CN115238484A - Board-level component life prediction method, device, computer equipment and storage medium - Google Patents
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Abstract
Description
技术领域technical field
本申请涉及电子元器件可靠性领域,特别是涉及一种板级组件寿命预测方法、装置、计算机设备、存储介质和计算机程序产品。The present application relates to the field of reliability of electronic components, and in particular, to a method, device, computer equipment, storage medium and computer program product for predicting the life of a board-level component.
背景技术Background technique
随机信息科学技术的发展,电子产品在军品、民品领域的应用范围越来越广泛,针对电子产品进行寿命评估的方法可以分为两大类:针对薄弱环节的寿命评估方法和其它类型的寿命评估方法。With the development of random information science and technology, the application scope of electronic products in the fields of military and civilian products is more and more extensive. The methods of life evaluation for electronic products can be divided into two categories: life evaluation methods for weak links and other types of life evaluation. method.
常见的寿命评估方法包括:基于可靠性试验的寿命分布计算、温度循环强化应力法、基于分布间距的故障预测与健康管理(Prognostics Health Management,PHM)寿命评估法、基于失效物理的预计等。Common life evaluation methods include: life distribution calculation based on reliability test, temperature cycle enhanced stress method, fault prediction and health management (Prognostics Health Management, PHM) life evaluation method based on distribution spacing, prediction based on failure physics, etc.
然而,传统方法中对电子元器件进行寿命评估往往只能针对特定的电子元器件开展,且评估过程较为复杂。However, the life evaluation of electronic components in the traditional method can only be carried out for specific electronic components, and the evaluation process is relatively complicated.
发明内容SUMMARY OF THE INVENTION
基于此,有必要针对上述技术问题,提供一种能够简洁高效地评估各类电子元器件寿命的板级组件寿命预测方法、装置、计算机设备、计算机可读存储介质和计算机程序产品。Based on this, it is necessary to provide a board-level component life prediction method, apparatus, computer equipment, computer-readable storage medium and computer program product that can simply and efficiently evaluate the life of various electronic components.
第一方面,本申请提供了一种板级组件寿命预测方法,该方法包括:In a first aspect, the present application provides a method for predicting the life of a board-level component, the method comprising:
获取板级组件的可靠度函数以及预设可靠度数值;Obtain reliability functions and preset reliability values of board-level components;
获取板级组件中各单元的重要度因子;Obtain the importance factor of each unit in the board-level component;
根据重要度因子以及预设可靠度数值确定各单元的分担可靠度数值;Determine the shared reliability value of each unit according to the importance factor and the preset reliability value;
根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命;Calculate the unit life of each unit according to the reliability function and the shared reliability value of each unit;
根据各单元的单元寿命预测板级组件的板级组件寿命。The board-level assembly life of the board-level assembly is predicted based on the unit life of each unit.
在其中一个实施例中,上述获取板级组件的可靠度函数,包括:In one embodiment, the above-mentioned obtaining the reliability function of the board-level component includes:
获取板级组件的失效模型以及各失效机理;Obtain failure models and failure mechanisms of board-level components;
根据失效模型以及各失效机理确定各单元的目标失效机理;Determine the target failure mechanism of each unit according to the failure model and each failure mechanism;
根据各单元的目标失效机理确定板级组件的可靠度函数。Determine the reliability function of the board-level assembly based on the target failure mechanism of each unit.
在其中一个实施例中,上述根据各单元的目标失效机理确定板级组件的可靠度函数,包括:In one embodiment, the above-mentioned determination of the reliability function of the board-level component according to the target failure mechanism of each unit includes:
根据目标失效机理确定各单元的第一可靠度函数;Determine the first reliability function of each unit according to the target failure mechanism;
获取目标失效机理的失效分布函数;Obtain the failure distribution function of the target failure mechanism;
根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。The reliability function of the board-level component is established according to the first reliability function and the failure distribution function.
在其中一个实施例中,上述获取板级组件中各单元的重要度因子,包括:In one embodiment, the above-mentioned acquisition of the importance factor of each unit in the board-level component includes:
根据构成板级组件的各单元的重要性确定各单元的重要度因子。The importance factor of each unit is determined according to the importance of each unit constituting the board-level assembly.
在其中一个实施例中,上述根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命,包括:In one embodiment, the above calculation of the unit life of each unit according to the reliability function and the shared reliability value of each unit includes:
根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数;Determine the unit reliability function of each unit according to the reliability function, the shared reliability value of each unit and the preset reliability value;
根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。The unit life of each unit is calculated according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
在其中一个实施例中,上述根据各单元的单元寿命预测板级组件的板级组件寿命,包括:In one embodiment, the above-mentioned predicting the board-level component life of the board-level component according to the unit life of each unit includes:
获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。The minimum value of the unit life of each unit is obtained as the board-level component life of the board-level component.
在其中一个实施例中,该方法还包括:In one embodiment, the method further includes:
计算各单元的平均寿命、中位寿命中的至少一个。At least one of the average life and the median life of each unit is calculated.
第二方面,本申请还提供了一种板级组件寿命预测装置,该装置包括:In a second aspect, the present application also provides a device for predicting the life of a board-level component, the device comprising:
可靠度函数获取模块,用于获取板级组件的可靠度函数以及预设可靠度数值;The reliability function acquisition module is used to acquire the reliability function and preset reliability value of the board-level component;
重要度因子获取模块,用于获取板级组件中各单元的重要度因子;The importance factor acquisition module is used to acquire the importance factor of each unit in the board-level assembly;
分担可靠度确定模块,用于根据重要度因子以及预设可靠度数值得到各单元的分担可靠度数值;The shared reliability determination module is used to obtain the shared reliability value of each unit according to the importance factor and the preset reliability value;
单元寿命计算模块,用于根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命;The unit life calculation module is used to calculate the unit life of each unit according to the reliability function and the shared reliability value of each unit;
板级组件寿命预测模块,用于根据可靠度函数以及各单元的分担可靠度数值预测各单元的单元寿命。The board-level component life prediction module is used to predict the unit life of each unit according to the reliability function and the shared reliability value of each unit.
第三方面,本申请还提供了一种计算机设备。计算机设备包括存储器和处理器,存储器存储有计算机程序,处理器执行计算机程序时实现第一方面任一项实施例中的方法步骤。In a third aspect, the present application also provides a computer device. The computer device includes a memory and a processor, the memory stores a computer program, and the processor implements the method steps in any one of the embodiments of the first aspect when the processor executes the computer program.
第四方面,本申请还提供了一种计算机可读存储介质。计算机可读存储介质,其上存储有计算机程序,计算机程序被处理器执行时实现第一方面任一项实施例中的方法步骤。In a fourth aspect, the present application also provides a computer-readable storage medium. A computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, implements the method steps in any one of the embodiments of the first aspect.
第五方面,本申请还提供了一种计算机程序产品。计算机程序产品,包括计算机程序,该计算机程序被处理器执行时实现第一方面任一项实施例中的方法步骤。In a fifth aspect, the present application also provides a computer program product. A computer program product, comprising a computer program that, when executed by a processor, implements the method steps in any one of the embodiments of the first aspect.
上述板级组件寿命预测方法、装置、计算机设备、存储介质和计算机程序产品,通过获取板级组件的可靠度函数以及板级组件中各单元的重要度因子,根据重要度因子以及预设可靠度数值能够确定各单元的分担可靠度数值,进而计算板级组件中各单元的单元寿命,并根据各单元的单元寿命预测板级组件的板级组件寿命,能够适应不同类型的电子元器件的寿命评估,且根据构成板级组件器件的重要程度分配相应的单元可靠度,能够在保证寿命评估准确度的同时,降低寿命评估过程的复杂度。The above-mentioned board-level component life prediction method, apparatus, computer equipment, storage medium and computer program product, by obtaining the reliability function of the board-level component and the importance factor of each unit in the board-level component, according to the importance factor and preset reliability The numerical value can determine the shared reliability value of each unit, and then calculate the unit life of each unit in the board-level component, and predict the board-level component life of the board-level component according to the unit life of each unit, which can adapt to the life of different types of electronic components Evaluation, and assigning the corresponding unit reliability according to the importance of the components constituting the board-level component, can reduce the complexity of the life evaluation process while ensuring the accuracy of the life evaluation.
