CN112224093B - Low temperature start control method of fuel cell vehicle - Google Patents
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- B60L—PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
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Abstract
本发明涉及一种燃料电池汽车低温启动控制方法,该方法包括以下步骤:S1、预测低温启动阶段的需求功率;S2、根据所述需求功率,设定上次停车时电池包的SOC目标值;S3、根据所述SOC目标值,进行燃料电池停机吹扫操作;S4、设定所述SOC目标值为启动初始状态,控制器进行燃料电池汽车低温启动控制。该方法通过预测燃料电池在启动阶段、驾驶初始阶段的功率需求,对燃料电池汽车的启动过程和上次停机过程进行优化,实现在低温场景下,既保证用户驾驶体验,也同时保证燃料电池和电池包的寿命要求。
The invention relates to a low-temperature start-up control method for a fuel cell vehicle. The method includes the following steps: S1. Predicting the required power in the low-temperature start-up stage; S2. Setting the SOC target value of the battery pack at the last stop according to the required power; S3 , according to the SOC target value, perform a fuel cell shutdown purge operation; S4 , set the SOC target value to an initial state of startup, and the controller performs low temperature startup control of the fuel cell vehicle. The method optimizes the start-up process and the last shutdown process of the fuel cell vehicle by predicting the power demand of the fuel cell in the start-up stage and the initial stage of driving, so as to ensure the user's driving experience in the low-temperature scenario, and at the same time ensure the fuel cell and the fuel cell. Battery pack life requirements.
Description
技术领域technical field
本发明涉及燃料电池汽车领域,具体而言,涉及一种燃料电池汽车低温启动控制方法。The invention relates to the field of fuel cell vehicles, in particular to a low-temperature startup control method for fuel cell vehicles.
背景技术Background technique
燃料电池在低温环境下运行,如果预热不充分,内部水结冰会堵塞反应气体扩散,阻碍反应进行,此外还存在体积膨胀对多孔介质产生结构破坏。因此燃料电池低温启动过程中,需要一定的时间进行暖机操作,提高燃料电池内部温度,以降低温度对燃料电池性能和寿命的衰减。目前国际先进量产车型,一般采用自加热方式对燃料电池内部进行暖机操作,实现燃料电池温度迅速上升至合适温度,结束暖机操作,燃料电池进入正常工作模式,开始对外输出功率。自加热方式即通过降低空气的化学计量比,产生浓度电压差的方式,使燃料电池工作在低效率区,更多的能量以热量形式散出,达到暖机效果。The fuel cell operates in a low temperature environment. If the preheating is not sufficient, the internal water will freeze, which will block the diffusion of the reaction gas and hinder the reaction. In addition, there will be volume expansion, which will cause structural damage to the porous medium. Therefore, during the low temperature start-up process of the fuel cell, a certain period of time is required for the warm-up operation to increase the internal temperature of the fuel cell, so as to reduce the attenuation of the performance and life of the fuel cell due to the temperature. At present, the international advanced mass production models generally use the self-heating method to warm up the inside of the fuel cell, so that the temperature of the fuel cell can quickly rise to a suitable temperature, and the warm-up operation is ended. The fuel cell enters the normal working mode and starts to output power externally. The self-heating method is to reduce the stoichiometric ratio of the air to generate a concentration voltage difference, so that the fuel cell works in a low-efficiency area, and more energy is dissipated in the form of heat to achieve a warm-up effect.
但目前存在技术难题,如果燃料电池进行暖机操作时间过短,则燃料电池内部预热不充分,导致燃料电池性能和寿命衰减。如果燃料电池暖机时间过长,则燃料电池给驱动电机供电等待时间较长,影响客户驾驶体验。However, there are currently technical difficulties. If the fuel cell warm-up time is too short, the internal preheating of the fuel cell will be insufficient, resulting in the deterioration of the performance and life of the fuel cell. If the fuel cell warm-up time is too long, the fuel cell will wait for a long time to supply power to the drive motor, which will affect the customer's driving experience.
有鉴于此,特提出本发明。In view of this, the present invention is proposed.
