这些实施方式仅仅用于解释本发明的技术原理,并非用于限制本发明的保护范围。本领域技术人员可以根据需要对其作出调整,以便适应具体的应用场合。例如,尽管说明书中是结合车用空调制冷系统来描述的,但是,这并不是限制性的,本领域技术人员可以根据需要将本发明应用于其他任何制冷系统,只要该制冷系统具有检测制冷剂泄漏量的需求,但是部件功能衰减对其检测结果准确性存在影响即可。The preferred embodiment of the present invention will be described below with reference to the accompanying drawings and in combination with the vehicle air-conditioning and refrigeration system. Those skilled in the art should understand that these embodiments are only used to explain the technical principle of the present invention, and are not used to limit the protection scope of the present invention. Those skilled in the art can make adjustments as needed so as to adapt to specific applications. For example, although the description is described in conjunction with the vehicle air-conditioning and refrigeration system, this is not limiting, and those skilled in the art can apply the present invention to any other refrigeration system as required, as long as the refrigeration system has the ability to detect refrigerant Leakage is required, but the functional attenuation of the components will affect the accuracy of the test results.
此外,还需要说明的是,在本发明的描述中,除非另有明确的规定和限定,术语“安装”、“连接”应作广义理解,例如,可以是固定连接,也可以是可拆卸连接或一体连接;可以是机械连接,也可以是电连接;可以是直接相连,也可以通过中间媒介间接相连。对于本领域技术人员而言,可根据具体情况理解上述术语在本发明中的具体含义。In addition, it should be noted that, in the description of the present invention, unless otherwise specified and limited, the terms "installation" and "connection" should be understood in a broad sense, for example, it can be a fixed connection or a detachable connection Or integrated connection; it can be mechanical connection or electrical connection; it can be direct connection or indirect connection through an intermediary. Those skilled in the art can understand the specific meanings of the above terms in the present invention according to specific situations.
再者,为了更清楚地展示本发明的核心技术方案,下面的描述中省略了对车用空调系统公知结构的描述,但是,这种省略仅仅是为了方便描述,并不意味着车用空调系统可以没有这些结构。Moreover, in order to show the core technical solution of the present invention more clearly, the description of the known structures of the air-conditioning system for vehicles is omitted in the following description, but this omission is only for convenience of description, and does not mean that the air-conditioning system for vehicles These structures may not exist.
如图1所示,本发明提出了一种车用制冷剂泄漏检测方法,该检测方法包括以下步骤:As shown in Figure 1, the present invention proposes a kind of vehicle refrigerant leakage detection method, and this detection method comprises the following steps:
S100:获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项,使用制冷系统孪生模型计算并输出模拟特性参数;S100: Obtain at least one of environmental parameters, refrigeration system setting parameters, vehicle operating parameters, and system terminal component control instructions, and use the refrigeration system twin model to calculate and output simulation characteristic parameters;
S200:确定模拟特性参数与实际特性参数的差值是否达到第一阈值;S200: Determine whether the difference between the simulated characteristic parameter and the actual characteristic parameter reaches a first threshold;
S210:如果没达到第一阈值,则结束测试,确定系统无制冷剂泄漏;S210: If the first threshold is not reached, end the test, and determine that there is no refrigerant leakage in the system;
S220:如果达到第一阈值,则根据制冷系统运行参数解耦终端部件的衰减因子,将终端部件的衰减因子代入制冷系统孪生模型计算并输出修正模拟特性参数;S220: If the first threshold is reached, decoupling the attenuation factor of the terminal component according to the refrigeration system operating parameters, substituting the attenuation factor of the terminal component into the twin model of the refrigeration system to calculate and output the corrected simulation characteristic parameters;
S300:确定修正模拟特性参数与实际特性参数的差值是否达到第二阈值;S300: Determine whether the difference between the corrected simulated characteristic parameter and the actual characteristic parameter reaches a second threshold;
S310:如果没达到第二阈值,则确定系统无制冷剂泄漏;S310: If the second threshold is not reached, determine that the system has no refrigerant leakage;
S320:如果达到第二阈值,则确定系统制冷剂泄漏。S320: If the second threshold is reached, determine that the system refrigerant leaks.
