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CN116879781A - Life prediction method for electrochemical performance of solid oxide fuel cell stack - Google Patents

Life prediction method for electrochemical performance of solid oxide fuel cell stack Download PDF

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CN116879781A
CN116879781A CN202310745018.3A CN202310745018A CN116879781A CN 116879781 A CN116879781 A CN 116879781A CN 202310745018 A CN202310745018 A CN 202310745018A CN 116879781 A CN116879781 A CN 116879781A
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蒋文春
郑红祥
宋明
罗云
张玉财
石亚洲
张秀成
王绍荣
王世学
岑岭山
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China University of Petroleum East China
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    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/392Determining battery ageing or deterioration, e.g. state of health
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/367Software therefor, e.g. for battery testing using modelling or look-up tables
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/378Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC] specially adapted for the type of battery or accumulator
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/385Arrangements for measuring battery or accumulator variables
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Abstract

本发明属于固体氧化物燃料电池技术领域,具体涉及一种固体氧化物燃料电池电堆电化学性能的寿命预测方法。包括以下步骤:定义电化学性能的失效阈值,得到相对应电压衰减率以及内阻增长率的指标要求;获取电化学性能衰减预测模型所需要的电压、电流随运行时间的变化数据;根据电堆的运行参数,建立极化曲线模型;建立电堆的经验衰减模型;根据电堆前期的运行状态,计算电堆的衰减速率和衰减加速度;根据电堆失效阈值定义的总衰减幅度预测电堆未来的衰减趋势和剩余寿命。本发明能够有效分析稳定运行、启停、变载和突发性故障四种工况对SOFC电堆电压衰减率的影响,获得电堆的电化学性能衰减规律与剩余寿命,具有预测精度高和适用性广的优点。

The invention belongs to the technical field of solid oxide fuel cells, and specifically relates to a method for predicting the life of the electrochemical performance of solid oxide fuel cell stacks. It includes the following steps: define the failure threshold of electrochemical performance, and obtain the index requirements for the corresponding voltage attenuation rate and internal resistance growth rate; obtain the data of changes in voltage and current with operating time required for the electrochemical performance attenuation prediction model; according to the stack According to the operating parameters of the stack, a polarization curve model is established; an empirical attenuation model of the stack is established; based on the early operating status of the stack, the decay rate and attenuation acceleration of the stack are calculated; and the future of the stack is predicted based on the total attenuation amplitude defined by the stack failure threshold. decay trend and remaining life. The invention can effectively analyze the impact of four working conditions of stable operation, start-stop, load change and sudden failure on the SOFC stack voltage attenuation rate, obtain the electrochemical performance attenuation law and remaining life of the stack, and has high prediction accuracy and The advantage of wide applicability.

Description

固体氧化物燃料电池电堆电化学性能的寿命预测方法Lifetime Prediction Method for Electrochemical Performance of Solid Oxide Fuel Cell Stacks

技术领域Technical field

本发明属于固体氧化物燃料电池技术领域,具体涉及一种固体氧化物燃料电池电堆电化学性能的寿命预测方法。The invention belongs to the technical field of solid oxide fuel cells, and specifically relates to a method for predicting the life of the electrochemical performance of solid oxide fuel cell stacks.

背景技术Background technique

固体氧化物燃料电池(Solid Oxide Fuel Cell,SOFC)电堆是一种高效、环保的能源转换装置,具有高效率、低污染、燃料灵活等特点,因此在能源领域具有广泛的应用前景。然而,SOFC的电化学性能随时间的推移而逐渐下降,这严重制约了其应用的推广。由于商业化应用的长寿命要求,需要SOFC能够在严苛的运行条件下满足长期连续运行以及多次启停工况。然而,SOFC的实际寿命通常能达到几千至几万小时,同时需要消耗大量的人力和物力,短时间内得不出相应的结果,严重阻碍了SOFC的研发进度。因此,对SOFC的寿命预测方法研究具有重要意义。The Solid Oxide Fuel Cell (SOFC) stack is an efficient and environmentally friendly energy conversion device. It has the characteristics of high efficiency, low pollution, and flexible fuel, so it has broad application prospects in the energy field. However, the electrochemical performance of SOFC gradually declines over time, which seriously restricts the promotion of its application. Due to the long life requirements of commercial applications, SOFCs need to be able to meet long-term continuous operation and multiple start-stop conditions under harsh operating conditions. However, the actual life of SOFC can usually reach thousands to tens of thousands of hours, and it requires a lot of manpower and material resources. Corresponding results cannot be obtained in a short time, which seriously hinders the progress of SOFC research and development. Therefore, it is of great significance to study the life prediction method of SOFC.

目前,已有许多学者对SOFC的寿命预测方法进行了研究。其中,基于电化学性能监测的方法是最常用的一种。这种方法通过对SOFC的电化学性能进行监测,分析其变化规律,从而预测SOFC的寿命。但是,目前的预测方法存在许多问题,如预测精度不高、试验周期长等。At present, many scholars have studied the life prediction method of SOFC. Among them, the method based on electrochemical performance monitoring is the most commonly used one. This method monitors the electrochemical performance of SOFC and analyzes its change patterns to predict the life of SOFC. However, the current prediction methods have many problems, such as low prediction accuracy and long test period.

因此,需要建立一种固体氧化物燃料电池电堆电化学性能的寿命预测方法,分析电堆的衰减规律与剩余寿命,指导电堆的运行与维护,并加速SOFC电堆的研发。Therefore, it is necessary to establish a life prediction method for the electrochemical performance of solid oxide fuel cell stacks, analyze the attenuation law and remaining life of the stack, guide the operation and maintenance of the stack, and accelerate the research and development of SOFC stacks.

发明内容Contents of the invention

本发明的目的在于克服上述现有技术的不足,提供一种固体氧化物燃料电池电堆电化学性能的寿命预测方法。The purpose of the present invention is to overcome the above-mentioned shortcomings of the prior art and provide a method for predicting the life of the electrochemical performance of a solid oxide fuel cell stack.

为实现上述目的,本发明采用的技术方案是:In order to achieve the above objects, the technical solution adopted by the present invention is:

一种固体氧化物燃料电池电堆电化学性能的寿命预测方法,包括以下步骤:A life prediction method for the electrochemical performance of solid oxide fuel cell stacks, including the following steps:

S0、选择合适的SOFC电堆寿命失效预测方法。S0. Choose an appropriate SOFC stack life failure prediction method.

SOFC电堆的失效预测方法一般分为三类:基于数据的方法(无模型方法)、基于模型的方法和混合方法。Failure prediction methods for SOFC stacks are generally divided into three categories: data-based methods (model-free methods), model-based methods and hybrid methods.

S1、根据预期寿命指标定义电化学性能衰减的失效阈值,并根据电堆的失效阈值对连续运行工况和冷热循环工况的衰减率进一步分解,得到相对应电压衰减率以及内阻增长率的指标要求。S1. Define the failure threshold of electrochemical performance attenuation according to the expected life index, and further decompose the attenuation rate under continuous operating conditions and hot and cold cycle conditions according to the failure threshold of the stack to obtain the corresponding voltage attenuation rate and internal resistance growth rate. index requirements.

定义SOFC电堆的失效阈值为50%~80%,以最容易测量的电压为例,当SOFC电堆电压衰减到初始电压50%~80%时便认为寿命终止。The failure threshold of the SOFC stack is defined as 50% to 80%. Taking the voltage that is easiest to measure as an example, the life of the SOFC stack is considered to be terminated when the voltage of the SOFC stack decays to 50% to 80% of the initial voltage.

衰减率分解的主要用于监测SOFC电堆在运行过程中的衰减状态,当SOFC电堆在运行过程中某一时刻的衰减率远高于上述衰减率指标时,可以选择对工艺参数进行优化,降低电堆的衰减率,提升电堆的运行寿命。The attenuation rate decomposition is mainly used to monitor the attenuation state of the SOFC stack during operation. When the attenuation rate of the SOFC stack at a certain moment during operation is much higher than the above attenuation rate index, you can choose to optimize the process parameters. Reduce the attenuation rate of the stack and increase the operating life of the stack.

S2、选择合适的SOFC电堆健康指标,反映电堆运行过程中的衰减状态。S2. Select appropriate SOFC stack health indicators to reflect the attenuation state of the stack during operation.

常用的健康指标有测量电压、功率、电化学反应面积、模型参数等。Commonly used health indicators include measuring voltage, power, electrochemical reaction area, model parameters, etc.