发明内容SUMMARY OF THE INVENTION
本发明的目的在于提供一种燃料电池汽车低温启动控制方法,该方法通过预测燃料电池在启动阶段、驾驶初始阶段的功率需求,对燃料电池汽车的启动过程和上次停机过程进行优化,实现在低温场景下,既保证用户驾驶体验,也同时保证燃料电池和电池包的寿命要求。The purpose of the present invention is to provide a low-temperature startup control method of a fuel cell vehicle, which optimizes the startup process and the last shutdown process of the fuel cell vehicle by predicting the power demand of the fuel cell in the startup stage and the initial driving stage, and realizes the In low temperature scenarios, it not only guarantees the user's driving experience, but also guarantees the life requirements of fuel cells and battery packs.
为了实现上述目的,本发明采用以下技术方案:In order to achieve the above object, the present invention adopts the following technical solutions:
本发明提供了一种燃料电池汽车低温启动控制方法,包括以下步骤:The invention provides a low-temperature startup control method for a fuel cell vehicle, comprising the following steps:
S1、预测低温启动阶段的需求功率;S1. Predict the required power in the low temperature start-up stage;
S2、根据所述需求功率,设定上次停车时电池包的SOC目标值;S2. According to the required power, set the SOC target value of the battery pack at the last stop;
S3、根据所述SOC目标值,进行燃料电池停机吹扫操作;S3, according to the SOC target value, perform a fuel cell shutdown and purge operation;
S4、设定所述SOC目标值为启动初始状态,控制器进行燃料电池汽车低温启动控制。S4 , setting the SOC target value as an initial state of startup, and the controller performs low-temperature startup control of the fuel cell vehicle.
作为进一步优选的技术方案,步骤S1中,所述需求功率包括行驶需求功率、空调需求功率和附件需求功率。As a further preferred technical solution, in step S1, the demanded power includes driving demanded power, air conditioning demanded power, and accessory demanded power.
作为进一步优选的技术方案,所述行驶需求功率采用马尔科夫链预测方法进行预测;As a further preferred technical solution, the driving demand power is predicted using a Markov chain prediction method;
优选地,行驶需求功率的预测公式为:Preg-drive=δvma;Preferably, the prediction formula of driving demand power is: Preg -drive =δvma;
其中v为车速,m为车辆质量,a为加速度,δ为质量换算系数,δ取1.03;Where v is the speed of the vehicle, m is the mass of the vehicle, a is the acceleration, δ is the mass conversion factor, and δ is 1.03;
v和a采用状态转移矩阵[Tl(k)]ij中的最大值所对应的v和a;v and a use the v and a corresponding to the maximum value in the state transition matrix [T l (k)] ij ;
优选地,在历史时长k内,车辆从xi状态转移到xj状态的概率为 Preferably, within the historical duration k, the probability of the vehicle transitioning from state xi to state x j is
其中,矩阵和[fi l(1),fi l(2),...,fi l(k)]都被赋予了相应的指数加权,其中权重 取0.9。Among them, the matrix and [f i l (1), f i l (2), ..., f i l (k)] are given corresponding exponential weights, where the weights Take 0.9.
作为进一步优选的技术方案,所述空调需求功率为3kW;As a further preferred technical solution, the required power of the air conditioner is 3kW;
优选地,所述附件需求功率为2kW。Preferably, the power required by the accessories is 2kW.
作为进一步优选的技术方案,步骤S2中电池包SOC目标值为:As a further preferred technical solution, the SOC target value of the battery pack in step S2 is:
Wreq=∫Preqdt;W req =∫P req dt;
其中,SOCmin为电池包允许工作最低SOC,Wreg为燃料电池汽车启动阶段的能耗,Preq为所述需求功率,Preq-purge为燃料电池停机吹扫过程附件能耗,Q为电池包额定电量;Among them, SOC min is the minimum allowable SOC of the battery pack, W reg is the energy consumption of the fuel cell vehicle during the start-up phase, Preq is the required power, Preq-purge is the energy consumption of accessories during the fuel cell shutdown and purge process, and Q is the battery package rated power;
优选地,SOCmin为30%。Preferably, the SOC min is 30%.