附图说明Description of drawings
图1为一个实施例中板级组件寿命预测方法的应用环境图;FIG. 1 is an application environment diagram of a method for predicting the life of a board-level component in one embodiment;
图2为一个实施例中板级组件寿命预测方法的流程示意图;FIG. 2 is a schematic flowchart of a method for predicting the life of a board-level component in one embodiment;
图3为图2所示实施例中S201步骤的流程示意图;3 is a schematic flowchart of step S201 in the embodiment shown in FIG. 2;
图4为图3所示实施例中S303步骤的流程示意图;FIG. 4 is a schematic flowchart of step S303 in the embodiment shown in FIG. 3;
图5为另一个实施例中板级组件寿命预测方法的流程示意图;5 is a schematic flowchart of a method for predicting the life of a board-level component in another embodiment;
图6为一个实施例中板级组件寿命评估方法的流程示意图;6 is a schematic flowchart of a method for evaluating the life of a board-level component in one embodiment;
图7为图6所示实施例中各器件可靠性水平的分担值计算示意图;FIG. 7 is a schematic diagram of calculating the shared value of the reliability level of each device in the embodiment shown in FIG. 6;
图8为一个实施例中板级组件寿命预测装置的结构框图;8 is a structural block diagram of an apparatus for predicting the life of a board-level component in one embodiment;
图9为一个实施例中计算机设备的内部结构图。Figure 9 is a diagram of the internal structure of a computer device in one embodiment.
具体实施方式Detailed ways
为了使本申请的目的、技术方案及优点更加清楚明白,以下结合附图及实施例,对本申请进行进一步详细说明。应当理解,此处描述的具体实施例仅仅用以解释本申请,并不用于限定本申请。In order to make the purpose, technical solutions and advantages of the present application more clearly understood, the present application will be described in further detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present application, but not to limit the present application.
可以理解,本申请所使用的术语“第一”、“第二”等可在本文中用于描述各种数据,但这些数据不受这些术语限制。这些术语仅用于将第一个数据与另一个数据区分。除非另有定义,本文所使用的所有的技术和科学术语与属于本申请的技术领域的技术人员通常理解的含义相同。本文中在本申请的说明书中所使用的术语只是为了描述具体的实施方式的目的,不是旨在于限制本申请。还应当理解的是,术语“包括/包含”或“具有”等指定所陈述的特征、整体、步骤、操作或它们的组合的存在,但是不排除存在或添加一个或更多个其他特征、整体、步骤、操作或它们的组合的可能性。同时,在本说明书中使用的术语“和/或”包括相关所列项目的任何及所有组合。It is understood that the terms "first", "second", etc. used in this application may be used herein to describe various data, but these data are not limited by these terms. These terms are only used to distinguish the first data from another. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the technical field to which this application belongs. The terms used herein in the specification of the present application are for the purpose of describing particular embodiments only, and are not intended to limit the present application. It should also be understood that the terms "comprising/comprising" or "having" etc. designate the presence of stated features, integers, steps, operations or combinations thereof, but do not preclude the presence or addition of one or more other features, integers , steps, operations, or the possibility of their combination. Also, as used in this specification, the term "and/or" includes any and all combinations of the associated listed items.
本申请实施例提供的板级组件寿命预测方法可以应用于计算机设备中,该计算机设备可以是任何类型的设备,例如,终端设备,或者是各种个人计算机、笔记本电脑、平板电脑、可穿戴设备、服务器等等,本申请实施例对计算机设备的类型不作限定。如图1所示,提供一种计算机设备的内部结构示意图,图1中的处理器用于提供计算和控制能力。存储器包括非易失性存储介质、内存储器。该非易失性存储介质存储有操作系统、计算机程序和数据库。该内存储器为非易失性存储介质中的操作系统和计算机程序的运行提供环境。数据库用于结构的可靠性评估过程的相关数据。该网络接口用于与外部的其他设备通过网络连接通信。该计算机程序被处理器执行时以实现一种板级组件寿命预测方法。The method for predicting the life of a board-level component provided in this embodiment of the present application may be applied to computer equipment, and the computer equipment may be any type of equipment, for example, a terminal equipment, or various personal computers, notebook computers, tablet computers, and wearable devices. , server, etc., the embodiment of this application does not limit the type of computer equipment. As shown in FIG. 1 , a schematic diagram of the internal structure of a computer device is provided, and the processor in FIG. 1 is used to provide computing and control capabilities. The memory includes non-volatile storage media, internal memory. The nonvolatile storage medium stores an operating system, a computer program, and a database. The internal memory provides an environment for the execution of the operating system and computer programs in the non-volatile storage medium. The database is used for data related to the reliability assessment process of the structure. The network interface is used to communicate with other external devices through a network connection. The computer program, when executed by a processor, implements a board-level component lifetime prediction method.
在一个实施例中,如图2所示,提供了一种板级组件寿命预测方法,该方法包括以下步骤:In one embodiment, as shown in FIG. 2, a method for predicting the life of a board-level component is provided, and the method includes the following steps:
S201:获取板级组件的可靠度函数以及预设可靠度数值。S201: Obtain a reliability function and a preset reliability value of the board-level component.
其中,板级组件指电子元器件的板级结构,可靠度函数用于表示板级组件的失效分布。电子产品失效本质由器件级的失效引起,因此电子产品板级组件的寿命分布与构成板级组件的器件结构的失效密切相关,通过建立板级组件中各结构的可靠度函数,结合板级组件的结构或器件信息以及连接组成信息等,从而获取板级组件的可靠度函数。例如,假设板级组件由共计N个器件/结构组成的系统,考虑串联系统的连接方式,板级组件的可靠度函数的表达式为:Among them, board-level components refer to the board-level structure of electronic components, and the reliability function is used to represent the failure distribution of board-level components. The essence of electronic product failure is caused by device-level failure. Therefore, the life distribution of electronic product board-level components is closely related to the failure of the device structure that constitutes the board-level component. By establishing the reliability function of each structure in the board-level component, combined with the board-level component The structure or device information and connection composition information, etc., to obtain the reliability function of board-level components. For example, assuming a system composed of a total of N devices/structures for board-level components, considering the connection method of the series system, the expression of the reliability function of board-level components is:
式中,Rs(t)表示板级组件的可靠度函数,Ri(t)表示器件i的可靠度函数。预设可靠度数值为R0,则有Rs(t)=R0。In the formula, R s (t) represents the reliability function of board-level components, and R i (t) represents the reliability function of device i. The preset reliability value is R 0 , then R s (t)=R 0 .
S202:获取板级组件中各单元的重要度因子。S202: Obtain the importance factor of each unit in the board-level component.
其中,重要度因子表示构成板级组件的各元器件的重要度。在实际应用中,将板级组件的可靠度按器件的重要度分配给各器件,可以设置板级组件的各个元器件的重要度因子为δi(i=1,2,……N),且重要度因子的取值范围限制在δi∈(0,1]。Among them, the importance factor represents the importance of each component constituting the board-level component. In practical applications, the reliability of board-level components is assigned to each device according to the importance of the device, and the importance factor of each component of the board-level component can be set as δ i (i=1,2,...N), And the value range of the importance factor is limited to δ i ∈(0,1].
S203:根据重要度因子以及预设可靠度数值确定各单元的分担可靠度数值。S203: Determine the shared reliability value of each unit according to the importance factor and the preset reliability value.
其中,分担可靠度数值为板级组件可靠度在预设可靠度数值的情况下,板级组件中各单元所分担的可靠度。在实际应用中,通常定义各元器件的基础可靠性水平为R*,R*为用于衡量构成板级组件的各个器件被分配可靠度的一个基础量,则器件i的可靠度表示为Ri=δiR*,结合板级组件的可靠度函数表达式,则有:Wherein, the shared reliability value is the reliability shared by each unit in the board-level assembly when the reliability of the board-level assembly is at the preset reliability value. In practical applications, the basic reliability level of each component is usually defined as R * , R * is a basic quantity used to measure the assigned reliability of each device constituting a board-level component, and the reliability of device i is expressed as R i = δ i R * , combined with the reliability function expression of board-level components, there are:
因此,器件i的基础可靠性水平R*可以表示为:Therefore, the base reliability level R * of device i can be expressed as:
在板级组件可靠度为Rs(t)=R0的情况下,器件i的分担可靠度数值为:When the reliability of the board-level component is R s (t) = R 0 , the shared reliability value of the device i is:
若各个器件的重要度相等,即δi≡1,则器件i的分担可靠度数值为:Ri=(R0)1/N。If the importance of each device is equal, that is, δ i ≡ 1, the shared reliability value of device i is: R i =(R 0 ) 1/N .