SOFC电堆在实际服役过程中会受到电流密度等运行参数的影响,因此选择在额定电流密度和额定工况参数下运行的额定电压作为健康指标,消除运行工况参数变化对输出电压的影响,进而反映出电堆的真实衰减状态。The SOFC stack will be affected by operating parameters such as current density during actual service. Therefore, the rated voltage operating under rated current density and rated working condition parameters is selected as the health indicator to eliminate the impact of changes in operating condition parameters on the output voltage. This reflects the true attenuation state of the stack.

S3、利用电堆进行连续运行和冷热循环耐久性测试,获取电化学性能衰减预测模型所需要的电压、电流随运行时间的变化数据。S3. Use the stack to conduct continuous operation and hot and cold cycle durability tests to obtain data on changes in voltage and current with operating time required for the electrochemical performance attenuation prediction model.

测试并记录温度、电压和电流随时间的变化曲线,并且定期采集电堆运行过程中极化曲线和电化学阻抗谱,并进行数据分析。Test and record the change curves of temperature, voltage and current over time, and regularly collect polarization curves and electrochemical impedance spectra during the operation of the stack, and perform data analysis.

S4、根据电堆的运行参数,建立极化曲线模型,用来拟合不同时刻的试验数据,揭示SOFC电堆运行过程中发生明显衰减的参数。S4. Based on the operating parameters of the stack, establish a polarization curve model to fit the test data at different times and reveal the parameters that undergo significant attenuation during the operation of the SOFC stack.

S5、建立电堆的经验衰减模型,拟合得到电压衰减速率的计算公式,分析SOFC电堆的电压和内阻在不同运行工况过程中的变化趋势,获取不同时刻的衰减速率和衰减加速度。S5. Establish an empirical attenuation model of the stack, obtain the calculation formula of the voltage attenuation rate by fitting, analyze the changing trends of the voltage and internal resistance of the SOFC stack during different operating conditions, and obtain the attenuation rate and attenuation acceleration at different times.

S6、根据电堆前期的运行状态,计算电堆的衰减速率和衰减加速度,通过不断迭代方程,得到未来的额定电压,根据失效阈值定义的总衰减幅度预测电堆未来的衰减趋势和剩余寿命。S6. Based on the early operating status of the stack, calculate the decay rate and decay acceleration of the stack. Through continuous iteration of the equation, obtain the future rated voltage, and predict the future decay trend and remaining life of the stack based on the total attenuation amplitude defined by the failure threshold.

进一步地,步骤S4中,所述极化曲线模型为:Further, in step S4, the polarization curve model is:

U=ENernst -ηohmactcon (1)U=E Nernst -ηo hmactc o n (1)

在式(1)中,U指的是SOFC电堆的输出电压;In formula (1), U refers to the output voltage of the SOFC stack;

ηohm是欧姆损失、ηact是活化损失、ηcon是浓差损失;eta hm is the ohmic loss, eta act is the activation loss, and eta c o n is the concentration loss;

ENernst是能斯特电压,所述能斯特电压指的是SOFC在无电流、无过电位时的理想情况下向外所能输出的最高电压。E Nernst is the Nernst voltage, which refers to the highest voltage that the SOFC can output under ideal conditions with no current and no overpotential.

进一步地,欧姆极化是由电解质中的离子导电阻力和电极中的电子导电阻力(电阻)引起的。在计算欧姆损失时,需要考虑四部分的欧姆损失,即阳极、电解质、阴极和金属连接体,每部分的欧姆损失ηohm通过以下公式计算:Further, ohmic polarization is caused by ion conduction resistance in the electrolyte and electron conduction resistance (resistance) in the electrodes. When calculating ohmic loss, it is necessary to consider the ohmic loss of four parts, namely anode, electrolyte, cathode and metal connector. The ohmic loss of each part, etao hm, is calculated by the following formula:

ηohm =j·ASR (2)ηo hm = j·ASR (2)

在式(2)中,j为电流密度,ASR为面积比电阻。In equation (2), j is the current density and ASR is the area specific resistance.

进一步地,所述欧姆损失包括阳极欧姆损失、电解质欧姆损失、阴极欧姆损失和金属连接体欧姆损失,所述欧姆损失的计算公式为:Further, the ohmic loss includes anode ohmic loss, electrolyte ohmic loss, cathode ohmic loss and metal connector ohmic loss. The calculation formula of the ohmic loss is:

ηohm=j(ASRanode+ASRcathode+ASRelectrolyte+ASRinterconnect) (3)η ohm =j(ASR anode +ASR cathode +ASR electrolyte +ASR interconnect ) (3)

在式(3)中,j为电流密度,ASRanode、ASRcathode、ASRelectrolyte和ASRinterconnect分别表示阳极、阴极、电解质及金属连接体的面积比电阻。In formula (3), j is the current density, and ASR anode , ASR cathode , ASR electrolyte and ASR interconnect respectively represent the area specific resistance of the anode, cathode, electrolyte and metal connector.

进一步地,电化学反应的进行也必须克服活化能的能垒,此能垒即为反应阻力。由这种反应阻力造成的极化称为活化极化或活化损失ηactFurthermore, the electrochemical reaction must also overcome the activation energy barrier, which is the reaction resistance. The polarization caused by this reaction resistance is called activation polarization or activation loss eta act .

利用Butler-Volmer方程表示电流密度与活化损失之间的关系,使用式(4)表示活化损失ηactThe Butler-Volmer equation is used to express the relationship between current density and activation loss, and equation (4) is used to express the activation loss eta act :

在式(4)中,j0为SOFC电堆在平衡状态时的交换电流密度;R为气体常数,单位为J/(mol·K),一般为8.314J/(mol·K);T为温度,单位为K;n为燃料的一个分子发生电化学反应时转移的电子数;F为法拉第常数,单位为C/mol,一般数值为96485C/mol;In formula (4), j 0 is the exchange current density of the SOFC stack in the equilibrium state; R is the gas constant in J/(mol·K), generally 8.314J/(mol·K); T is Temperature, the unit is K; n is the number of electrons transferred when a molecule of fuel undergoes an electrochemical reaction; F is Faraday's constant, the unit is C/mol, the general value is 96485C/mol;

sinh-1(x)是反双曲正弦函数的表达式, sinh -1 (x) is the expression of the inverse hyperbolic sine function,

进一步地,SOFC电堆的电化学反应发生在阴极和阳极的活化层,而反应组分在流道内浓度与活化层浓度不同会降低电池输出,主要反映其对ENernst以及反应速率的影响,这部分电压损失称之为浓差损失ηconFurthermore, the electrochemical reaction of the SOFC stack occurs in the active layer of the cathode and anode, and the concentration of the reaction components in the flow channel is different from the concentration of the active layer, which will reduce the battery output, mainly reflecting its impact on E Nernst and the reaction rate, which Part of the voltage loss is called concentration loss eta con :

在式(5)中,jL为极限电流密度,即活化层反应物浓度等于流道内反应物浓度时的电流密度;表示的是扩散导致ENernst的降低,/>表示的是流道与活化层内反应组分浓度差导致反应速率的降低;α表示为传递系数。In formula (5), j L is the limiting current density, that is, the current density when the concentration of reactants in the active layer is equal to the concentration of reactants in the flow channel; It represents the decrease in E Nernst caused by diffusion, /> It represents the reduction in reaction rate caused by the concentration difference of the reaction components in the flow channel and the activation layer; α represents the transfer coefficient.