本实施例中,通过使用制冷系统数字孪生模型,获取参数后代入制冷系统数字孪生模型获得模拟的特性参数,对制冷系统是否存在制冷剂泄漏进行初步判断,然后为了使检测结果更加准确,避免制冷系统的部件性能衰减对检测结果造成影响,解耦制冷系统部件的衰减因子,对制冷系统数字孪生模型进行修正,并将参数代入到模型中再次进行计算并输出模拟特性参数,与实际特性参数进行比较,来获得最终准确的结论。In this embodiment, by using the digital twin model of the refrigeration system, the parameters are obtained and then substituted into the digital twin model of the refrigeration system to obtain the simulated characteristic parameters, and a preliminary judgment is made on whether there is refrigerant leakage in the refrigeration system, and then in order to make the detection results more accurate, avoid refrigeration The performance attenuation of the components of the system affects the detection results. The attenuation factors of the refrigeration system components are decoupled, the digital twin model of the refrigeration system is corrected, and the parameters are substituted into the model to calculate again and output the simulation characteristic parameters, which are compared with the actual characteristic parameters. comparison, to obtain the final accurate conclusion.
需要说明的是,在上述实施例中,制冷系统数字孪生模型是基于物理原理、数学和计算机建模等,以数字化的方式构建现实中制冷系统的模型,通过将实际制冷系统中的运行环境和控制指令以数字化形式代入孪生模型,孪生模型可以模拟制冷系统运行以获得模拟特性参数,从而便于与制冷系统的实际运行参数进行比较,除此之外,制冷系统数字孪生模型可以根据终端部件的性能参数衰减进行相应调整,从而与车辆制冷系统保持一致性。It should be noted that, in the above-mentioned embodiments, the digital twin model of the refrigeration system is based on physical principles, mathematics and computer modeling, etc., and digitally constructs a real refrigeration system model. By combining the operating environment and The control instructions are substituted into the twin model in digital form. The twin model can simulate the operation of the refrigeration system to obtain simulated characteristic parameters, so as to facilitate comparison with the actual operating parameters of the refrigeration system. In addition, the digital twin model of the refrigeration system can be based on the performance of the terminal components The parameter decay is adjusted accordingly to be consistent with the vehicle cooling system.
上述孪生模型所需要的数字化信息,可以通过传感器、监测设备、计算机软件等手段获取,最初所获取的相关检测所需的参数在某些检测场景中可以有所变化,这并不影响本发明的保护范围,也就是说在不偏离本发明技术构思的情况下,获取其他相关参数并采取数字孪生模型消除衰减影响进而提高检测结果准确性的实施例也应当落入本发明的保护范围。The digital information required by the above-mentioned twin model can be obtained by means of sensors, monitoring equipment, computer software, etc., and the parameters required for the relevant detection initially obtained may change in some detection scenarios, which does not affect the scope of the present invention. The scope of protection, that is to say, without deviating from the technical concept of the present invention, embodiments that obtain other relevant parameters and adopt a digital twin model to eliminate the attenuation effect and thereby improve the accuracy of detection results should also fall within the scope of protection of the present invention.