S204:根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命。S204: Calculate the unit life of each unit according to the reliability function and the shared reliability value of each unit.
其中,根据各个器件在板级组件预设可靠度的前提下各自所分担的可靠度的值,结合各个器件所服从的失效分布(例如指数分布、对数正态分布、威布尔分布),在已知各个器件可靠度的前提下,通过反向求解三种失效分布的可靠度函数。Among them, according to the reliability value shared by each device under the premise of the preset reliability of board-level components, combined with the failure distribution (such as exponential distribution, lognormal distribution, Weibull distribution) obeyed by each device, in On the premise that the reliability of each device is known, the reliability functions of the three failure distributions are solved inversely.
其中,指数分布和威布尔分布有解析解,而对数正态分布的求解可以转换成标准正态分布计算。对于器件失效服从指数分布的情况,指数分布参数为λ,可靠度为Ri的可靠寿命按如下公式计算:Among them, exponential distribution and Weibull distribution have analytical solutions, and the solution of lognormal distribution can be converted into standard normal distribution calculation. For the case where the device failure follows an exponential distribution, the exponential distribution parameter is λ, and the reliability life of the reliability is R i is calculated according to the following formula:
对于器件失效服从威布尔分布的情况,尺度参数和形状参数分别为η和m,可靠度为Ri的可靠寿命按如下公式计算:For the case where the device failure follows the Weibull distribution, the scale parameter and shape parameter are η and m, respectively, and the reliability life with the reliability R i is calculated according to the following formula:
对于器件失效服从对数正态分布的情况,均值和标准差参数分别为μ和σ,记标准正态分布的分布函数为Φ,则可靠度为Ri的可靠寿命按如下公式计算:For the case where the device failure follows a log-normal distribution, the mean and standard deviation parameters are μ and σ, respectively, and the distribution function of the standard normal distribution is denoted as Φ, then the reliability life with reliability R i is calculated according to the following formula:
根据上述公式可以求出各个板级组件上各单元在各自分担可靠度数值下的可靠性寿命,记作:表示板级组件上第i个器件在分担的可靠性水平Ri下的可靠寿命。According to the above formula, the reliability life of each unit on each board-level component under its respective shared reliability value can be obtained, which is recorded as: Represents the reliable lifetime of the i -th device on the board-level component under the shared reliability level Ri.
S205:根据各单元的单元寿命预测板级组件的板级组件寿命。S205: Predict the board-level component life of the board-level component according to the unit life of each unit.
其中,在实际应用中,采用保守型建模策略,可将构成板级组件的各单元的单元寿命取下限值,定义为板级组件的在指定可靠性水平R0的可靠寿命,由此得到板级组件寿命计算公式为:Among them, in practical applications, a conservative modeling strategy is adopted, and the lower limit of the unit life of each unit constituting the board-level component can be taken, which is defined as the reliable life of the board-level component at the specified reliability level R 0 , thus The formula for calculating the life of the board-level components is:
其中: in:
上述板级组件寿命预测方法中,通过获取板级组件的可靠度函数以及板级组件中各单元的重要度因子,根据重要度因子以及预设可靠度数值能够确定各单元的分担可靠度数值,进而计算板级组件中各单元的单元寿命,并根据各单元的单元寿命预测板级组件的板级组件寿命,能够适应不同类型的电子元器件的寿命评估,且根据构成板级组件器件的重要程度分配相应的单元可靠度,能够在保证寿命评估准确度的同时,降低寿命评估过程的复杂度。In the above-mentioned board-level component life prediction method, by obtaining the reliability function of the board-level component and the importance factor of each unit in the board-level component, the shared reliability value of each unit can be determined according to the importance factor and the preset reliability value, Then calculate the unit life of each unit in the board level component, and predict the board level component life of the board level component according to the unit life of each unit, which can adapt to the life evaluation of different types of electronic components, and according to the important components of the board level component device. The corresponding unit reliability is assigned to the degree, which can reduce the complexity of the life evaluation process while ensuring the accuracy of the life evaluation.
在一个实施例中,如图3所示,上述获取板级组件的可靠度函数,包括以下步骤:In one embodiment, as shown in FIG. 3 , the above-mentioned obtaining the reliability function of the board-level component includes the following steps:
S301:获取板级组件的失效模型以及各失效机理。S301: Obtain failure models and failure mechanisms of board-level components.
其中,电子元器件失效物理模型包括芯片失效、热疲劳、振动疲劳、高温退化、封装失效等不同机理的失效物理模型。芯片失效指芯片功能的丧失;热疲劳是指由于环境温度反复变化,热应力也随着反复变化,从而使电子元器件受到疲劳损伤;振动疲劳指由振动造成的电子元器件结构损伤;高温退化指由于环境温度过高造成的性能退化;封装失效指由过应力或磨损造成的器件失效。在实际应用中,可以采用人工设置或自动搜索匹配等方式给板级组件的每个器件/结构配置相应的失效物理模型,同时指定各失效模型匹配的失效时间分布,并设定失效物理的模型的参数以及分配参数。Among them, the failure physical model of electronic components includes failure physical models of different mechanisms such as chip failure, thermal fatigue, vibration fatigue, high temperature degradation, and packaging failure. Chip failure refers to the loss of chip function; thermal fatigue refers to the repeated changes in ambient temperature and repeated changes in thermal stress, thereby causing fatigue damage to electronic components; vibration fatigue refers to structural damage to electronic components caused by vibration; high temperature degradation Refers to performance degradation due to excessive ambient temperature; package failure refers to device failure due to overstress or wear. In practical applications, manual settings or automatic search matching can be used to configure the corresponding failure physical model for each device/structure of the board-level component, and at the same time specify the failure time distribution matched by each failure model, and set the failure physical model. parameters and assignment parameters.
S302:根据失效模型以及各失效机理确定各单元的目标失效机理。S302: Determine the target failure mechanism of each unit according to the failure model and each failure mechanism.
其中,板级组件的每个器件/结构可能同时具有多种失效机理,不同失效机理的失效时间具有不同的分布,常见的失效分布有:指数分布、对数正态分布和威布尔分布。在不同失效机理的情况下,板级组件的寿命不同,取最小寿命值所对应的失效机理主失效机理,即目标失效机理。Among them, each device/structure of a board-level component may have multiple failure mechanisms at the same time, and the failure times of different failure mechanisms have different distributions. Common failure distributions are: exponential distribution, log-normal distribution and Weibull distribution. In the case of different failure mechanisms, the life of the board-level components is different, and the main failure mechanism of the failure mechanism corresponding to the minimum life value is taken, that is, the target failure mechanism.
S303:根据各单元的目标失效机理确定板级组件的可靠度函数。S303: Determine the reliability function of the board-level component according to the target failure mechanism of each unit.
其中,以目标失效机理的失效分布函数作为各单元的失效分布函数,记作Fi(t),则器件i的可靠度函数记作Ri(t)=1-Fi(t),板级组件的可靠度函数表示为:Among them, take the failure distribution function of the target failure mechanism as the failure distribution function of each unit, denoted as F i (t), then the reliability function of device i is denoted as R i (t)=1-Fi ( t), and the plate The reliability function of the level component is expressed as:
上述实施例中,通过获取板级组件的失效模型以及各失效机理,确定出各单元的目标失效机理,进而根据各单元的目标失效机理确定板级组件的可靠度函数,能够基于器件级的寿命分布数据建立板级组件的寿命分布的映射关系,降低寿命评估过程的复杂度。In the above embodiment, the target failure mechanism of each unit is determined by acquiring the failure model of the board-level component and each failure mechanism, and then the reliability function of the board-level component is determined according to the target failure mechanism of each unit, which can be based on the life of the device level. The distribution data establishes the mapping relationship of the life distribution of the board-level components, reducing the complexity of the life evaluation process.