作为进一步优选的技术方案,步骤S3中燃料电池停机吹扫操作包括以下步骤:首先判断SOC目标值是否高于SOC阈值,判断为是,则进行吹扫方式一;判断为否,则进行吹扫方式二;直至满足吹扫停止条件后,结束吹扫;As a further preferred technical solution, the fuel cell shutdown purge operation in step S3 includes the following steps: first, determine whether the SOC target value is higher than the SOC threshold value, and if it is determined to be yes, then carry out the first purge mode; if it is determined to be no, then carry out the purge Method 2: End the purging until the purging stop conditions are met;
优选地,吹扫方式一包括:燃料电池停止对外输出功率,进入怠速模式,由电池包提供吹扫过程中的全部功率消耗;Preferably, the first purging method includes: the fuel cell stops outputting power to the outside, enters an idle mode, and the battery pack provides all power consumption during the purging process;
优选地,吹扫方式二包括:燃料电池向电池包充电,直至电池包SOC高于SOC阈值;然后燃料电池停止对外输出功率,进入怠速模式,由电池包提供吹扫过程中的全部功率消耗;Preferably, the second purging method includes: the fuel cell charges the battery pack until the SOC of the battery pack is higher than the SOC threshold; then the fuel cell stops outputting power to the outside, enters an idle mode, and the battery pack provides all power consumption during the purging process;
优选地,SOC阈值为50%。Preferably, the SOC threshold is 50%.
作为进一步优选的技术方案,步骤S4中,控制器进行燃料电池汽车低温启动控制包括以下步骤:首先驾驶员提出启动请求,然后燃料电池执行启动前吹扫操作,启动前吹扫操作完成后,燃料电池进入暖机模式,暖机结束后,燃料电池进入正常发电模式。As a further preferred technical solution, in step S4, the controller performs the low temperature start-up control of the fuel cell vehicle including the following steps: first, the driver makes a start request, then the fuel cell performs a pre-start purging operation, and after the pre-start purging operation is completed, the fuel cell The battery enters the warm-up mode, and after the warm-up is over, the fuel cell enters the normal power generation mode.
作为进一步优选的技术方案,启动前吹扫操作完成的条件为:燃料电池单体电压高于0.6V。As a further preferred technical solution, the condition for completing the purge operation before starting is that the voltage of the fuel cell is higher than 0.6V.
作为进一步优选的技术方案,暖机模式包括:降低空气化学计量比,产生浓度差和电压差,使燃料电池工作在低效率区,实现暖机。As a further preferred technical solution, the warm-up mode includes: reducing the air stoichiometric ratio, generating a concentration difference and a voltage difference, so that the fuel cell works in a low-efficiency region to achieve warm-up.
作为进一步优选的技术方案,暖机结束条件为:燃料电池冷却液温度高于55℃。As a further preferred technical solution, the warm-up ending condition is that the temperature of the fuel cell cooling fluid is higher than 55°C.