进一步地,步骤S5中,所述运行工况包括稳定运行工况、启停工况、变载工况和突发性故障工况,通过监测SOFC电堆的极化曲线与电化学阻抗谱来分析不同运行工况对电压衰减率造成的影响;Further, in step S5, the operating conditions include stable operating conditions, start-stop conditions, variable load conditions and sudden failure conditions, by monitoring the polarization curve and electrochemical impedance spectrum of the SOFC stack. Analyze the impact of different operating conditions on voltage attenuation rate;

在SOFC电堆耐久性测试过程中电压衰减量vk表示为:During the SOFC stack durability test, the voltage attenuation v k is expressed as:

vk=vD+vT·nT+vV·nV+vS·nS (6)v k =v D +v T ·n T +v V ·n V +v S ·n S (6)

在式(6)中,vk为SOFC电堆在k时刻内每千小时下的电压衰减量;In equation (6), v k is the voltage attenuation of the SOFC stack per thousand hours within k time;

稳定运行工况的电压衰减量:vD表示每千小时稳定运行工况下的电压衰减量,单位为V/kh;Voltage attenuation under stable operating conditions: v D represents the voltage attenuation under stable operating conditions per thousand hours, the unit is V/kh;

启停工况的电压衰减量:vT表示每次启停工况导致的平均电压衰减速率,单位为V/次;nT表示每千小时启停工况的次数,单位为次/kh;Voltage attenuation under start-stop conditions: v T represents the average voltage attenuation rate caused by each start-stop condition, the unit is V/time; n T represents the number of start-stop conditions per thousand hours, the unit is times/kh;

变载工况的电压衰减量:vV表示每次变载工况导致的平均电压衰减速率,单位为V/次;nV表示每千小时变载工况的次数,单位为次/kh;Voltage attenuation under variable load conditions: v V represents the average voltage attenuation rate caused by each variable load condition, the unit is V/time; n V represents the number of variable load conditions per thousand hours, the unit is times/kh;

突发性故障(分层、开裂等)工况的电压衰减量:vS表示每次突发性故障工况导致的平均电压衰减速率,单位为V/次;nS表示每千小时突发性故障工况的次数,单位为次/kh;Voltage attenuation under sudden fault conditions (delamination, cracking, etc.): v S represents the average voltage attenuation rate caused by each sudden fault condition, in V/time; n S represents bursts per thousand hours The number of critical fault conditions, unit is times/kh;

根据实际测试结果计算四种运行工况引发的衰减所占比例份额,由此计算对应的各种工况条件下预期目标衰减速率。Calculate the proportion of attenuation caused by the four operating conditions based on the actual test results, and thereby calculate the expected target attenuation rate under various corresponding operating conditions.

进一步地,稳定运行工况下的电压衰减率vD′的计算公式:Further, the calculation formula of voltage attenuation rate v D′ under stable operating conditions:

在式(7)中,vD′表示SOFC电堆稳定运行每千小时的电压衰减率,单位为%/kh;Uf表示稳定工况下的燃料利用率,单位为%;T表示电堆内部的平均温度,单位为K;j表示稳定工况下的电流密度,单位为A·cm-2In formula (7), v D′ represents the voltage attenuation rate of the SOFC stack per thousand hours of stable operation, in %/kh; U f represents the fuel utilization rate under stable operating conditions, in %; T represents the stack The average internal temperature, the unit is K; j represents the current density under stable operating conditions, the unit is A·cm -2 .

进一步地,SOFC的极化曲线测试结果中电压和内阻的衰减变化量符合二次函数的趋势,因此建立电堆经验衰减模型计算公式:Furthermore, the attenuation changes in voltage and internal resistance in the polarization curve test results of SOFC are consistent with the trend of quadratic functions. Therefore, the stack empirical attenuation model calculation formula is established:

在式(8)中,α0为初始时刻的变化量,v为衰减速率,t为运行时间,a为衰减加速度。In equation (8), α 0 is the change amount at the initial moment, v is the decay rate, t is the running time, and a is the decay acceleration.

进一步地,在步骤S6中,SOFC电堆在不同时刻的健康状态N=[a v α]T,定义当前时刻为k,根据k时刻及k时刻之前的信息对SOFC电堆未来的衰减趋势进行预测,k时刻的健康状态表示为Nk=[ak vk αk]TFurther, in step S6, the health status of the SOFC stack at different times is N = [av α] T , the current time is defined as k, and the future decay trend of the SOFC stack is predicted based on the information at time k and before time k. , the health state at time k is expressed as N k =[ ak v k α k ] T .

在对SOFC电堆的状态进行评估时,k时刻的衰减状态αk、衰减速率vk和衰减加速度ak通过对k时刻及k时刻之前的信息计算得到。When evaluating the state of the SOFC stack, the decay state α k , decay rate v k and decay acceleration a k at time k are calculated by calculating the information at time k and before time k.

在对SOFC电堆的衰减趋势进行预测时,通过迭代电堆经验衰减模型计算公式(8),由k时刻的衰减状态αk得到k+t时刻的衰减状态αk+t,进一步得到k+t时刻的额定电压最终得到SOFC电堆的剩余使用寿命。When predicting the attenuation trend of the SOFC stack, through the iterative stack empirical attenuation model calculation formula (8), the attenuation state α k at time k can be obtained from the attenuation state α k at time k + t , and further k+ Rated voltage at time t Finally, the remaining service life of the SOFC stack is obtained.

在步骤S6中,如果SOFC电堆在运行过程中一直处于稳定运行工况,SOFC电堆及其辅助系统工况不发生波动,并且SOFC电堆的电压值在长时间内均以vk的衰减量进行降低,则可以通过式(9)计算SOFC电堆的预测寿命TfIn step S6, if the SOFC stack has been in stable operating conditions during operation, the operating conditions of the SOFC stack and its auxiliary systems will not fluctuate, and the voltage value of the SOFC stack will attenuate by v k over a long period of time. If the amount is reduced, the predicted life T f of the SOFC stack can be calculated through equation (9):

在式(9)中,Tf为SOFC电堆的预测寿命,ΔU为衰减幅度,vk为k时刻内每千小时下SOFC电堆的电压衰减量,Kp为SOFC电堆实际运行寿命与实验室模拟测试寿命的比例因子。In equation (9), T f is the predicted life of the SOFC stack, ΔU is the attenuation amplitude, v k is the voltage attenuation of the SOFC stack per thousand hours at time k, and K p is the actual operating life of the SOFC stack and Scale factor for laboratory simulation test life.

进一步地,SOFC电堆的剩余使用寿命预测流程为:Furthermore, the remaining service life prediction process of the SOFC stack is:

①获取SOFC电堆初始时刻的额定电压根据预期寿命指标定义SOFC电堆衰减的失效阈值系数m,一般为0.5~0.8。① Obtain the rated voltage of the SOFC stack at the initial moment The failure threshold coefficient m of SOFC stack attenuation is defined according to the expected life index, which is generally 0.5 to 0.8.

②对SOFC电堆进行耐久性测试,获取不同时刻的极化曲线与电化学阻抗谱数据,当片均开路电压低于1.10V时,检测SOFC电堆是否开裂或密封泄漏,当片均开路电压不低于1.10V时,建立极化曲线模型,提取衰减状态特征参数。② Conduct a durability test on the SOFC stack to obtain polarization curves and electrochemical impedance spectrum data at different times. When the average open circuit voltage of the chip is lower than 1.10V, detect whether the SOFC stack is cracked or leaking. When the average open circuit voltage of the chip is When it is not less than 1.10V, establish a polarization curve model and extract the attenuation state characteristic parameters.

③确定衰减状态αk,获取衰减速率vk和衰减加速度ak,如果衰减加速度ak小于等于0,则SOFC电堆的剩余使用寿命RUL=未知;如果衰减加速度ak大于0,则继续进行下一步。③ Determine the attenuation state α k and obtain the attenuation rate v k and attenuation acceleration a k . If the attenuation acceleration a k is less than or equal to 0, then the remaining service life of the SOFC stack RUL = unknown; if the attenuation acceleration a k is greater than 0, continue Next step.

④根据极化曲线模型(1)与电压经验衰减模型计算公式(8)获取k+t时刻的额定电压 ④According to the polarization curve model (1) and voltage empirical attenuation model calculation formula (8), obtain the rated voltage at k+t time

⑤如果小于等于m,则SOFC电堆的剩余使用寿命RUL=k+t;如果/>大于m,则按照t=t+1,/>重复进行步骤④。⑤If Less than or equal to m, then the remaining service life of the SOFC stack RUL=k+t; if/> is greater than m, then according to t=t+1,/> Repeat step ④.

与现有技术相比,本发明的有益技术效果是:Compared with the prior art, the beneficial technical effects of the present invention are:

本发明分析了SOFC电堆在稳定运行工况、启停工况、变载工况和突发性故障工况四种工况下对电压衰减率造成的影响,获取SOFC电堆在不同工况下的衰减速率和衰减加速度,预测SOFC电堆在不同运行工况下的衰减趋势和程度。This invention analyzes the impact of the SOFC stack on the voltage attenuation rate under four working conditions: stable operating conditions, start-stop conditions, variable load conditions and sudden failure conditions, and obtains the performance of the SOFC stack under different working conditions. The decay rate and decay acceleration under different conditions can be used to predict the decay trend and degree of the SOFC stack under different operating conditions.