在一个实施例中,如图4所示,上述根据各单元的目标失效机理确定板级组件的可靠度函数,包括以下步骤:In one embodiment, as shown in FIG. 4 , the above-mentioned determination of the reliability function of the board-level component according to the target failure mechanism of each unit includes the following steps:
S401:根据目标失效机理确定各单元的第一可靠度函数。S401: Determine the first reliability function of each unit according to the target failure mechanism.
其中,以目标失效机理的失效分布函数作为各单元的失效分布函数,记作Fi(t),则各单元的第一可靠度函数可表示为:Ri(t)=1-Fi(t),Among them, taking the failure distribution function of the target failure mechanism as the failure distribution function of each unit, denoted as F i (t), the first reliability function of each unit can be expressed as: R i (t)=1-Fi ( t),
S402:获取目标失效机理的失效分布函数。S402: Obtain the failure distribution function of the target failure mechanism.
其中,常见的失效分布有:指数分布、对数正态分布和威布尔分布。Among them, the common failure distributions are: exponential distribution, lognormal distribution and Weibull distribution.
S403:根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。S403: Establish a reliability function of the board-level component according to the first reliability function and the failure distribution function.
其中,单个器件/结构的失效分布可能为指数分布、威布尔分布或对数正态分布种的任意一种,因此所建立的板级组件的可靠度函数Rs(t)为三种失效分布形式的任意组合的可靠度函数乘积。例如,一个由5个器件构成的板级组件,5个器件的失效时间分布如下表1所示:Among them, the failure distribution of a single device/structure may be any one of exponential distribution, Weibull distribution or log-normal distribution, so the established reliability function R s (t) of board-level components is three failure distributions Product of reliability functions for any combination of forms. For example, for a board-level assembly consisting of 5 devices, the failure time distribution of the 5 devices is shown in Table 1 below:
表1Table 1
针对以上5个器件构成的板级组件,以串联的方式组合的情况下,其可靠度函数为:For the board-level components composed of the above five devices, when they are combined in series, the reliability function is:
式中,t表示失效时间,其余各参数表示的含义见上表1。In the formula, t represents the failure time, and the meanings of the other parameters are shown in Table 1 above.
上述实施例中,通过获取目标失效机理的失效分布函数,并根据目标失效机理确定各单元的第一可靠度函数,从而建立板级组件的可靠度函数,能够基于器件级的寿命分布数据建立板级组件的寿命分布的映射关系,降低寿命评估过程的复杂度。In the above embodiment, by obtaining the failure distribution function of the target failure mechanism, and determining the first reliability function of each unit according to the target failure mechanism, the reliability function of the board-level component is established, and the board can be established based on the device-level life distribution data. The mapping relationship of the life distribution of the grade components reduces the complexity of the life evaluation process.
在一个实施例中,上述获取板级组件中各单元的重要度因子,包括:根据构成板级组件的各单元的重要性确定各单元的重要度因子。In one embodiment, obtaining the importance factor of each unit in the board-level assembly includes: determining the importance factor of each unit according to the importance of each unit constituting the board-level component.
其中,将板级组件的可靠度按器件的重要度分配给各器件,可以设置板级组件的各个元器件的重要度因子为δi(i=1,2,……N),且重要度因子的取值范围限制在δi∈(0,1]。Among them, the reliability of the board-level components is assigned to each device according to the importance of the components, and the importance factor of each component of the board-level component can be set as δ i (i=1,2,...N), and the importance degree The value range of the factor is limited to δ i ∈(0,1].
上述实施例中,根据构成板级组件的各单元的重要性确定各单元的重要度因子,能够计算出各单元在相应分担可靠度下的可靠寿命,进而得到板级组件的寿命,能够在保证寿命评估准确度的同时,降低寿命评估过程的复杂度。In the above embodiment, the importance factor of each unit is determined according to the importance of each unit constituting the board-level assembly, and the reliable life of each unit under the corresponding shared reliability can be calculated, and then the life of the board-level assembly can be obtained. While improving the accuracy of life evaluation, the complexity of the life evaluation process is reduced.
在一个实施例中,上述根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命,包括:根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数;根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。In one embodiment, calculating the unit life of each unit according to the reliability function and the shared reliability value of each unit includes: determining the unit life of each unit according to the reliability function, the shared reliability value of each unit, and the preset reliability value. Unit reliability function: Calculate the unit life of each unit according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
其中,根据各个器件在板级组件预设可靠度的前提下各自所分担的可靠度的值,结合各个器件所服从的失效分布(例如指数分布、对数正态分布、威布尔分布),在已知各个器件可靠度的前提下,通过反向求解三种失效分布的可靠度函数,从而可以计算各单元的单元寿命。Among them, according to the reliability value shared by each device under the premise of the preset reliability of board-level components, combined with the failure distribution (such as exponential distribution, lognormal distribution, Weibull distribution) obeyed by each device, in Under the premise that the reliability of each device is known, the unit life of each unit can be calculated by inversely solving the reliability functions of the three failure distributions.
上述实施例中,根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数,并结合目标失效机理的失效分布函数计算各单元的单元寿命,进而得到板级组件的寿命,能够在保证寿命评估准确度的同时,降低寿命评估过程的复杂度。In the above embodiment, the unit reliability function of each unit is determined according to the reliability function, the shared reliability value of each unit, and the preset reliability value, and the unit life of each unit is calculated in combination with the failure distribution function of the target failure mechanism, and then the unit life is obtained. The life of board-level components can reduce the complexity of the life evaluation process while ensuring the accuracy of life evaluation.
在一个实施例中,上述根据各单元的单元寿命预测板级组件的板级组件寿命,包括:获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。In one embodiment, predicting the board-level component life of the board-level component according to the unit life of each unit includes: obtaining a minimum value of the unit life of each unit as the board-level component life of the board-level component.
其中,采用保守型建模策略,可将构成板级组件的各单元的单元寿命取下限值,定义为板级组件的在指定可靠性水平下的可靠寿命。Among them, by adopting a conservative modeling strategy, the lower limit of the unit life of each unit constituting the board-level component can be taken and defined as the reliable life of the board-level component under the specified reliability level.
上述实施例中,通过获取各单元的单元寿命的最小值作为板级组件的板级组件寿命,能够保证寿命评估的准确度,而通过各单元的单元寿命确定板级组件寿命,能够简化寿命评估过程,降低寿命评估的复杂度。In the above embodiment, by obtaining the minimum value of the unit life of each unit as the board-level component life of the board-level component, the accuracy of the life evaluation can be ensured, and the life of the board-level component is determined by the unit life of each unit, which can simplify the life evaluation. process, reducing the complexity of life assessment.
在一个实施例中,上述板级组件寿命预测方法还包括:计算各单元的平均寿命、中位寿命中的至少一个。In one embodiment, the above-mentioned method for predicting the life of a board-level component further includes: calculating at least one of an average life and a median life of each unit.
其中,当R0设置为0.5时,此时的可靠性寿命为中位寿命,即:根据各单元失效分布的类型以及目标失效机理,将目标失效机理的数学期望值作为个单元的平均寿命,则各单元目标失效机理的平均寿命分别记作:将平均寿命的最小值作为板级组件平均寿命即平均无故障工作时间(Mean Time BetweenFailure,MTBF),可表示为:Among them, when R 0 is set to 0.5, the reliability life at this time is the median life, namely: According to the type of failure distribution of each unit and the target failure mechanism, the mathematical expectation value of the target failure mechanism is taken as the average life of each unit, and the average life of each unit target failure mechanism is respectively recorded as: The minimum value of the average lifespan is taken as the average lifespan of board-level components, that is, the mean time between failures (MTBF), which can be expressed as:
上述实施例中,通过计算各单元的平均寿命或中位寿命,能够保证寿命评估的准确度,适应各类电子元器件的寿命评估需求。In the above embodiment, by calculating the average life or median life of each unit, the accuracy of life evaluation can be ensured, and the life evaluation requirements of various electronic components can be met.