与现有技术相比,本发明的有益效果为:Compared with the prior art, the beneficial effects of the present invention are:
(1)提出一种燃料电池汽车低温启动控制方法,同步考虑燃料电池寿命、电池包寿命、用户使用体验,将整个启动流程分为三个阶段,一阶段电池包作为单独能量源;二阶段电池包作为主要能量源,燃料电池作为辅助能量源;三阶段燃料电池作为主要能量源,电池包作为辅助能量源。其中对燃料电池寿命的主要优化措施为尽可能延迟燃料电池对外大功率输出时间,通过暖机模式使燃料电池内部温度尽快达到适宜温度。对电池包寿命的主要优化措施为设定上次停机前的SOC目标值,使电池包满足后续功率输出需求的同时,始终保持在最低限制以上。对用户使用体验的主要优化措施为电池包在初始阶段可以为车辆行驶、空调、附件提供足够的能量,不影响用户使用。(1) A low-temperature startup control method for fuel cell vehicles is proposed, which simultaneously considers fuel cell life, battery pack life, and user experience, and divides the entire startup process into three stages. The first-stage battery pack is used as a separate energy source; the second-stage battery pack is used as a separate energy source; The battery is used as the main energy source, and the fuel cell is used as the auxiliary energy source; the three-stage fuel cell is used as the main energy source, and the battery pack is used as the auxiliary energy source. Among them, the main optimization measures for the life of the fuel cell are to delay the external high power output time of the fuel cell as much as possible, and to make the internal temperature of the fuel cell reach an appropriate temperature as soon as possible through the warm-up mode. The main optimization measure for the life of the battery pack is to set the SOC target value before the last shutdown, so that the battery pack can meet the subsequent power output requirements while always keeping it above the minimum limit. The main optimization measure for the user experience is that the battery pack can provide enough energy for vehicle driving, air conditioning, and accessories in the initial stage, without affecting the user's use.
(2)提出一种基于马尔科夫链预测方法,对低温环境下燃料电池汽车启动阶段的行驶功率需求进行预测,将加速度-车速设定为状态变量,通过历史数据,预测本次低温启动过程能耗情况。此外,该方法具备随着用户对车辆使用,根据用户使用习惯、地理位置、交通状况等因素,对状态概率转移矩阵进行更新学习,以个性化提高马尔科夫链模式预测精度的优势。(2) A prediction method based on Markov chain is proposed to predict the driving power demand of the fuel cell vehicle during the start-up phase in a low-temperature environment, set the acceleration-vehicle speed as a state variable, and predict the low-temperature start-up process through historical data. energy consumption. In addition, this method has the advantage of updating and learning the state probability transition matrix according to the user's usage habits, geographical location, traffic conditions and other factors as the user uses the vehicle, so as to improve the prediction accuracy of the Markov chain model in a personalized manner.
(3)提出一种电池包SOC管理方法,可以通过预测的能耗情况和电池包最低SOC要求,设计燃料电池汽车停机前的SOC目标值,并通过采用不同的停机吹扫方式,使电池包SOC满足要求。(3) A battery pack SOC management method is proposed, which can design the SOC target value before the fuel cell vehicle stops by using the predicted energy consumption and the minimum SOC requirement of the battery pack, and use different shutdown purging methods to make the battery pack SOC meets the requirements.
附图说明Description of drawings
为了更清楚地说明本发明具体实施方式或现有技术中的技术方案,下面将对具体实施方式或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施方式,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to illustrate the specific embodiments of the present invention or the technical solutions in the prior art more clearly, the following briefly introduces the accompanying drawings that need to be used in the description of the specific embodiments or the prior art. Obviously, the accompanying drawings in the following description The drawings are some embodiments of the present invention. For those of ordinary skill in the art, other drawings can also be obtained based on these drawings without creative efforts.
图1是本发明提供的燃料电池汽车低温启动控制方法流程图;Fig. 1 is the flow chart of the low temperature start control method of fuel cell vehicle provided by the present invention;
图2是电池包目标SOC判定及实现流程图;Figure 2 is a flow chart of battery pack target SOC determination and realization;
图3是燃料电池汽车低温启动控制流程图;Fig. 3 is the low temperature start control flow chart of fuel cell vehicle;
图4是燃料电池汽车结构示意图;Figure 4 is a schematic structural diagram of a fuel cell vehicle;
图5是燃料电池汽车低温启动前后关键信号变化图。Figure 5 is a graph of key signal changes before and after the low temperature start of the fuel cell vehicle.
图标:1-燃料电池电堆;2-第一DCDC;3-电机控制器;4-驱动电机;5-动力电池包;6-第二DCDC;7-附件;8-主减速器;9-差速器及半轴。Icons: 1-fuel cell stack; 2-first DCDC; 3-motor controller; 4-drive motor; 5-power battery pack; 6-second DCDC; 7-accessory; 8-main reducer; 9- Differential and axle shafts.