基于上述实施例,参阅图2,此车辆空调系统以制冷模式运行,箭头为制冷剂流动的方向,结合车用空调系统对本发明的实施例进行描述,采集环境参数,包括且不限于日照情况、环境温度和湿度、车内的温湿度;空调设置参数,包括且不限于空调的设定的温度、风量、内外循环设定、制冷模式或者制热模式的设定;车辆运行参数采集比如采集车速情况;制冷系统终端部件的控制指令,包含且不限于压缩机转速指令、阀开合度、阀开度指令、风扇PWM指令、新风风门开度、混风风门开度指令等,上述参数采集可以根据制冷系统数字孪生模型计算所需参数作适应性调整,通过孪生模型代入参数后模拟制冷系统运行输出制冷系统的模拟特性参数,在本实施例通过比较运行的蒸发器制冷模式的蒸发器出风温度来判断制冷系统是否存在制冷剂泄漏,因此模拟特性参数采取的是模拟蒸发器出风温度,需要说明的是在检测其他制冷系统时,特性参数可以有其他选择,将上述模拟值与车辆的实际值进行比较,初步判断是否存在制冷剂泄漏。Based on the above-mentioned embodiment, referring to Fig. 2, the vehicle air-conditioning system operates in cooling mode, and the arrow indicates the direction of refrigerant flow. The embodiment of the present invention will be described in conjunction with the vehicle air-conditioning system, and environmental parameters will be collected, including but not limited to sunshine conditions, Ambient temperature and humidity, temperature and humidity inside the car; air conditioner setting parameters, including but not limited to air conditioner set temperature, air volume, internal and external circulation settings, cooling mode or heating mode setting; vehicle operating parameter collection such as vehicle speed Conditions; the control commands of the terminal components of the refrigeration system include but are not limited to the compressor speed command, valve opening and closing degree, valve opening degree command, fan PWM command, fresh air damper opening degree, mixed air damper opening degree command, etc. The above parameters can be collected according to The parameters required for the calculation of the digital twin model of the refrigeration system are adjusted adaptively. After the parameters are substituted into the twin model, the simulation characteristic parameters of the refrigeration system are simulated and output. To judge whether there is refrigerant leakage in the refrigeration system, the simulated characteristic parameters are used to simulate the outlet air temperature of the evaporator. It should be noted that when testing other refrigeration systems, the characteristic parameters can have other options. The above simulated values and the actual vehicle Values are compared to preliminarily determine whether there is refrigerant leakage.
比较模拟蒸发器出风温度和实际蒸发器出风温度所采取的是第一阈值和第二阈值,第一阈值根据测试需要可以设定为相同或者不同,在本实施例均设定为模拟蒸发器出风温度和实际蒸发器出风温度相差的温度是否大于5℃且持续5min,需要说明的是第一阈值和第二阈值判断具体情况,需要根据检测的目标其具体情况做相应调整。The first threshold and the second threshold are used to compare the air outlet temperature of the simulated evaporator with the actual air outlet temperature of the evaporator. The first threshold can be set to be the same or different according to the test requirements. In this embodiment, it is set to simulate evaporation. Whether the temperature difference between the air outlet temperature of the evaporator and the actual air outlet temperature of the evaporator is greater than 5°C and lasts for 5 minutes, it needs to be explained that the first threshold and the second threshold determine the specific situation, and corresponding adjustments need to be made according to the specific conditions of the detected target.
在本实施例中采取上述阈值的依据如下所述,参阅图2和图3,运行系统采取图2所示空调系统,制冷模式运行,并确认各部件性能无衰减,相关测试参数为测试环温:环境温度30℃,RH52%,日照无;车速:怠速;空调设置:温度23℃,风量自动,内外循环自动。In this embodiment, the basis for adopting the above threshold value is as follows. Referring to Figure 2 and Figure 3, the operating system adopts the air conditioning system shown in Figure 2, operates in cooling mode, and confirms that the performance of each component has no attenuation. The relevant test parameter is the test ambient temperature :
初始充注量300g,然后每次按照100g进行加注,直到最低名义充注量700g;当充注量300g时,实际出风和理论出风的温差在25℃左右,400g对应的实际出风和理论出风温差20℃,500g和600g充注时温差在10℃左右,达到名义充注量时,温差测试结果为-2℃。考虑期望在制冷剂泄漏100g内检测出,设定温差5℃判断制冷剂泄漏,同时考虑压缩机开始运行时(100s左右),系统处于瞬态且运行不稳定,此时孪生模型计算结果的误差会稍偏大,因此设定温差延续时间5min避免误判。The initial charging amount is 300g, and then refill according to 100g each time until the minimum nominal charging amount is 700g; when the charging amount is 300g, the temperature difference between the actual air outlet and the theoretical air outlet is about 25°C, and the actual air outlet corresponding to 400g The temperature difference from the theoretical air outlet is 20°C, the temperature difference between 500g and 600g is about 10°C, and when the nominal charge is reached, the temperature difference test result is -2°C. Considering that the refrigerant leakage is expected to be detected within 100g, the temperature difference is set at 5°C to judge the refrigerant leakage, and at the same time, when the compressor starts to run (about 100s), the system is in a transient state and the operation is unstable. At this time, the error of the calculation result of the twin model It will be slightly larger, so set the temperature difference duration to 5 minutes to avoid misjudgment.