在一个实施例中,如图5所示,提供了一种板级组件寿命预测方法,该方法包括以下步骤:In one embodiment, as shown in FIG. 5 , a method for predicting the life of a board-level component is provided, and the method includes the following steps:
S1:获取板级组件的失效模型以及各失效机理。S1: Obtain failure models and failure mechanisms of board-level components.
S2:根据失效模型以及各失效机理确定各单元的目标失效机理。S2: Determine the target failure mechanism of each unit according to the failure model and each failure mechanism.
S3:根据目标失效机理确定各单元的第一可靠度函数。S3: Determine the first reliability function of each unit according to the target failure mechanism.
S4:获取目标失效机理的失效分布函数。S4: Obtain the failure distribution function of the target failure mechanism.
S5:根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。S5: Establish a reliability function of the board-level component according to the first reliability function and the failure distribution function.
S6:获取板级组件的预设可靠度数值。S6: Obtain the preset reliability value of the board-level component.
S7:根据构成板级组件的各单元的重要性确定各单元的重要度因子。S7: Determine the importance factor of each unit according to the importance of each unit constituting the board-level assembly.
S8:根据重要度因子以及预设可靠度数值确定各单元的分担可靠度数值。S8: Determine the shared reliability value of each unit according to the importance factor and the preset reliability value.
S9:根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数。S9: Determine the unit reliability function of each unit according to the reliability function, the shared reliability value of each unit, and the preset reliability value.
S10:根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。S10: Calculate the unit life of each unit according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
S11:获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。S11: Obtain the minimum value of the unit lifetime of each unit as the board-level component lifetime of the board-level component.
S12:计算各单元的平均寿命、中位寿命中的至少一个。S12: Calculate at least one of the average life and the median life of each unit.
上述实施例中,通过获取板级组件的可靠度函数以及板级组件中各单元的重要度因子,根据重要度因子以及预设可靠度数值能够确定各单元的分担可靠度数值,进而计算板级组件中各单元的单元寿命,并根据各单元的单元寿命预测板级组件的板级组件寿命,能够适应不同类型的电子元器件的寿命评估,且根据构成板级组件器件的重要程度分配相应的单元可靠度,能够在保证寿命评估准确度的同时,降低寿命评估过程的复杂度。In the above embodiment, by obtaining the reliability function of the board-level component and the importance factor of each unit in the board-level component, the shared reliability value of each unit can be determined according to the importance factor and the preset reliability value, and then the board-level component can be calculated. The unit life of each unit in the module, and the board-level component life of the board-level component is predicted according to the unit life of each unit, which can adapt to the life evaluation of different types of electronic components, and allocate corresponding components according to the importance of the board-level components. Unit reliability can reduce the complexity of the life evaluation process while ensuring the accuracy of life evaluation.
应该理解的是,虽然如上所述的各实施例所涉及的流程图中的各个步骤按照箭头的指示依次显示,但是这些步骤并不是必然按照箭头指示的顺序依次执行。除非本文中有明确的说明,这些步骤的执行并没有严格的顺序限制,这些步骤可以以其它的顺序执行。而且,如上所述的各实施例所涉及的流程图中的至少一部分步骤可以包括多个步骤或者多个阶段,这些步骤或者阶段并不必然是在同一时刻执行完成,而是可以在不同的时刻执行,这些步骤或者阶段的执行顺序也不必然是依次进行,而是可以与其它步骤或者其它步骤中的步骤或者阶段的至少一部分轮流或者交替地执行。It should be understood that, although the steps in the flowcharts involved in the above embodiments are sequentially displayed according to the arrows, these steps are not necessarily executed in the order indicated by the arrows. Unless explicitly stated herein, the execution of these steps is not strictly limited to the order, and these steps may be performed in other orders. Moreover, at least a part of the steps in the flowcharts involved in the above embodiments may include multiple steps or multiple stages, and these steps or stages are not necessarily executed and completed at the same time, but may be performed at different times The execution order of these steps or phases is not necessarily sequential, but may be performed alternately or alternately with other steps or at least a part of the steps or phases in the other steps.
在一个实施例中,提供了一种基于可靠性因子分担的板级组件寿命评估方法,该方法流程图如图6所示,该方法包括以下步骤:In one embodiment, a board-level component life assessment method based on reliability factor sharing is provided. The flow chart of the method is shown in FIG. 6 , and the method includes the following steps:
(1)失效模型及失效分布配置:根据板级组件构成信息采用人工设置或自动搜索匹配等方式,给板级组件的每个器件/结构配置相应的失效物理模型,同时指定各失效模型匹配的失效时间分布,并设定失效物理的模型的参数以及分配参数。(1) Failure model and failure distribution configuration: According to the board-level component composition information, manual setting or automatic search and matching are used to configure the corresponding failure physical model for each component/structure of the board-level component, and at the same time specify the matching failure model. Failure time distribution, and setting the parameters of the failure physics model and assigning parameters.
(2)器件主机理分布确认:板级组件的每个器件/结构可能同时具有多种失效机理,不同失效机理的失效时间具有不同的分布,三种常见的失效分布为:指数分布、对数正态分布和威布尔分布。(2) Confirmation of device main mechanism distribution: each device/structure of board-level components may have multiple failure mechanisms at the same time, and the failure time of different failure mechanisms has different distributions. Three common failure distributions are: exponential distribution, logarithmic distribution Normal and Weibull distributions.
(3)建立板级组件可靠度函数:单个器件/结构的失效分布可能为指数分布、威布尔分布或对数正态分布种的任意一种,因此所建立的板级组件的可靠度函数Rs(t)为三种失效分布形式的任意组合的可靠度函数乘积,根据指数分布、威布尔分布或对数正态分布的可靠度函数的形式可知,Rs(t)是一个含变限积分的非初等函数。(3) Establish the reliability function of board-level components: the failure distribution of a single device/structure may be any one of exponential distribution, Weibull distribution or log-normal distribution, so the established reliability function R of board-level components s (t) is the product of reliability functions of any combination of the three failure distribution forms. According to the reliability functions of exponential distribution, Weibull distribution or log-normal distribution, R s (t) is a variable limit Nonelementary functions of integrals.
(4)设定板级组件的可靠性水平:计算板级组件的可靠性寿命,需要指定板级组件的可靠度值Rs(t)=R0。指定该值后,可以通过反向求解可靠度函数获得其可靠性寿命。(4) Setting the reliability level of the board-level components: To calculate the reliability life of the board-level components, it is necessary to specify the reliability value R s (t)=R 0 of the board-level components. When this value is specified, its reliability life can be obtained by inversely solving the reliability function.
(5)计算板级组件各器件可靠性水平的分担值:对建立的板级组件采用手动或自动批量设置方式,设置板级组件的各个元器件的重要度因子,根据重要度因子的权重值设定,计算板级组件各器件可靠性水平的分担值。各器件可靠性水平的分担值计算示意图如图7所示。(5) Calculate the shared value of the reliability level of each component of the board-level component: adopt the manual or automatic batch setting method for the established board-level component, and set the importance factor of each component of the board-level component, according to the weight value of the importance factor. Set and calculate the shared value of the reliability level of each component of the board-level component. Figure 7 shows a schematic diagram of the calculation of the shared value of the reliability level of each device.
(6)基于分担可靠度下的器件可靠寿命计算:在已知各个器件可靠度的前提下,通过反向求解三种失效分布的可靠度函数。(6) Calculation of device reliability life based on shared reliability: On the premise that the reliability of each device is known, the reliability functions of the three failure distributions are reversely solved.
(7)基于可靠性因子分担的板级组件可靠寿命的计算:将构成板级组件的器件/结构所有有效失效点在各自分担可靠性水平下的可靠寿命取下限值,定义为板级组件的在指定可靠性水平的可靠寿命。(7) Calculation of the reliable life of board-level components based on the sharing of reliability factors: Take the lower limit of the reliable life of all the effective failure points of the components/structures constituting the board-level component under their respective shared reliability levels, and define it as the board-level component the reliability life at the specified reliability level.