(1)预测精度高:本发明采用了极化曲线与电化学阻抗谱等电化学性能参数进行综合分析,可以获得SOFC电堆的高精度电化学数据。根据电堆的运行参数建立极化曲线模型,预测SOFC电堆电化学性能衰减的趋势和程度,对衰减趋势和剩余寿命进行精确预测。(1) High prediction accuracy: The present invention uses polarization curves, electrochemical impedance spectroscopy and other electrochemical performance parameters for comprehensive analysis, and can obtain high-precision electrochemical data of the SOFC stack. Establish a polarization curve model based on the operating parameters of the stack to predict the trend and degree of electrochemical performance degradation of the SOFC stack, and accurately predict the decay trend and remaining life.

(2)试验周期短:本发明采用了在线监测技术,对SOFC电堆的电化学性能进行实时监测,从而提高了预测精度和试验效率,减少了试验成本和时间成本。(2) Short test cycle: The present invention adopts online monitoring technology to monitor the electrochemical performance of the SOFC stack in real time, thereby improving the prediction accuracy and test efficiency, and reducing test costs and time costs.

(3)适用性广:本发明适用于各种不同型号和规格的SOFC电堆,可以对不同电化学性能衰减规律的SOFC电堆进行预测,具有广泛的应用前景。(3) Wide applicability: The present invention is suitable for various types and specifications of SOFC stacks, can predict SOFC stacks with different electrochemical performance attenuation laws, and has broad application prospects.

附图说明Description of the drawings

下面将结合附图和具体实施方式对本发明进一步详细说明。The present invention will be further described in detail below with reference to the accompanying drawings and specific embodiments.

图1是本发明的流程示意图;Figure 1 is a schematic flow diagram of the present invention;

图2是本发明中SOFC电堆在连续运行过程中实际电压与额定电压的变化曲线示意图;Figure 2 is a schematic diagram of the change curve of the actual voltage and the rated voltage of the SOFC stack in the present invention during continuous operation;

图3是本发明SOFC电堆的剩余使用寿命预测流程图;Figure 3 is a flow chart for predicting the remaining service life of the SOFC stack of the present invention;

图4是实施例1中SOFC电堆在6次冷热循环过程中恒流放电的电压变化曲线图;Figure 4 is a voltage change curve diagram of the constant current discharge of the SOFC stack in Example 1 during 6 hot and cold cycles;

图5是实施例1中SOFC电堆在6次冷热循环过程中的极化曲线图;Figure 5 is a polarization curve diagram of the SOFC stack in Example 1 during 6 hot and cold cycles;

图6是实施例1中SOFC电堆在6次冷热循环过程中的内阻变化图。Figure 6 is a diagram showing changes in the internal resistance of the SOFC stack in Example 1 during six hot and cold cycles.

具体实施方式Detailed ways

某项目对于SOFC电堆的预期寿命指标要求为预期寿命≥80000h,预期冷热循环次数≥100次(5次从750℃到室温的冷启动,95次从750℃到室温的热启动)。The expected life index requirements of a certain project for SOFC stacks are expected life ≥ 80,000 hours, and expected number of hot and cold cycles ≥ 100 times (5 cold starts from 750°C to room temperature, 95 hot starts from 750°C to room temperature).

因此,利用本发明提供的一种固体氧化物燃料电池电堆电化学性能的寿命预测方法分析其电压衰减率和预期寿命,参照图1,具体步骤如下:Therefore, a life prediction method for the electrochemical performance of a solid oxide fuel cell stack provided by the present invention is used to analyze its voltage decay rate and expected life. Referring to Figure 1, the specific steps are as follows:

步骤S0:选择基于数据和基于模型的混合方法来进行SOFC电堆的寿命预测,混合方法主要基于SOFC衰减机理建立的,并结合试验数据确定模型中的参数。Step S0: Select a data-based and model-based hybrid method to predict the life of the SOFC stack. The hybrid method is mainly established based on the SOFC decay mechanism and combines experimental data to determine the parameters in the model.

步骤S1:根据预期寿命指标“电堆寿命预测值≥80000h”以及“电堆冷热循环次数预测值≥100次”定义电压衰减的失效阈值为50%,并根据电堆的失效阈值对连续运行工况和冷热循环工况的衰减率进一步分解,得到相对应电压衰减率以及内阻增长率的指标要求。Step S1: Define the failure threshold of voltage attenuation as 50% based on the expected life indicators "predicted value of stack life ≥ 80000h" and "predicted value of stack hot and cold cycles ≥ 100 times", and determine continuous operation based on the failure threshold of the stack The attenuation rate under working conditions and hot and cold cycle conditions is further decomposed, and the corresponding index requirements for voltage attenuation rate and internal resistance growth rate are obtained.

连续稳定运行工况:在750℃、电流密度0.3A·cm-2的运行条件下,每1千小时的平均衰减率≤18mΩ·cm2、衰减率偏差≤3mΩ·cm2;即片均电压衰减率≤5.3mV/kh或平均电压衰减率≤0.62%/kh;Continuous and stable operating conditions: Under operating conditions of 750°C and current density 0.3A·cm -2 , the average attenuation rate per 1,000 hours is ≤18mΩ·cm 2 and the attenuation rate deviation is ≤3mΩ·cm 2 ; that is, the average chip voltage Attenuation rate ≤5.3mV/kh or average voltage attenuation rate ≤0.62%/kh;

冷热循环服役工况:(1)95次热启动(200~750℃):电流密度0.3A·cm-2下,每次冷热循环的平均衰减率≤13mΩ·cm2、衰减率偏差≤3mΩ·cm2;即片均电压衰减率≤4mV/次或平均电压衰减率≤0.47%/次;(2)5次热启动(室温~750℃):电流密度0.3A·cm-2下,每次冷热循环的平均衰减率≤30mΩ·cm2、衰减率偏差≤3mΩ·cm2;即片均电压衰减率≤9.0mV/次或平均电压衰减率≤1%/次。Hot and cold cycle service conditions: (1) 95 hot starts (200~750℃): At a current density of 0.3A·cm -2 , the average attenuation rate of each hot and cold cycle is ≤13mΩ·cm 2 and the attenuation rate deviation is ≤ 3mΩ·cm 2 ; that is, the average voltage attenuation rate of the chip is ≤ 4mV/time or the average voltage attenuation rate is ≤ 0.47%/time; (2) 5 hot starts (room temperature ~ 750℃): at a current density of 0.3A·cm -2 , The average attenuation rate of each hot and cold cycle is ≤30mΩ·cm 2 and the attenuation rate deviation is ≤3mΩ·cm 2 ; that is, the average voltage attenuation rate of the chip is ≤9.0mV/time or the average voltage attenuation rate is ≤1%/time.

在步骤S1中,衰减率分解的主要用于监测SOFC电堆在运行过程中的衰减状态,当SOFC电堆在运行过程中某一时刻的衰减率远高于上述衰减率指标时,可以选择对工艺参数进行优化,降低电堆的衰减率,提升电堆的运行寿命。In step S1, the attenuation rate decomposition is mainly used to monitor the attenuation state of the SOFC stack during operation. When the attenuation rate of the SOFC stack at a certain moment during operation is much higher than the above attenuation rate index, you can choose to The process parameters are optimized to reduce the attenuation rate of the stack and improve the operating life of the stack.

步骤S2:选择在额定电流密度和工况参数下运行的额定电压作为SOFC电堆的健康指标,消除电流密度和工况参数变化对输出电压的影响,进而反映出电堆的真实衰减状态。SOFC电堆在连续运行过程中实际电压与额定电压的变化曲线如图2所示。Step S2: Select the rated voltage operating under rated current density and working condition parameters as the health indicator of the SOFC stack to eliminate the impact of changes in current density and working condition parameters on the output voltage, thereby reflecting the true attenuation state of the stack. The change curve of the actual voltage and the rated voltage of the SOFC stack during continuous operation is shown in Figure 2.

步骤S3:利用由4个电极面积为10×10cm2电池片组成的SOFC短堆进行连续运行和冷热循环耐久性测试,获取电化学性能衰减预测模型所需要的电压、电流随时间运行的数据。Step S3: Use a SOFC short stack composed of 4 cells with an electrode area of 10×10cm2 to conduct continuous operation and hot and cold cycle durability tests to obtain the data of voltage and current running over time required by the electrochemical performance attenuation prediction model. .

在步骤S3中,测试并记录温度、电压和电流随时间的变化曲线,并且每隔100h或每次冷热循环后采集电堆运行过程中极化曲线和电化学阻抗谱,并进行数据分析。In step S3, the temperature, voltage and current change curves with time are tested and recorded, and the polarization curve and electrochemical impedance spectrum during the operation of the stack are collected every 100 hours or after each hot and cold cycle, and data analysis is performed.