基于上述依据,当第一次的模拟蒸发器出风温度与实际蒸发器出风温度在第一阈值内时,可以判断制冷剂无泄漏;当超过第一阈值范围时,需要解耦衰减因子,空调系统的各个部件的衰减因子通过系统计算获得,在本实施例中获得压缩机效率衰减因子、阀流量衰减因子、高压传热衰减因子及低压传热衰减因子,其中制冷系统孪生模型中含有其他部件的孪生模型,比如可以通过压缩机孪生模型和阀孪生模型计算阀流量衰减因子,其中的系统高压和系统低压分别由高压温压传感器和低压温压传感器获得并参与对应衰减因子的计算;得到各部件的衰减因子后,从而修正制冷系统数字孪生模型,再代入模型获得第二次的模拟蒸发器出风温度,如果此时不超过第二阈值,意味着由于部件性能衰减导致蒸发器出风温度难以达到标准,并非是制冷剂泄漏;而如果此时依然超过第二阈值,可以确定制冷系统存在制冷剂泄漏。Based on the above basis, when the first simulated evaporator outlet temperature and the actual evaporator outlet temperature are within the first threshold, it can be judged that there is no refrigerant leakage; when it exceeds the first threshold range, the attenuation factor needs to be decoupled, The attenuation factors of each component of the air-conditioning system are obtained through system calculation. In this embodiment, the compressor efficiency attenuation factor, valve flow attenuation factor, high-pressure heat transfer attenuation factor and low-pressure heat transfer attenuation factor are obtained. The twin model of the refrigeration system contains other The twin model of the component, for example, the valve flow attenuation factor can be calculated through the twin model of the compressor and the twin model of the valve, in which the high pressure and low pressure of the system are respectively obtained by the high pressure temperature and pressure sensor and the low pressure temperature and pressure sensor and participate in the calculation of the corresponding attenuation factor; After the attenuation factor of each component, the digital twin model of the refrigeration system is corrected, and then substituted into the model to obtain the second simulated evaporator outlet air temperature. If it does not exceed the second threshold at this time, it means that the evaporator air outlet is caused by component performance attenuation. If the temperature is difficult to reach the standard, it is not a refrigerant leakage; and if it still exceeds the second threshold at this time, it can be determined that there is a refrigerant leakage in the refrigeration system.