(8)板级组件中位寿命的计算:板级组件中位寿命的计算只需要将预设的可靠性水平设置为0.5。(8) Calculation of the median life of board-level components: The calculation of the median life of board-level components only needs to set the preset reliability level to 0.5.
(9)板级组件MTBF的计算:在器件/结构的失效主机理确认之后,利用各器件的主失效机理分布的数学期望值来计算各器件失效时间的平均寿命,将各器件平均寿命的最小值作为板级组件的平均寿命。(9) Calculation of MTBF of board-level components: After the main failure mechanism of the device/structure is confirmed, the mathematical expectation value of the main failure mechanism distribution of each device is used to calculate the average life of each device failure time, and the minimum value of the average life of each device is calculated. as the average lifetime of board-level components.
通过以上步骤,就可以完成板级组件基于可靠性因子分担求解的寿命评估。该方法对于板级组件在其构成器件/结构服从任意分布的情况下,均可以计算在任意可靠度下的可靠寿命以及中位寿命,同时可以计算出板级组件的MTBF近似值。Through the above steps, the life evaluation of the board-level components based on the reliability factor sharing solution can be completed. This method can calculate the reliable life and median life under any reliability for board-level components whose constituent devices/structures obey any distribution, and can also calculate the approximate value of MTBF of board-level components.
基于同样的发明构思,本申请实施例还提供了一种用于实现上述所涉及的板级组件寿命预测方法的板级组件寿命预测装置。该装置所提供的解决问题的实现方案与上述方法中所记载的实现方案相似,故下面所提供的一个或多个板级组件寿命预测装置实施例中的具体限定可以参见上文中对于板级组件寿命预测方法的限定,在此不再赘述。Based on the same inventive concept, an embodiment of the present application further provides a board-level component life prediction apparatus for implementing the above-mentioned board-level component life prediction method. The solution to the problem provided by the device is similar to the solution described in the above method, so the specific limitations in one or more embodiments of the device for predicting the life of a board-level component provided below can be referred to above for the board-level component The limitations of the life prediction method are not repeated here.
在一个实施例中,如图8所示,提供了一种板级组件寿命预测装置,包括:可靠度函数获取模块10、重要度因子获取模块20、分担可靠度确定模块30、单元寿命计算模块40和板级组件寿命预测模块50,其中:In one embodiment, as shown in FIG. 8 , a board-level component life prediction device is provided, including: a reliability
可靠度函数获取模块10,用于获取板级组件的可靠度函数以及预设可靠度数值;The reliability
重要度因子获取模块20,用于获取板级组件中各单元的重要度因子;The importance
分担可靠度确定模块30,用于根据重要度因子以及预设可靠度数值得到各单元的分担可靠度数值;The shared
单元寿命计算模块40,用于根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命;The unit
板级组件寿命预测模块50,用于根据可靠度函数以及各单元的分担可靠度数值预测各单元的单元寿命。The board-level component
在一个实施例中,提供了一种板级组件寿命预测装置,上述可靠度函数获取模块包括:失效信息获取单元、目标机理确定单元和可靠度函数确定单元,其中:In one embodiment, a device for predicting the life of a board-level component is provided, and the above-mentioned reliability function acquisition module includes: a failure information acquisition unit, a target mechanism determination unit, and a reliability function determination unit, wherein:
失效信息获取单元,用于获取板级组件的失效模型以及各失效机理;The failure information acquisition unit is used to obtain the failure model of the board-level component and each failure mechanism;
目标机理确定单元,用于根据失效模型以及各失效机理确定各单元的目标失效机理;The target mechanism determination unit is used to determine the target failure mechanism of each unit according to the failure model and each failure mechanism;
可靠度函数确定单元,用于根据各单元的目标失效机理确定板级组件的可靠度函数。The reliability function determination unit is used to determine the reliability function of the board-level component according to the target failure mechanism of each unit.
在一个实施例中,提供了一种板级组件寿命预测装置,上述可靠度函数确定单元包括:第一可靠度确定子单元、失效分布获取子单元和可靠度函数建立子单元,其中:In one embodiment, an apparatus for predicting the life of a board-level component is provided, and the above-mentioned reliability function determination unit includes: a first reliability determination subunit, a failure distribution acquisition subunit, and a reliability function establishment subunit, wherein:
第一可靠度确定子单元,用于根据目标失效机理确定各单元的第一可靠度函数;a first reliability determination subunit, used for determining the first reliability function of each unit according to the target failure mechanism;
失效分布获取子单元,用于获取目标失效机理的失效分布函数;The failure distribution obtaining subunit is used to obtain the failure distribution function of the target failure mechanism;
可靠度函数建立子单元,用于根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。The reliability function establishment subunit is used for establishing the reliability function of the board-level component according to the first reliability function and the failure distribution function.
在一个实施例中,提供了一种板级组件寿命预测装置,上述重要度因子获取模块还用于根据构成板级组件的各单元的重要性确定各单元的重要度因子。In one embodiment, a device for predicting the life of a board-level component is provided, and the above-mentioned importance factor obtaining module is further configured to determine the importance factor of each unit according to the importance of each unit constituting the board-level component.
在一个实施例中,提供了一种板级组件寿命预测装置,上述单元寿命计算模块包括:单元可靠度函数确定单元和单元寿命计算单元,其中:In one embodiment, a device for predicting the life of a board-level component is provided, and the above-mentioned unit life calculation module includes: a unit reliability function determination unit and a unit life calculation unit, wherein:
单元可靠度函数确定单元,用于根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数;a unit reliability function determination unit, configured to determine the unit reliability function of each unit according to the reliability function, the shared reliability value of each unit and the preset reliability value;
单元寿命计算单元,用于根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。The unit life calculation unit is used to calculate the unit life of each unit according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
在一个实施例中,提供了一种板级组件寿命预测装置,上述板级组件寿命预测模块还用于获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。In one embodiment, a device for predicting the life of a board-level component is provided, and the above-mentioned board-level component life prediction module is further configured to obtain the minimum unit life of each unit as the board-level component life of the board-level component.
在一个实施例中,提供了一种板级组件寿命预测装置,上述板级组件寿命预测模块还用于计算各单元的平均寿命、中位寿命中的至少一个。In one embodiment, an apparatus for predicting the life of a board-level component is provided, and the above-mentioned board-level component life prediction module is further configured to calculate at least one of an average life and a median life of each unit.
上述板级组件寿命预测装置中的各个模块可全部或部分通过软件、硬件及其组合来实现。上述各模块可以硬件形式内嵌于或独立于计算机设备中的处理器中,也可以以软件形式存储于计算机设备中的存储器中,以便于处理器调用执行以上各个模块对应的操作。Each module in the above-mentioned device for predicting the life of a board-level component can be implemented in whole or in part by software, hardware, and combinations thereof. The above modules can be embedded in or independent of the processor in the computer device in the form of hardware, or stored in the memory in the computer device in the form of software, so that the processor can call and execute the operations corresponding to the above modules.
在一个实施例中,提供了一种计算机设备,该计算机设备可以是终端,其内部结构图可以如图9所示。该计算机设备包括通过系统总线连接的处理器、存储器、通信接口、显示屏和输入装置。其中,该计算机设备的处理器用于提供计算和控制能力。该计算机设备的存储器包括非易失性存储介质、内存储器。该非易失性存储介质存储有操作系统和计算机程序。该内存储器为非易失性存储介质中的操作系统和计算机程序的运行提供环境。该计算机设备的通信接口用于与外部的终端进行有线或无线方式的通信,无线方式可通过WIFI、移动蜂窝网络、NFC(近场通信)或其他技术实现。该计算机程序被处理器执行时以实现一种板级组件寿命预测方法。In one embodiment, a computer device is provided, and the computer device may be a terminal, and its internal structure diagram may be as shown in FIG. 9 . The computer equipment includes a processor, memory, a communication interface, a display screen, and an input device connected by a system bus. Among them, the processor of the computer device is used to provide computing and control capabilities. The memory of the computer device includes a non-volatile storage medium, an internal memory. The nonvolatile storage medium stores an operating system and a computer program. The internal memory provides an environment for the execution of the operating system and computer programs in the non-volatile storage medium. The communication interface of the computer equipment is used for wired or wireless communication with an external terminal, and the wireless communication can be realized by WIFI, mobile cellular network, NFC (Near Field Communication) or other technologies. The computer program, when executed by a processor, implements a board-level component lifetime prediction method.