具体实施方式Detailed ways
为使本发明的目的、技术方案和优点更加清楚,下面将对本发明的技术方案进行清楚、完整的描述。显然,所描述的实施例仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动的前提下所得到的所有其它实施例,都属于本发明所保护的范围。In order to make the objectives, technical solutions and advantages of the present invention clearer, the technical solutions of the present invention will be described clearly and completely below. Obviously, the described embodiments are only some, but not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative work fall within the protection scope of the present invention.
需要说明的是:本发明所提及的“电池包”均指动力电池包。It should be noted that: the "battery pack" mentioned in the present invention refers to a power battery pack.
实施例1Example 1
为了保证燃料电池寿命,在低温启动过程中,燃料电池进入正常发电模式的时间点应尽可能后移,以使燃料电池内部充分预热。为了保证用户驾驶体验,车辆进入可行驶状态的时间点应尽可能前移。因此,在燃料电池启动阶段,需要由电池包成为主要能量源,满足驱动车辆行驶和空调加热的功率需求。In order to ensure the life of the fuel cell, during the low temperature start-up process, the time point when the fuel cell enters the normal power generation mode should be moved as far back as possible to make the interior of the fuel cell fully preheated. In order to ensure the user's driving experience, the time point when the vehicle enters the drivable state should be moved forward as far as possible. Therefore, in the start-up stage of the fuel cell, the battery pack needs to be the main energy source to meet the power requirements for driving the vehicle and heating the air conditioner.
在燃料电池启动阶段中,电池包以较大功率持续对外供电,而SOC的工作范围过低会导致电池包寿命衰减。因此电池包的SOC需要提前预测并设置目标值,以满足启动阶段对外输出需求和电池包自身寿命要求。During the start-up phase of the fuel cell, the battery pack continues to supply external power with a large power, and the working range of the SOC is too low, which will lead to the deterioration of the battery pack life. Therefore, the SOC of the battery pack needs to be predicted and set a target value in advance to meet the external output demand during the startup phase and the life expectancy of the battery pack itself.
考虑到以上设计思路,如图1所示,本实施例提供了一种燃料电池汽车低温启动控制方法,包括以下步骤:Considering the above design ideas, as shown in FIG. 1 , this embodiment provides a low-temperature startup control method for a fuel cell vehicle, including the following steps:
S1、预测低温启动阶段的需求功率;S1. Predict the required power in the low temperature start-up stage;
S2、根据所述需求功率,设定上次停车时电池包的SOC目标值;S2. According to the required power, set the SOC target value of the battery pack at the last stop;
S3、根据所述SOC目标值,进行燃料电池停机吹扫操作;S3, according to the SOC target value, perform a fuel cell shutdown and purge operation;
S4、设定所述SOC目标值为启动初始状态,控制器进行燃料电池汽车低温启动控制。S4 , setting the SOC target value as an initial state of startup, and the controller performs low-temperature startup control of the fuel cell vehicle.
本发明具有以下优点:The present invention has the following advantages:
(1)提出一种燃料电池汽车低温启动控制方法,同步考虑燃料电池寿命、电池包寿命、用户使用体验,将整个启动流程分为三个阶段,一阶段电池包作为单独能量源;二阶段电池包作为主要能量源,燃料电池作为辅助能量源;三阶段燃料电池作为主要能量源,电池包作为辅助能量源。其中对燃料电池寿命的主要优化措施为尽可能延迟燃料电池对外大功率输出时间,通过暖机模式使燃料电池内部温度尽快达到适宜温度。对电池包寿命的主要优化措施为设定上次停机前的SOC目标值,使电池包满足后续功率输出需求的同时,始终保持在最低限制以上。对用户使用体验的主要优化措施为电池包在初始阶段可以为车辆行驶、空调、附件提供足够的能量,不影响用户使用。(1) A low-temperature startup control method for fuel cell vehicles is proposed, which simultaneously considers fuel cell life, battery pack life, and user experience, and divides the entire startup process into three stages. The first-stage battery pack is used as a separate energy source; the second-stage battery pack is used as a separate energy source; The battery is used as the main energy source, and the fuel cell is used as the auxiliary energy source; the three-stage fuel cell is used as the main energy source, and the battery pack is used as the auxiliary energy source. Among them, the main optimization measures for the life of the fuel cell are to delay the external high power output time of the fuel cell as much as possible, and to make the internal temperature of the fuel cell reach an appropriate temperature as soon as possible through the warm-up mode. The main optimization measure for the life of the battery pack is to set the SOC target value before the last shutdown, so that the battery pack can meet the subsequent power output requirements while always keeping it above the minimum limit. The main optimization measure for the user experience is that the battery pack can provide enough energy for vehicle driving, air conditioning, and accessories in the initial stage, without affecting the user's use.