进一步,如图4所示,该检测方法包括以下步骤:Further, as shown in Figure 4, the detection method includes the following steps:
S100:获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项;S100: Obtain at least one of environmental parameters, refrigeration system setting parameters, vehicle operating parameters, and system terminal component control instructions;
S200:判断是否存在制冷系统部件级别故障或系统级别故障;S200: Determine whether there is a refrigeration system component-level fault or a system-level fault;
S210:如果存在部件级别故障或系统级别故障,则结束测试;S210: If there is a component-level fault or a system-level fault, end the test;
S220:如果不存在部件级别故障或系统级别故障,则使用制冷系统孪生模型计算并输出模拟特性参数;S220: If there is no component-level fault or system-level fault, use the refrigeration system twin model to calculate and output the simulation characteristic parameters;
S300:确定模拟特性参数与实际特性参数的差值是否达到第一阈值;S300: Determine whether the difference between the simulated characteristic parameter and the actual characteristic parameter reaches a first threshold;
S310:如果没达到第一阈值,则结束测试,确定系统无制冷剂泄漏;S310: If the first threshold is not reached, end the test, and determine that there is no refrigerant leakage in the system;
S320:如果达到第一阈值,则根据制冷系统运行参数解耦终端部件的衰减因子,将终端部件的衰减因子代入制冷系统孪生模型计算并输出修正模拟特性参数;S320: If the first threshold is reached, decoupling the attenuation factor of the terminal component according to the refrigeration system operating parameters, substituting the attenuation factor of the terminal component into the twin model of the refrigeration system to calculate and output the corrected simulation characteristic parameters;
S400:确定修正模拟特性参数与实际特性参数的差值是否达到第二阈值;S400: Determine whether the difference between the corrected simulated characteristic parameter and the actual characteristic parameter reaches a second threshold;
S410:如果没达到第二阈值,则确定系统无制冷剂泄漏;S410: If the second threshold is not reached, determine that the system has no refrigerant leakage;
S420:如果达到第二阈值,则确定系统制冷剂泄漏。S420: If the second threshold is reached, determine that the system refrigerant leaks.
本实施例中,在初始获得相关参数后,会首先对车辆的制冷系统是否存在制冷系统部件级别故障或者系统故障进行初步判断,如果存在上述故障,则直接停止测试,首先解决车辆制冷系统的部件故障或者系统故障,如果排除了制冷系统的部件级别故障或者系统故障,如上述实施例所述进行后续的测试以判断制冷系统是否存在制冷剂泄漏。In this embodiment, after the initial acquisition of relevant parameters, a preliminary judgment will be made on whether there is a failure at the refrigeration system component level or a system failure in the refrigeration system of the vehicle. Faults or system faults, if component-level faults or system faults of the refrigeration system are ruled out, follow-up tests are performed as described in the above embodiments to determine whether there is refrigerant leakage in the refrigeration system.
进一步,如图5所示,该检测方法包括以下步骤:Further, as shown in Figure 5, the detection method includes the following steps:
S100:获取环境参数、制冷系统设置参数、车辆运行参数及系统终端部件控制指令中的至少一项;S100: Obtain at least one of environmental parameters, refrigeration system setting parameters, vehicle operating parameters, and system terminal component control instructions;
S200:判断是否存在制冷系统部件级别故障或系统级别故障;S200: Determine whether there is a refrigeration system component-level fault or a system-level fault;
S210:如果存在部件级别故障或系统级别故障,则结束测试;S210: If there is a component-level fault or a system-level fault, end the test;
S220:如果不存在部件级别故障或系统级别故障,则使用制冷系统孪生模型计算并输出模拟特性参数;S220: If there is no component-level fault or system-level fault, use the refrigeration system twin model to calculate and output the simulation characteristic parameters;
S300:确定模拟特性参数与实际特性参数的差值是否达到第一阈值;S300: Determine whether the difference between the simulated characteristic parameter and the actual characteristic parameter reaches a first threshold;
S310:如果没达到第一阈值,则结束测试,确定系统无制冷剂泄漏;S310: If the first threshold is not reached, end the test, and determine that there is no refrigerant leakage in the system;
S320:如果达到第一阈值,则根据制冷系统运行参数解耦终端部件的衰减因子,将终端部件的衰减因子代入制冷系统孪生模型计算并输出修正模拟特性参数;S320: If the first threshold is reached, decoupling the attenuation factor of the terminal component according to the refrigeration system operating parameters, substituting the attenuation factor of the terminal component into the twin model of the refrigeration system to calculate and output the corrected simulation characteristic parameters;
S340:比较终端部件的衰减因子是否大于20%;S340: comparing whether the attenuation factor of the terminal part is greater than 20%;
S341:如果大于20%,则输出终端部件衰减故障;S341: If it is greater than 20%, the attenuation failure of the output terminal part;
S342:如果不大于20%,则输出无终端部件衰减故障;S342: If it is not greater than 20%, the output has no terminal component attenuation failure;
S330:将终端部件的衰减因子代入制冷系统孪生模型计算并输出修正模拟特性参数;S330: Substituting the attenuation factor of the terminal component into the twin model of the refrigeration system to calculate and output the corrected simulation characteristic parameters;
S400:确定修正模拟特性参数与实际特性参数的差值是否达到第二阈值;S400: Determine whether the difference between the corrected simulated characteristic parameter and the actual characteristic parameter reaches a second threshold;
S410:如果没达到第二阈值,则确定系统无制冷剂泄漏;S410: If the second threshold is not reached, determine that the system has no refrigerant leakage;
S420:如果达到第二阈值,则确定系统制冷剂泄漏。S420: If the second threshold is reached, determine that the system refrigerant leaks.