本领域技术人员可以理解,图9中示出的结构,仅仅是与本申请方案相关的部分结构的框图,并不构成对本申请方案所应用于其上的计算机设备的限定,具体的计算机设备可以包括比图中所示更多或更少的部件,或者组合某些部件,或者具有不同的部件布置。Those skilled in the art can understand that the structure shown in FIG. 9 is only a block diagram of a part of the structure related to the solution of the present application, and does not constitute a limitation on the computer equipment to which the solution of the present application is applied. Include more or fewer components than shown in the figures, or combine certain components, or have a different arrangement of components.
在一个实施例中,提供了一种计算机设备,包括存储器和处理器,存储器中存储有计算机程序,该处理器执行计算机程序时实现以下步骤:获取板级组件的可靠度函数以及预设可靠度数值;获取板级组件中各单元的重要度因子;根据重要度因子以及预设可靠度数值确定各单元的分担可靠度数值;根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命;根据各单元的单元寿命预测板级组件的板级组件寿命。In one embodiment, a computer device is provided, including a memory and a processor, a computer program is stored in the memory, and the processor implements the following steps when executing the computer program: acquiring a reliability function of a board-level component and a preset reliability value; obtain the importance factor of each unit in the board-level assembly; determine the shared reliability value of each unit according to the importance factor and the preset reliability value; calculate the unit of each unit according to the reliability function and the shared reliability value of each unit Life; predicts the board-level component life of the board-level component based on the unit life of each unit.
在一个实施例中,处理器执行计算机程序时涉及的获取板级组件的可靠度函数,包括以下步骤:获取板级组件的失效模型以及各失效机理;根据失效模型以及各失效机理确定各单元的目标失效机理;根据各单元的目标失效机理确定板级组件的可靠度函数。In one embodiment, obtaining the reliability function of the board-level component involved in the execution of the computer program by the processor includes the following steps: obtaining a failure model and each failure mechanism of the board-level component; determining the reliability of each unit according to the failure model and each failure mechanism Target failure mechanism; the reliability function of board-level components is determined according to the target failure mechanism of each unit.
在一个实施例中,处理器执行计算机程序时涉及的根据各单元的目标失效机理确定板级组件的可靠度函数,包括以下步骤:根据目标失效机理确定各单元的第一可靠度函数;获取目标失效机理的失效分布函数;根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。In one embodiment, determining the reliability function of the board-level component according to the target failure mechanism of each unit involved when the processor executes the computer program includes the following steps: determining the first reliability function of each unit according to the target failure mechanism; obtaining the target The failure distribution function of the failure mechanism; the reliability function of the board-level component is established according to the first reliability function and the failure distribution function.
在一个实施例中,处理器执行计算机程序时涉及的获取板级组件中各单元的重要度因子,包括以下步骤:根据构成板级组件的各单元的重要性确定各单元的重要度因子。In one embodiment, obtaining the importance factor of each unit in the board-level assembly involved in executing the computer program by the processor includes the following steps: determining the importance factor of each unit according to the importance of each unit constituting the board-level component.
在一个实施例中,处理器执行计算机程序时涉及的根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命,包括以下步骤:根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数;根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。In one embodiment, calculating the unit life of each unit according to the reliability function and the shared reliability value of each unit involved in the execution of the computer program by the processor includes the following steps: according to the reliability function, the shared reliability value of each unit, and The unit reliability function of each unit is determined by the preset reliability value; the unit life of each unit is calculated according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
在一个实施例中,处理器执行计算机程序时涉及的根据各单元的单元寿命预测板级组件的板级组件寿命,包括以下步骤:获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。In one embodiment, when the processor executes the computer program, predicting the board-level component life of the board-level component according to the unit life of each unit includes the following steps: obtaining a minimum value of the unit life of each unit as the board-level component of the board-level component component life.
在一个实施例中,处理器执行计算机程序还实现以下步骤:计算各单元的平均寿命、中位寿命中的至少一个。In one embodiment, the processor executes the computer program to further implement the following steps: calculating at least one of the average lifespan and the median lifespan of each unit.
在一个实施例中,提供了一种计算机可读存储介质,其上存储有计算机程序,计算机程序被处理器执行时实现以下步骤:获取板级组件的可靠度函数以及预设可靠度数值;获取板级组件中各单元的重要度因子;根据重要度因子以及预设可靠度数值确定各单元的分担可靠度数值;根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命;根据各单元的单元寿命预测板级组件的板级组件寿命。In one embodiment, a computer-readable storage medium is provided, on which a computer program is stored, and when the computer program is executed by a processor, the following steps are implemented: acquiring a reliability function and a preset reliability value of a board-level component; acquiring The importance factor of each unit in the board-level assembly; the shared reliability value of each unit is determined according to the importance factor and the preset reliability value; the unit life of each unit is calculated according to the reliability function and the shared reliability value of each unit; according to The unit lifetime of each unit predicts the board level component lifetime of the board level component.
在一个实施例中,计算机程序被处理器执行时涉及的获取板级组件的可靠度函数,包括以下步骤:获取板级组件的失效模型以及各失效机理;根据失效模型以及各失效机理确定各单元的目标失效机理;根据各单元的目标失效机理确定板级组件的可靠度函数。In one embodiment, obtaining the reliability function of the board-level component involved in the execution of the computer program by the processor includes the following steps: obtaining a failure model of the board-level component and each failure mechanism; determining each unit according to the failure model and each failure mechanism The target failure mechanism of each unit is determined; the reliability function of the board-level assembly is determined according to the target failure mechanism of each unit.
在一个实施例中,计算机程序被处理器执行时涉及的根据各单元的目标失效机理确定板级组件的可靠度函数,包括以下步骤:根据目标失效机理确定各单元的第一可靠度函数;获取目标失效机理的失效分布函数;根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。In one embodiment, determining the reliability function of the board-level component according to the target failure mechanism of each unit involved when the computer program is executed by the processor includes the following steps: determining the first reliability function of each unit according to the target failure mechanism; obtaining The failure distribution function of the target failure mechanism; the reliability function of the board-level component is established according to the first reliability function and the failure distribution function.
在一个实施例中,计算机程序被处理器执行时涉及的获取板级组件中各单元的重要度因子,包括以下步骤:根据构成板级组件的各单元的重要性确定各单元的重要度因子。In one embodiment, obtaining the importance factor of each unit in the board-level assembly involved when the computer program is executed by the processor includes the following steps: determining the importance factor of each unit according to the importance of each unit constituting the board-level component.
在一个实施例中,计算机程序被处理器执行时涉及的根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命,包括以下步骤:根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数;根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。In one embodiment, the calculation of the unit life of each unit according to the reliability function and the shared reliability value of each unit involved when the computer program is executed by the processor includes the following steps: according to the reliability function, the shared reliability value of each unit The unit reliability function of each unit is determined by the preset reliability value; the unit life of each unit is calculated according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
在一个实施例中,计算机程序被处理器执行时涉及的根据各单元的单元寿命预测板级组件的板级组件寿命,包括以下步骤:获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。In one embodiment, when the computer program is executed by the processor, predicting the board-level component life of the board-level component according to the unit life of each unit includes the following steps: obtaining the minimum value of the unit life of each unit as the board of the board-level component grade component life.
在一个实施例中,计算机程序被处理器执行时还实现以下步骤:计算各单元的平均寿命、中位寿命中的至少一个。In one embodiment, the computer program further implements the following steps when executed by the processor: calculating at least one of the average lifespan and the median lifespan of each unit.
在一个实施例中,提供了一种计算机程序产品,包括计算机程序,该计算机程序被处理器执行时实现以下步骤:In one embodiment, a computer program product is provided, comprising a computer program that, when executed by a processor, implements the following steps:
获取板级组件的可靠度函数以及预设可靠度数值;获取板级组件中各单元的重要度因子;根据重要度因子以及预设可靠度数值确定各单元的分担可靠度数值;根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命;根据各单元的单元寿命预测板级组件的板级组件寿命。Obtain the reliability function and preset reliability value of the board-level component; obtain the importance factor of each unit in the board-level component; determine the shared reliability value of each unit according to the importance factor and the preset reliability value; according to the reliability function and the shared reliability value of each unit to calculate the unit life of each unit; predict the board-level component life of the board-level component according to the unit life of each unit.