步骤S4:根据电堆的运行参数,建立极化曲线模型,用来拟合不同时刻的试验数据,揭示SOFC电堆运行过程中在电压和内阻两个参数中衰减率最大的参数;Step S4: Based on the operating parameters of the stack, establish a polarization curve model to fit the test data at different times and reveal the parameter with the largest attenuation rate among the two parameters of voltage and internal resistance during the operation of the SOFC stack;

步骤S5:建立电堆的经验衰减模型,拟合得到电压衰减速率的计算公式,分析SOFC电堆的电压和内阻在不同运行工况(稳定运行工况、启停工况、变载工况和突发性故障工况)的变化趋势,获取不同时刻的衰减速率和衰减加速度。Step S5: Establish the empirical attenuation model of the stack, obtain the calculation formula of the voltage attenuation rate by fitting, and analyze the voltage and internal resistance of the SOFC stack under different operating conditions (stable operating conditions, start-stop conditions, and variable load conditions) and sudden fault conditions) to obtain the attenuation rate and attenuation acceleration at different times.

步骤S6:根据电堆前期的运行状态,计算电堆的衰减速率和衰减加速度,通过不断迭代方程,得到未来的额定电压,根据失效阈值定义的总衰减幅度预测电堆未来的衰减趋势和剩余寿命。Step S6: Calculate the decay rate and decay acceleration of the stack based on the early operating status of the stack, obtain the future rated voltage through continuous iteration of the equation, and predict the future decay trend and remaining life of the stack based on the total attenuation amplitude defined by the failure threshold. .

在SOFC耐久性测试过程中分别在不同的时刻采集极化曲线,并采用如下的极化曲线模型来拟合不同时刻的试验数据:During the SOFC durability test, polarization curves were collected at different times, and the following polarization curve model was used to fit the test data at different times:

U=ENernstohmactcon (10)U=E Nernstohmactcon (10)

在式(10)中,U指的是SOFC电堆的输出电压;In equation (10), U refers to the output voltage of the SOFC stack;

ηohm是欧姆损失、ηact是活化损失、ηcon是浓差损失;ENernst是能斯特电压,所述能斯特电压指的是SOFC在无电流、无过电位时的理想情况下向外所能输出的最高电压。eta ohm is the ohmic loss, eta act is the activation loss, and eta con is the concentration loss; E Nernst is the Nernst voltage, which refers to the direction of the SOFC under ideal conditions with no current and no overpotential. The highest voltage that can be output externally.

在式(10)中,各部分损失根据成因分为欧姆损失ηohm、活化损失ηact、浓差损失ηcon,由于欧姆极化符合欧姆定律并且在SOFC电堆运行过程中便于进行计算和分析,因此本实施例中主要对欧姆损失进行详细的分析。In equation (10), the losses of each part are divided into ohmic loss eta ohm , activation loss eta act , and concentration loss eta con according to the cause. Since ohmic polarization complies with Ohm's law and is easy to calculate and analyze during the operation of the SOFC stack , so in this embodiment, the ohmic loss is mainly analyzed in detail.

欧姆损失是由电解质中的离子导电阻力和电极中的电子导电阻力(电阻)引起的。在计算欧姆损失时,需要考虑四部分的欧姆损失,即阳极、电解质、阴极和金属连接体,每部分欧姆损失通过以下公式计算:Ohmic losses are caused by the ion conduction resistance in the electrolyte and the electron conduction resistance (resistance) in the electrodes. When calculating ohmic loss, four parts of ohmic loss need to be considered, namely anode, electrolyte, cathode and metal connector. The ohmic loss of each part is calculated by the following formula:

ηohm=j·ASR (11) ηohm =j·ASR (11)

在式(11)中,j为电流密度,ASR为面积比电阻,其定义为L为厚度,σ为电导率。每个电池结构的ASR为各部分ASR之和,则每个电池结构的欧姆损失为:In equation (11), j is the current density, ASR is the area specific resistance, which is defined as L is the thickness, and σ is the conductivity. The ASR of each battery structure is the sum of the ASR of each part, then the ohmic loss of each battery structure is:

ηohm=j(ASRanode+ASRcathode+ASRelectrolyte+ASRinterconnect) (12)η ohm =j(ASR anode +ASR cathode +ASR electrolyte +ASR interconnect ) (12)

在式(12)中,ASRanode、ASRcathode、ASRelectrolyte和ASRinterconnect分别表示阳极、阴极、电解质及金属连接体的面积比电阻。In formula (12), ASR anode , ASR cathode , ASR electrolyte and ASR interconnect respectively represent the area specific resistance of the anode, cathode, electrolyte and metal connector.

阳极材料为Ni/YSZ,阳极材料的面积比电阻ASRanode与温度的一般关系式如下:The anode material is Ni/YSZ. The general relationship between the area specific resistance ASR anode of the anode material and temperature is as follows:

阴极材料为LSC,阴极材料的面积比电阻ASRcathode与温度的一般关系式为:The cathode material is LSC, and the general relationship between the area specific resistance ASR cathode of the cathode material and temperature is:

电解质材料为YSZ,电解质的面积比电阻ASRelectrolyte与温度的一般关系式如下:The electrolyte material is YSZ. The general relationship between the area specific resistance ASR electrolyte and temperature of the electrolyte is as follows:

金属连接体材料为430铁素体不锈钢,金属连接体材料的面积比电阻ASRinterconnect与温度的一般关系式如下:The metal connector material is 430 ferritic stainless steel. The general relationship between the area specific resistance ASR interc o nnect of the metal connector material and temperature is as follows:

在750℃下,阳极、电解质、阴极和金属连接体的面积比电阻分别为5.347E-08Ω·cm2、0.092Ω·cm2、0.002Ω·cm2和0.023Ω·cm2,总的面积比电阻为0.118Ω·cm2。阳极、电解质、阴极和金属连接体在0.3A·cm-2下的欧姆损失分别为1.604E-08V、0.028V、0.001V和0.007V,总的欧姆损失为0.036V。At 750°C, the area specific resistances of the anode, electrolyte, cathode and metal connector are 5.347E-08Ω·cm 2 , 0.092Ω·cm 2 , 0.002Ω·cm 2 and 0.023Ω·cm 2 respectively. The total area ratio The resistance is 0.118Ω·cm 2 . The ohmic losses of the anode, electrolyte, cathode and metal connector at 0.3A·cm -2 are 1.604E-08V, 0.028V, 0.001V and 0.007V respectively, and the total ohmic loss is 0.036V.

在步骤S5中,根据极化曲线测试结果,发现内阻R在耐久性测试过程中发生了明显增长,定义α(t)为t时刻的衰减变化量,那么R(t)可以写为:In step S5, according to the polarization curve test results, it is found that the internal resistance R increased significantly during the durability test. Define α(t) as the attenuation change at time t, then R(t) can be written as:

R(t)=R0·(1+α(t)) (17)R(t)=R 0 ·(1+α(t)) (17)

在式(17)中,R0为初始时刻内阻R的值。In equation (17), R 0 is the value of the internal resistance R at the initial moment.

SOFC的极化曲线测试结果中电压以及内阻的衰减变化量α(t)符合二次函数的趋势,因此建立SOFC电堆经验衰减模型:In the SOFC polarization curve test results, the attenuation change amount α(t) of voltage and internal resistance conforms to the trend of a quadratic function. Therefore, an empirical attenuation model of the SOFC stack is established:

在式(18)中,α0为初始时刻的衰减变化量,v为衰减速率,t为运行时间,a为衰减加速度。In equation (18), α 0 is the attenuation change amount at the initial moment, v is the attenuation rate, t is the running time, and a is the attenuation acceleration.

在步骤S6中,SOFC电堆不同时刻的健康状态N=[aνα]T,定义当前时刻为k,根据k时刻及k时刻之前的信息对SOFC电堆未来的衰减趋势进行预测。k时刻的健康状态为Nk=[akνkαk]T来预测未来的衰减趋势,SOFC电堆的剩余使用寿命预测流程如图3所示。In step S6, the health status of the SOFC stack at different times is N = [aνα] T , the current time is defined as k, and the future decay trend of the SOFC stack is predicted based on the information at time k and before time k. The health state at time k is N k = [ak ν k α k ] T to predict the future attenuation trend. The remaining service life prediction process of the SOFC stack is shown in Figure 3.

在对SOFC电堆的状态进行评估时,k时刻的衰减状态αk、衰减速率νk和衰减加速度ak通过对k时刻及k时刻之前的信息计算得到。When evaluating the state of the SOFC stack, the decay state α k , decay rate ν k and decay acceleration a k at time k are calculated by calculating the information at time k and before time k.