在本实施例中,在解耦得到制冷系统各部件的衰减因子后,对各部件的衰减因子进行判断比较,判断衰减因子是否是否大于20%,如果大于20%,会输出制冷系统终端部件衰减故障,意味着制冷系统的终端部件性能较差,需要进行维护或者更换,但是这并不是制冷剂泄漏,能够使用户更有针对性的对制冷系统进行维护;如果衰减因子不大于20%,则无终端部件衰减故障,也就是制冷系统的终端部件性能还可以满足使用需求,需要说明的是,关于衰减因子的判断标准,不同的检测场景下其数值可以选择。In this embodiment, after decoupling and obtaining the attenuation factors of each component of the refrigeration system, the attenuation factors of each component are judged and compared to determine whether the attenuation factor is greater than 20%, and if it is greater than 20%, the attenuation of the terminal components of the refrigeration system will be output Failure means that the performance of the terminal parts of the refrigeration system is poor and needs to be maintained or replaced, but this is not a refrigerant leakage, which enables users to maintain the refrigeration system more targetedly; if the attenuation factor is not greater than 20%, then There is no attenuation failure of terminal components, that is, the performance of the terminal components of the refrigeration system can still meet the requirements of use. It should be noted that the value of the attenuation factor can be selected under different detection scenarios.
至此,已经结合附图所示的优选实施方式描述了本发明的技术方案,但是,本领域技术人员容易理解的是,本发明的保护范围显然不局限于这些具体实施方式。在不偏离本发明的原理的前提下,本领域技术人员可以对相关技术特征作出等同的更改或替换,这些更改或替换之后的技术方案都将落入本发明的保护范围之内。So far, the technical solutions of the present invention have been described in conjunction with the preferred embodiments shown in the accompanying drawings, but those skilled in the art will easily understand that the protection scope of the present invention is obviously not limited to these specific embodiments. Without departing from the principles of the present invention, those skilled in the art can make equivalent changes or substitutions to relevant technical features, and the technical solutions after these changes or substitutions will all fall within the protection scope of the present invention.
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| CN117386694A (en) * | 2023-10-30 | 2024-01-12 | 合肥工业大学 | A method for monitoring wear evolution and leakage of hydraulic cylinders and its digital twin system |
| CN118857595A (en) * | 2024-07-17 | 2024-10-29 | 江苏爱箔乐铝箔制品有限公司 | Aluminum foil lunch box stamping die air tightness detection method and system |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN117386694A (en) * | 2023-10-30 | 2024-01-12 | 合肥工业大学 | A method for monitoring wear evolution and leakage of hydraulic cylinders and its digital twin system |
| CN118857595A (en) * | 2024-07-17 | 2024-10-29 | 江苏爱箔乐铝箔制品有限公司 | Aluminum foil lunch box stamping die air tightness detection method and system |
| CN118857595B (en) * | 2024-07-17 | 2025-03-14 | 江苏爱箔乐铝箔制品有限公司 | Air tightness detection method and system for aluminum foil cutlery box stamping die |
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