(2)提出一种基于马尔科夫链预测方法,对低温环境下燃料电池汽车启动阶段的行驶功率需求进行预测,将加速度-车速设定为状态变量,通过历史数据,预测本次低温启动过程能耗情况。此外,该方法具备随着用户对车辆使用,根据用户使用习惯、地理位置、交通状况等因素,对状态概率转移矩阵进行更新学习,以个性化提高马尔科夫链模式预测精度的优势。(2) A prediction method based on Markov chain is proposed to predict the driving power demand of the fuel cell vehicle during the start-up phase in a low-temperature environment, set the acceleration-vehicle speed as a state variable, and predict the low-temperature start-up process through historical data. energy consumption. In addition, this method has the advantage of updating and learning the state probability transition matrix according to the user's usage habits, geographical location, traffic conditions and other factors as the user uses the vehicle, so as to improve the prediction accuracy of the Markov chain model in a personalized manner.
(3)提出一种电池包SOC管理方法,可以通过预测的能耗情况和电池包最低SOC要求,设计燃料电池汽车停机前的SOC目标值,并通过采用不同的停机吹扫方式,使电池包SOC满足要求。(3) A battery pack SOC management method is proposed, which can design the SOC target value before the fuel cell vehicle stops by using the predicted energy consumption and the minimum SOC requirement of the battery pack, and use different shutdown purging methods to make the battery pack SOC meets the requirements.
在一种优选的实施方式中,步骤S1中,所述需求功率包括行驶需求功率、空调需求功率和附件需求功率。低温启动阶段,总需求功率由行驶需求功率、空调需求功率和附件需求功率组成。其中附件需求功率主要包括燃料电池启动过程中,空气压缩机、氢气泵、冷却水泵等相关附件工作,该需求功率值较小,且波动不大。其中空调需求功率主要与环境温度相关,该部分需求功率值可由标定试验获得,根据试验结果存储到控制器中。上述两部分需求功率组成,功率值较小,波动范围不大,因此通过经验即可预估。而车辆行驶功率部分,能耗占比最大,且受用户使用习惯、地理环境、交通拥堵情况等诸多因素影响,成为燃料电池汽车启动阶段控制方法中最为关键且预测难度最大的部分。In a preferred embodiment, in step S1, the demanded power includes driving demanded power, air conditioning demanded power and accessory demanded power. In the low temperature start-up stage, the total demand power is composed of driving demand power, air conditioning demand power and accessory demand power. Among them, the required power of accessories mainly includes the work of air compressors, hydrogen pumps, cooling water pumps and other related accessories during the start-up process of the fuel cell. The required power value is small and the fluctuation is not large. The required power of the air conditioner is mainly related to the ambient temperature. The required power value of this part can be obtained by the calibration test, and stored in the controller according to the test result. The above two parts are composed of required power. The power value is small and the fluctuation range is not large, so it can be estimated through experience. As for the driving power of the vehicle, energy consumption accounts for the largest proportion, and is affected by many factors such as user habits, geographical environment, and traffic congestion.
在一种优选的实施方式中,所述行驶需求功率采用马尔科夫链预测方法进行预测。In a preferred embodiment, the driving demand power is predicted using a Markov chain prediction method.