随后在SOFC电堆的衰减趋势预测时,通过迭代电堆经验衰减模型计算公式(18),由k时刻的衰减状态αk得到k+t时刻的衰减状态αk+t,进一步得到k+t时刻的额定电压最终得到SOFC电堆的剩余使用寿命。Subsequently, when predicting the attenuation trend of the SOFC stack, through the iterative stack empirical attenuation model calculation formula (18), the attenuation state α k at time k can be obtained from the attenuation state α k at time k + t, and further k + t can be obtained rated voltage at time Finally, the remaining service life of the SOFC stack is obtained.

实施例1Example 1

利用由4个电极面积为10×10cm2电池片组成的SOFC短堆进行6次冷热循环耐久性测试。在每次冷热循环测试过程中,当电堆升温以及还原完成后,进行极化曲线以及电化学阻抗谱测试。在测试极化曲线过程中,设定电流密度为从0mA/cm2逐渐拉载到450mA/cm2,随后测试电化学阻抗谱,测试完成后设置SOFC电堆在300mA/cm2的负载下进行恒流24h运行。Six hot and cold cycle durability tests were conducted using a SOFC short stack composed of four cells with an electrode area of 10× 10cm2 . During each hot and cold cycle test, when the stack is heated up and reduced, polarization curves and electrochemical impedance spectroscopy tests are performed. During the test of the polarization curve, the current density was set to gradually load from 0mA/cm 2 to 450mA/cm 2 , and then the electrochemical impedance spectrum was tested. After the test was completed, the SOFC stack was set to operate under a load of 300mA/cm 2 Constant current 24h operation.

通过监测SOFC的极化曲线与电化学阻抗谱来分析不同运行工况(稳定运行工况、启停工况、变载工况和突发性故障工况)对电压衰减率造成的影响。根据实际测试结果计算四种工况引发的衰减所占比例份额,由此计算对应的各种工况条件下预期目标衰减速率。By monitoring the polarization curve and electrochemical impedance spectrum of SOFC, the impact of different operating conditions (stable operating conditions, start-up and stop conditions, variable load conditions and sudden fault conditions) on the voltage attenuation rate is analyzed. Calculate the proportion of attenuation caused by the four working conditions based on the actual test results, and thereby calculate the expected target attenuation rate under various corresponding working conditions.

实施例1中SOFC电堆6次冷热循环过程中恒流放电的输出电压变化曲线如图4所示。实施例1中SOFC电堆第一次在300mA/cm2电流密度下恒流运行初始时刻的输出电压为3.628V,并将该输出电压设定为第一输出电压。The output voltage variation curve of the constant current discharge during six hot and cold cycles of the SOFC stack in Example 1 is shown in Figure 4. In Example 1, the output voltage at the initial moment of constant current operation of the SOFC stack at a current density of 300 mA/cm 2 is 3.628 V, and this output voltage is set as the first output voltage.

稳定运行工况的电压衰减率:如图4所示,稳定运行工况的电压衰减率主要指的是在300mA/cm2电流密度下恒流运行24h前后输出电压的变化率,即恒流运行结束时刻电压与恒流运行初始时刻电压的变化率。实施例1中六次恒流运行24h后的电压衰减量分别为0.167V、0.038V、0.007V、0.063V、0.075V和0.038V,相较于3.628V的第一输出电压,每次的电压衰减率分别为4.603%、1.047%、0.193%、1.736%、2.067%和1.047%。稳定运行工况导致的电压总衰减率为9.647%,平均每次的电压衰减率为1.609%。Voltage attenuation rate under stable operating conditions: As shown in Figure 4, the voltage attenuation rate under stable operating conditions mainly refers to the change rate of the output voltage before and after constant current operation for 24 hours at a current density of 300mA/ cm2 , that is, constant current operation. The rate of change of the voltage at the end moment and the voltage at the initial moment of constant current operation. In Example 1, the voltage attenuation after six times of constant current operation for 24 hours was 0.167V, 0.038V, 0.007V, 0.063V, 0.075V and 0.038V respectively. Compared with the first output voltage of 3.628V, the voltage each time The attenuation rates are 4.603%, 1.047%, 0.193%, 1.736%, 2.067% and 1.047% respectively. The total voltage attenuation rate caused by stable operating conditions is 9.647%, and the average voltage attenuation rate each time is 1.609%.

启停工况的电压衰减率:启停工况的电压衰减率主要指的是每次恒流运行初始时刻的电压相较于上一次恒流运行结束时刻电压的变化率。具体分析图4可以得到,实施例1中六次启停工况导致的电压衰减量分别为-0.075V、0.178V、0.089V、0.045V和-0.080V,六次循环下总的电压衰减量为0.157V,相较于3.628V的第一输出电压,每次的电压衰减率分别为-2.067%、4.906%、2.453%、1.240%和-2.205%。启停工况导致的电压总衰减率为4.327%,平均每次启停工况导致的电压衰减率为0.865%。Voltage attenuation rate under start-stop conditions: The voltage attenuation rate under start-stop conditions mainly refers to the rate of change of the voltage at the initial moment of each constant current operation compared to the voltage at the end of the last constant current operation. Specifically analyzing Figure 4, it can be seen that the voltage attenuation caused by the six start-stop conditions in Example 1 is -0.075V, 0.178V, 0.089V, 0.045V and -0.080V respectively. The total voltage attenuation under six cycles is 0.157V. Compared with the first output voltage of 3.628V, the voltage attenuation rates each time are -2.067%, 4.906%, 2.453%, 1.240% and -2.205% respectively. The total voltage attenuation rate caused by start-stop conditions is 4.327%, and the average voltage attenuation rate caused by each start-stop condition is 0.865%.

变载工况的电压衰减率:在冷热循环耐久性试验的极化曲线测试过程中,电流密度从0mA/cm2逐渐拉载到450mA/cm2,SOFC电堆的负载不断发生变化。因此,SOFC电堆在极化曲线测试时与恒流运行初始时刻之间的电压变化率,即为变载工况导致的电压衰减率。实施例1中SOFC电堆在6次冷热循环过程中的极化曲线图如图5所示,具体分析可以得到:六次极化曲线测试时,SOFC电堆在300mA/cm2电流密度下的电压分别为3.632V、3.604V、3.360V、3.300V、3.224V和3.188V。在每次恒流运行的初始时刻,SOFC电堆的初始电压分别为3.628V、3.536V、3.320V、3.224V、3.116V和3.121V。变载工况导致的电压衰减量分别为0.004V、0.068V、0.040V、0.076V、0.108V和0.067V,相较于3.628V的第一输出电压,变载工况导致的电压衰减率分别为0.110%、1.874%、1.103%、2.095%、2.977%和1.847%。Voltage attenuation rate under variable load conditions: During the polarization curve test of the hot and cold cycle durability test, the current density gradually increased from 0mA/cm 2 to 450mA/cm 2 , and the load of the SOFC stack continued to change. Therefore, the voltage change rate of the SOFC stack between the polarization curve test and the initial moment of constant current operation is the voltage attenuation rate caused by variable load conditions. The polarization curve of the SOFC stack in Example 1 during six hot and cold cycles is shown in Figure 5. Specific analysis can be obtained: During the six polarization curve tests, the SOFC stack was at a current density of 300 mA/cm 2 The voltages are 3.632V, 3.604V, 3.360V, 3.300V, 3.224V and 3.188V respectively. At the initial moment of each constant current operation, the initial voltages of the SOFC stack are 3.628V, 3.536V, 3.320V, 3.224V, 3.116V and 3.121V respectively. The voltage attenuation caused by variable load conditions are 0.004V, 0.068V, 0.040V, 0.076V, 0.108V and 0.067V respectively. Compared with the first output voltage of 3.628V, the voltage attenuation rates caused by variable load conditions are respectively are 0.110%, 1.874%, 1.103%, 2.095%, 2.977% and 1.847%.

突发性故障工况导致的电压衰减率:由于在冷热循环耐久性测试过程中,SOFC短堆没有发生开裂、漏气等突发性故障,并且在300mA/cm2电流密度下恒流运行时也没有发生断气和停电等事故,因此,在本实施例中突发性故障工况导致电压衰减率可以忽略。Voltage attenuation rate caused by sudden fault conditions: During the hot and cold cycle durability test, the SOFC short stack did not suffer from sudden faults such as cracking or air leakage, and it operated at a constant current at a current density of 300mA/ cm2 . There were no accidents such as gas outage or power outage. Therefore, in this embodiment, the voltage attenuation rate caused by sudden fault conditions can be ignored.