在一个实施例中,计算机程序被处理器执行时涉及的获取板级组件的可靠度函数,包括以下步骤:获取板级组件的失效模型以及各失效机理;根据失效模型以及各失效机理确定各单元的目标失效机理;根据各单元的目标失效机理确定板级组件的可靠度函数。In one embodiment, obtaining the reliability function of the board-level component involved in the execution of the computer program by the processor includes the following steps: obtaining a failure model of the board-level component and each failure mechanism; determining each unit according to the failure model and each failure mechanism The target failure mechanism of each unit is determined; the reliability function of the board-level assembly is determined according to the target failure mechanism of each unit.
在一个实施例中,计算机程序被处理器执行时涉及的根据各单元的目标失效机理确定板级组件的可靠度函数,包括以下步骤:根据目标失效机理确定各单元的第一可靠度函数;获取目标失效机理的失效分布函数;根据第一可靠度函数以及失效分布函数建立板级组件的可靠度函数。In one embodiment, determining the reliability function of the board-level component according to the target failure mechanism of each unit involved when the computer program is executed by the processor includes the following steps: determining the first reliability function of each unit according to the target failure mechanism; obtaining The failure distribution function of the target failure mechanism; the reliability function of the board-level component is established according to the first reliability function and the failure distribution function.
在一个实施例中,计算机程序被处理器执行时涉及的获取板级组件中各单元的重要度因子,包括以下步骤:根据构成板级组件的各单元的重要性确定各单元的重要度因子。In one embodiment, obtaining the importance factor of each unit in the board-level assembly involved when the computer program is executed by the processor includes the following steps: determining the importance factor of each unit according to the importance of each unit constituting the board-level component.
在一个实施例中,计算机程序被处理器执行时涉及的根据可靠度函数以及各单元的分担可靠度数值计算各单元的单元寿命,包括以下步骤:根据可靠度函数、各单元的分担可靠度数值以及预设可靠度数值确定各单元的单元可靠度函数;根据各单元的单元可靠度函数以及目标失效机理的失效分布函数计算各单元的单元寿命。In one embodiment, the calculation of the unit life of each unit according to the reliability function and the shared reliability value of each unit involved when the computer program is executed by the processor includes the following steps: according to the reliability function, the shared reliability value of each unit The unit reliability function of each unit is determined by the preset reliability value; the unit life of each unit is calculated according to the unit reliability function of each unit and the failure distribution function of the target failure mechanism.
在一个实施例中,计算机程序被处理器执行时涉及的根据各单元的单元寿命预测板级组件的板级组件寿命,包括以下步骤:获取各单元的单元寿命的最小值作为板级组件的板级组件寿命。In one embodiment, when the computer program is executed by the processor, predicting the board-level component life of the board-level component according to the unit life of each unit includes the following steps: obtaining the minimum value of the unit life of each unit as the board of the board-level component grade component life.
在一个实施例中,计算机程序被处理器执行时还实现以下步骤:计算各单元的平均寿命、中位寿命中的至少一个。In one embodiment, the computer program further implements the following steps when executed by the processor: calculating at least one of the average lifespan and the median lifespan of each unit.
本领域普通技术人员可以理解实现上述实施例方法中的全部或部分流程,是可以通过计算机程序来指令相关的硬件来完成,所述的计算机程序可存储于一非易失性计算机可读取存储介质中,该计算机程序在执行时,可包括如上述各方法的实施例的流程。其中,本申请所提供的各实施例中所使用的对存储器、数据库或其它介质的任何引用,均可包括非易失性和易失性存储器中的至少一种。非易失性存储器可包括只读存储器(Read-OnlyMemory,ROM)、磁带、软盘、闪存、光存储器、高密度嵌入式非易失性存储器、阻变存储器(ReRAM)、磁变存储器(Magnetoresistive Random Access Memory,MRAM)、铁电存储器(Ferroelectric Random Access Memory,FRAM)、相变存储器(Phase Change Memory,PCM)、石墨烯存储器等。易失性存储器可包括随机存取存储器(Random Access Memory,RAM)或外部高速缓冲存储器等。作为说明而非局限,RAM可以是多种形式,比如静态随机存取存储器(Static Random Access Memory,SRAM)或动态随机存取存储器(Dynamic RandomAccess Memory,DRAM)等。本申请所提供的各实施例中所涉及的数据库可包括关系型数据库和非关系型数据库中至少一种。非关系型数据库可包括基于区块链的分布式数据库等,不限于此。本申请所提供的各实施例中所涉及的处理器可为通用处理器、中央处理器、图形处理器、数字信号处理器、可编程逻辑器、基于量子计算的数据处理逻辑器等,不限于此。Those of ordinary skill in the art can understand that all or part of the processes in the methods of the above embodiments can be implemented by instructing relevant hardware through a computer program, and the computer program can be stored in a non-volatile computer-readable storage In the medium, when the computer program is executed, it may include the processes of the above-mentioned method embodiments. Wherein, any reference to a memory, a database or other media used in the various embodiments provided in this application may include at least one of a non-volatile memory and a volatile memory. Non-volatile memory may include Read-Only Memory (ROM), magnetic tape, floppy disk, flash memory, optical memory, high-density embedded non-volatile memory, resistive memory (ReRAM), magnetic variable memory (Magnetoresistive Random Memory) Access Memory (MRAM), Ferroelectric Random Access Memory (FRAM), Phase Change Memory (PCM), graphene memory, and the like. Volatile memory may include random access memory (Random Access Memory, RAM) or external cache memory, and the like. As an illustration and not a limitation, the RAM can be in various forms, such as static random access memory (Static Random Access Memory, SRAM) or dynamic random access memory (Dynamic Random Access Memory, DRAM). The database involved in the various embodiments provided in this application may include at least one of a relational database and a non-relational database. The non-relational database may include a blockchain-based distributed database, etc., but is not limited thereto. The processors involved in the various embodiments provided in this application may be general-purpose processors, central processing units, graphics processors, digital signal processors, programmable logic devices, data processing logic devices based on quantum computing, etc., and are not limited to this.
以上实施例的各技术特征可以进行任意的组合,为使描述简洁,未对上述实施例中的各个技术特征所有可能的组合都进行描述,然而,只要这些技术特征的组合不存在矛盾,都应当认为是本说明书记载的范围。The technical features of the above embodiments can be combined arbitrarily. In order to make the description simple, all possible combinations of the technical features in the above embodiments are not described. However, as long as there is no contradiction in the combination of these technical features It is considered to be the range described in this specification.
以上所述实施例仅表达了本申请的几种实施方式,其描述较为具体和详细,但并不能因此而理解为对本申请专利范围的限制。应当指出的是,对于本领域的普通技术人员来说,在不脱离本申请构思的前提下,还可以做出若干变形和改进,这些都属于本申请的保护范围。因此,本申请的保护范围应以所附权利要求为准。The above-mentioned embodiments only represent several embodiments of the present application, and the descriptions thereof are relatively specific and detailed, but should not be construed as a limitation on the scope of the patent of the present application. It should be pointed out that for those skilled in the art, without departing from the concept of the present application, several modifications and improvements can be made, which all belong to the protection scope of the present application. Therefore, the scope of protection of the present application should be determined by the appended claims.
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CN116401876A (en) * | 2023-04-11 | 2023-07-07 | 上海华大九天信息科技有限公司 | Semiconductor device service life estimation method based on multiple degradation effect model |
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CN116401876A (en) * | 2023-04-11 | 2023-07-07 | 上海华大九天信息科技有限公司 | Semiconductor device service life estimation method based on multiple degradation effect model |
CN116401876B (en) * | 2023-04-11 | 2024-08-23 | 上海华大九天信息科技有限公司 | Semiconductor device service life estimation method based on multiple degradation effect model |
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