另外,在SOFC电堆6次冷热循环耐久性测试过程中,开路状态下的内阻变化如图6所示,内阻的变化曲线整体满足二次函数图像的趋势,这也验证了SOFC的极化曲线测试结果中电压以及内阻的衰减变化量符合二次函数的趋势,因此建立了式(18)中的SOFC电堆经验衰减模型。In addition, during the durability test of the SOFC stack for six hot and cold cycles, the internal resistance changes in the open circuit state are shown in Figure 6. The internal resistance change curve overall meets the trend of the quadratic function image, which also verifies the SOFC's The attenuation changes in voltage and internal resistance in the polarization curve test results are consistent with the trend of quadratic functions, so the SOFC stack empirical attenuation model in equation (18) is established.

实施例2Example 2

根据文献调研以及前期测试获取了7组不同测试条件下电堆连续稳定运行的试验数据,分析SOFC电堆在不同运行条件下的电压衰减率。Based on literature research and preliminary testing, 7 sets of experimental data on continuous and stable operation of the stack under different test conditions were obtained, and the voltage attenuation rate of the SOFC stack under different operating conditions was analyzed.

利用式(7)计算得到电压衰减率预测值,进一步,利用式(9)计算SOFC电堆的预期寿命Tf;定义失效阈值为50%,当SOFC电堆电压衰减到初始电压50%时便认为寿命终止。单电池在电流密度为0.3A/cm2的初始状态电压为0.85V,则单片电池电压的总衰减幅度为0.425V,单片电池的平均电压衰减速率为5.313mV/kh。Kp为SOFC电堆实际运行寿命与实验室模拟测试寿命的比例因子,取值为1.260。SOFC电堆在7组不同工况下稳定运行的电压衰减率预测值以及预期寿命如表1所示。The predicted value of the voltage attenuation rate is calculated using equation (7). Furthermore, the expected life T f of the SOFC stack is calculated using equation (9). The failure threshold is defined as 50%. When the SOFC stack voltage decays to 50% of the initial voltage, Considered to be end of life. When the initial state voltage of a single cell is 0.85V at a current density of 0.3A/ cm2 , the total attenuation amplitude of the single cell voltage is 0.425V, and the average voltage attenuation rate of the single cell is 5.313mV/kh. K p is the proportional factor between the actual operating life of the SOFC stack and the laboratory simulation test life, and the value is 1.260. The predicted voltage attenuation rate and expected life of the SOFC stack under seven different working conditions are shown in Table 1.

对表1进行分析可以得到,通过与SOFC电堆的电压衰减率实际值进行对比,验证了式(7)中稳定运行工况下的电压衰减率vD(t)计算公式能够较好地预测不同温度、不同电流密度以及不同燃料利用率下SOFC电堆的电压衰减率。By analyzing Table 1, it can be found that by comparing with the actual value of the voltage attenuation rate of the SOFC stack, it is verified that the calculation formula of the voltage attenuation rate v D (t) under stable operating conditions in equation (7) can be better predicted Voltage decay rate of SOFC stack under different temperatures, different current densities and different fuel utilization rates.

表1不同运行工况下SOFC电堆稳定运行的电压衰减率与寿命预测Table 1 Voltage decay rate and life prediction for stable operation of SOFC stack under different operating conditions

当然,上述说明并非是对本发明的限制,本发明也并不仅限于上述举例,本技术领域的技术人员在本发明的实质范围内所做出的变化、改型、添加或替换,也应属于本发明的保护范围。Of course, the above description is not a limitation of the present invention, and the present invention is not limited to the above examples. Changes, modifications, additions or substitutions made by those skilled in the art within the essential scope of the present invention should also fall within the scope of the present invention. protection scope of the invention.

Claims (10)

1. A method for predicting the life of the electrochemical performance of a solid oxide fuel cell stack, comprising the steps of:
s0, selecting a SOFC stack life failure prediction method;
s1, defining an failure threshold value of electrochemical performance attenuation according to an expected life index, and further decomposing attenuation rates of a continuous operation working condition and a cold and hot circulation working condition according to the failure threshold value of a galvanic pile to obtain index requirements of corresponding voltage attenuation rates and internal resistance increase rates;
s2, selecting SOFC electric pile health indexes, and reflecting attenuation states in the electric pile operation process;
s3, performing continuous operation and cold and hot circulation durability test by using a galvanic pile, and obtaining the change data of voltage and current required by an electrochemical performance attenuation prediction model along with operation time;
s4, establishing a polarization curve model according to the operation parameters of the electric pile, and fitting test data at different moments to reveal the parameter with the maximum attenuation rate in the operation process of the SOFC electric pile;
s5, establishing an empirical attenuation model of the electric pile, fitting to obtain a calculation formula of a voltage attenuation rate, analyzing the variation trend of the voltage and the internal resistance of the SOFC electric pile in different operation working conditions, and obtaining attenuation rates and attenuation accelerations at different moments;
s6, according to the early-stage running state of the electric pile, calculating the attenuation rate and the attenuation acceleration of the electric pile, obtaining the future rated voltage through continuous iteration equations, and predicting the future attenuation trend and the residual life of the SOFC electric pile according to the total attenuation amplitude defined by the failure threshold.
2. The method for predicting the life of the electrochemical performance of a solid oxide fuel cell stack according to claim 1, wherein in step S4, the polarization curve model is: u=e Nernstohmactcon (1)
In formula (1), U refers to the output voltage of the SOFC stack;
η ohm is ohmic loss, eta act Is the activation loss, eta con Is the concentration loss;
E Nernst is the nernst voltage, which refers to the highest voltage that the SOFC can output outwards under ideal conditions without current, without overpotential.
3. The method for predicting the life of an electrochemical performance of a solid oxide fuel cell stack of claim 2, wherein the ohmic losses include an anode ohmic loss, an electrolyte ohmic loss, a cathode ohmic loss, and a metal-interconnect ohmic loss, the ohmic losses having a calculation formula:
η ohm =j(ASR anode +ASR cathode +ASR electrolyte +ASR interconnect ) (3)
in formula (3), j is current density, ASR anode 、ASR cathode 、ASR electrolyte And ASR interconnect The area specific resistances of the anode, cathode, electrolyte and metal connection are shown, respectively.
4. The method for predicting the life of electrochemical performance of a solid oxide fuel cell stack according to claim 3, wherein the relation between the current density and the activation loss is expressed by using a Butler-Volmer equation, and the activation loss η is expressed by using the formula (4) act
In formula (4), j 0 The exchange current density of the SOFC stack in the balance state; r is a gas constant; t is the temperature; n is the number of electrons transferred when one molecule of fuel undergoes electrochemical reaction; f is Faraday constant;
sinh -1 (x) Is an expression of an anti-hyperbolic sine function,
5. the method for predicting electrochemical performance life of solid oxide fuel cell stack as recited in claim 4, wherein electrochemical reaction of the SOFC stack occurs in the active layers of the cathode and anode, and the difference in concentration of the reactant components and the active layer in the flow channels reduces the cell output, reflecting the difference in concentration to E Nernst And the reaction rate, this portion of the voltage loss is called concentration loss eta con
In formula (5), j L Is the limiting current density, i.e. the current density at which the active layer reactant concentration is equal to the reactant concentration in the flow channels;indicating that diffusion results in E Nernst Is decreased (1)>Indicating that the concentration difference of the reaction components in the flow channel and the activation layer leads to the reduction of the reaction rate; alpha is denoted as the transfer coefficient.
6. The method for predicting the life of electrochemical performance of a solid oxide fuel cell stack according to claim 5, wherein in step S5, the operation conditions include a stable operation condition, a start-stop condition, a load-change condition and a sudden fault condition, and the influences of different operation conditions on the voltage decay rate are analyzed by monitoring the polarization curve and the electrochemical impedance spectrum of the SOFC stack;
voltage attenuation v during durability test of SOFC stack k Expressed as:
v k =v D +v T ·n T +v V ·n V +v S ·n S (6)
in formula (6), v k The voltage attenuation amount of the SOFC stack is equal to the voltage attenuation amount of the SOFC stack in every thousand hours within the k moment;
voltage attenuation for stable operation conditions: v D Representing the voltage attenuation amount under the stable operation condition every thousand hours;
voltage attenuation of start-stop condition: v T Represents the average voltage decay rate, n, caused by each start-up and shut-down condition T The times of starting and stopping working conditions in thousands of hours are represented;
voltage attenuation of variable load condition: v V Represents the average voltage decay rate, n, caused by each load-changing working condition V The times of load changing working conditions in thousands of hours are represented;
voltage attenuation of sudden fault condition: v S Represents the average voltage decay rate, n, caused by each sudden fault condition S The number of sudden fault conditions per thousand hours is represented;
and calculating the proportion of the voltage attenuation caused by the four operating conditions according to the actual test result, thereby calculating the expected target attenuation rate under the corresponding various operating conditions.
7. The method for predicting electrochemical performance life of a solid oxide fuel cell stack of claim 6, wherein the voltage decay rate v under steady operation conditions D, Is calculated according to the formula:
in formula (7), v D′ The voltage attenuation rate of the SOFC stack is expressed as per thousand hours of stable operation, U f The fuel utilization rate under the stable working condition is represented by T, the average temperature inside the electric pile is represented by T, and the current density under the stable working condition is represented by j.
8. The life prediction method of electrochemical performance of a solid oxide fuel cell stack according to claim 7, wherein the attenuation change amounts of voltage and internal resistance in the result of the polarization curve test of the SOFC stack conform to the trend of a quadratic function, so that a calculation formula of an empirical attenuation model of the stack is established:
in formula (8), α 0 V is the decay rate, t is the run time, and a is the decay acceleration, which is the change in the initial time.
9. The method for predicting the life of electrochemical performance of a solid oxide fuel cell stack according to claim 8, wherein in step S6, the SOFC stack is in a health state n= [ aνα ] at different times] T Defining the current moment as k, predicting the future attenuation trend of the SOFC stack according to the k moment and the information before the k moment, wherein the health state at the k moment is expressed as N k =[a k ν k α k ] T
In evaluating the state of the SOFC stack, the decay state α at time k k Rate of decay v k And damping acceleration a k The information at and before the k moment is calculated;
in predicting the attenuation trend of the SOFC electric pile, an empirical attenuation model calculation formula (8) of the electric pile is iterated, and the attenuation state alpha at the moment k is calculated k Obtaining attenuation state alpha at k+t time k+t Further obtain the rated voltage at the time of k+tFinally obtaining the residual service life of the SOFC stack;
in step S6, if the SOFC stack is always in a stable operation condition during operation, the SOFC stack and its auxiliary system conditions do not fluctuate, and the voltage value of the SOFC stack is v in a long time k If the attenuation of (2) is reduced, calculating the predicted lifetime of the SOFC stack by the formula (9)Life T f
In formula (9), T f For the predicted lifetime of SOFC stacks, ΔU is the decay amplitude, v k For the voltage attenuation quantity of the SOFC stack per thousand hours in the K moment, K p The scale factor of the actual operation life of the SOFC stack and the laboratory simulation test life is used.
10. The method for predicting the life of the electrochemical performance of a solid oxide fuel cell stack according to claim 9, wherein the residual life prediction process of the SOFC stack is as follows:
(1) obtaining rated voltage of SOFC electric pile at initial timeDefining a failure threshold coefficient m of SOFC stack attenuation according to the life expectancy index;
(2) performing durability test on the SOFC stack to obtain polarization curve and electrochemical impedance spectrum data at different moments, detecting whether the SOFC stack is cracked or sealed and leaked when the average open-circuit voltage is lower than 1.10V, and establishing a polarization curve model when the average open-circuit voltage is not lower than 1.10V to extract attenuation state characteristic parameters;
(3) determining attenuation state alpha k Obtaining the attenuation rate v k And damping acceleration a k If the acceleration a is attenuated k If the service life is less than or equal to 0, the residual service life RUL of the SOFC stack is unknown; if the acceleration a is attenuated k If the value is more than 0, continuing to carry out the next step;
(4) obtaining rated voltage at k+t time according to a polarization curve model (1) and a pile empirical attenuation model calculation formula (8)(5) If->M is smaller than or equal to m, and the residual service life RUL=k+t of the SOFC stack;
if it isGreater than m, then according to t=t+1, -/->And (5) repeating the step (4).
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CN118465564A (en) * 2024-07-11 2024-08-09 中国石油大学(华东) A method for durability assessment and service life design of solid oxide fuel cells
CN118483600A (en) * 2024-07-12 2024-08-13 中国石油大学(华东) A prediction method for electrochemical and mechanical properties of SOFC during hot and cold cycles
CN118919797A (en) * 2024-10-09 2024-11-08 中国石油大学(华东) SOFC or SOEC with long-life sealing interface and preparation method thereof

Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0232276A (en) * 1988-07-22 1990-02-02 Yuasa Battery Co Ltd How to detect battery life
US20150241516A1 (en) * 2014-02-21 2015-08-27 Sony Corporation Battery remaining-life estimation apparatus, battery pack, capacitor, electric vehicle, and battery remaining-life estimation method
WO2020000499A1 (en) * 2018-06-27 2020-01-02 清华大学 Method and device for forecasting service life and remaining life of fuel cell
CN112505568A (en) * 2020-11-11 2021-03-16 电子科技大学 Multi-stack solid oxide fuel cell system service life prediction method
CN112687926A (en) * 2019-10-18 2021-04-20 中国科学院大连化学物理研究所 Method and system for predicting attenuation trend and predicting remaining service life of fuel cell
US20210320312A1 (en) * 2020-04-13 2021-10-14 Tsinghua University Method and device for predicting service life and remaining life of fuel cell
CN113884932A (en) * 2021-10-28 2022-01-04 广东电网有限责任公司 Method and device for evaluating service life of battery
CN114373965A (en) * 2021-12-29 2022-04-19 新源动力股份有限公司 A Mechanism Model Based Fuel Cell Life Prediction Method
CN115935659A (en) * 2022-12-13 2023-04-07 上海捷氢科技股份有限公司 Fuel cell stack service life prediction method and system and electronic equipment
CN116258401A (en) * 2023-02-07 2023-06-13 中国石油大学(华东) A comprehensive performance evaluation method for solid oxide fuel cells

Patent Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0232276A (en) * 1988-07-22 1990-02-02 Yuasa Battery Co Ltd How to detect battery life
US20150241516A1 (en) * 2014-02-21 2015-08-27 Sony Corporation Battery remaining-life estimation apparatus, battery pack, capacitor, electric vehicle, and battery remaining-life estimation method
WO2020000499A1 (en) * 2018-06-27 2020-01-02 清华大学 Method and device for forecasting service life and remaining life of fuel cell
CN112687926A (en) * 2019-10-18 2021-04-20 中国科学院大连化学物理研究所 Method and system for predicting attenuation trend and predicting remaining service life of fuel cell
US20210320312A1 (en) * 2020-04-13 2021-10-14 Tsinghua University Method and device for predicting service life and remaining life of fuel cell
CN112505568A (en) * 2020-11-11 2021-03-16 电子科技大学 Multi-stack solid oxide fuel cell system service life prediction method
CN113884932A (en) * 2021-10-28 2022-01-04 广东电网有限责任公司 Method and device for evaluating service life of battery
CN114373965A (en) * 2021-12-29 2022-04-19 新源动力股份有限公司 A Mechanism Model Based Fuel Cell Life Prediction Method
CN115935659A (en) * 2022-12-13 2023-04-07 上海捷氢科技股份有限公司 Fuel cell stack service life prediction method and system and electronic equipment
CN116258401A (en) * 2023-02-07 2023-06-13 中国石油大学(华东) A comprehensive performance evaluation method for solid oxide fuel cells

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
寇志华 等: "基于容量衰减速率的三元锂电池健康状态预测", 电源技术, no. 02, 20 February 2018 (2018-02-20) *

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN118244124A (en) * 2024-05-27 2024-06-25 深圳市三正电子有限公司 Battery life limit analysis method and system based on multi-source data fusion
CN118244124B (en) * 2024-05-27 2024-08-20 深圳市三正电子有限公司 Battery life limit analysis method and system based on multi-source data fusion
CN118472276A (en) * 2024-07-11 2024-08-09 中国石油大学(华东) Solid oxide fuel cell with gradient structure and preparation method thereof
CN118465564A (en) * 2024-07-11 2024-08-09 中国石油大学(华东) A method for durability assessment and service life design of solid oxide fuel cells
CN118483600A (en) * 2024-07-12 2024-08-13 中国石油大学(华东) A prediction method for electrochemical and mechanical properties of SOFC during hot and cold cycles
CN118919797A (en) * 2024-10-09 2024-11-08 中国石油大学(华东) SOFC or SOEC with long-life sealing interface and preparation method thereof

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