优选地,行驶需求功率的预测公式为:Preg-drive=δvma;Preferably, the prediction formula of driving demand power is: Preg -drive =δvma;
其中v为车速,m为车辆质量,a为加速度,δ为质量换算系数,δ取1.03;Where v is the speed of the vehicle, m is the mass of the vehicle, a is the acceleration, δ is the mass conversion factor, and δ is 1.03;
v和a采用状态转移矩阵[Tl(k)]ij中的最大值所对应的v和a。v and a adopt v and a corresponding to the maximum value in the state transition matrix [T l (k)] ij .
优选地,在历史时长k内,车辆从xi状态转移到xj状态的概率为 Preferably, within the historical duration k, the probability of the vehicle transitioning from state xi to state x j is
其中,矩阵和[fi l(1),fi l(2),...,fi l(k)]都被赋予了相应的指数加权,其中权重 取0.9。Among them, the matrix and [f i l (1), f i l (2), ..., f i l (k)] are given corresponding exponential weights, where the weights Take 0.9.
本发明采用机器学习算法,对燃料电池启动阶段的车辆行驶需求功率变化情况进行预测。考虑到车辆行驶过程中,纵向动力学变量,例如车速、加速度、转矩、功率等均可视为时间序列,因此可以采用马尔科夫链预测方法,对时间序列样本建立预测模型,找出系统特性并根据时间序列的历史值对当前值和未来趋势进行预测。马尔科夫链是指数学中具有马尔科夫性质的离散时间随机过程。在其每一步中,系统根据概率分布可以从一个状态转移到另一个状态,利用其当前状态和状态转移的概率分布,就可以预测系统下一时刻最有可能发生的状态。The invention adopts the machine learning algorithm to predict the power change of the vehicle driving demand in the fuel cell start-up stage. Considering that in the process of vehicle driving, longitudinal dynamic variables, such as vehicle speed, acceleration, torque, power, etc., can be regarded as time series, so Markov chain prediction method can be used to establish a prediction model for time series samples, and find out the system. features and forecasts current values and future trends based on historical values of the time series. A Markov chain is a discrete-time random process with Markov properties in mathematics. In each step, the system can transition from one state to another according to the probability distribution. Using its current state and the probability distribution of state transitions, the most likely state of the system at the next moment can be predicted.
为了预测功率,本发明采用车速-加速度二维向量,描述每一时刻状态,即作为状态概率转移矩阵的元素特征描述。将X定义为马尔科夫链状态空间,X={x1,x2,...xs};In order to predict the power, the present invention uses the vehicle speed-acceleration two-dimensional vector to describe the state at each moment, that is, as the element feature description of the state probability transition matrix. Define X as the Markov chain state space, X={x 1 , x 2 ,...x s };
由于采用车速-加速度来描述状态,因此当t=k,马尔科夫链状态可表示为:xk=(v(k),a(k));Since the vehicle speed-acceleration is used to describe the state, when t=k, the Markov chain state can be expressed as: x k =(v(k), a(k));
则t=k+l的概率分布由l步状态转移概率矩阵决定,本发明推荐l取3,则时刻k对应的状态xi转移到k+l时刻对应的状态xj的条件概率[Tl]ij可以由下式表示:Then the probability distribution of t=k+l is determined by the l-step state transition probability matrix. The present invention recommends l to be 3, then the conditional probability of the state x i corresponding to time k transitioning to the state x j corresponding to time k+l [T l ] ij can be represented by the following formula:
i,j∈{1,2,...,s};i, j ∈ {1, 2, ..., s};
其中,Tl∈Rs×s,l=1,2,...,NT为马尔科夫链的时间尺度。为观测到的经过l时间步长,从xi转移到xj的转移频数;Ni l为观测到的经过l时间步长,从xi转移到其他状态的频数。Among them, T l ∈ R s×s , l=1, 2, . . . , N T is the time scale of the Markov chain. is the observed transition frequency from x i to x j after l time step; N i l is the observed frequency of transition from x i to other states after l time step.
根据用户使用习惯、地理环境、交通拥堵情况等因素进行个性化预测,需要根据当前车辆的历史数据,对状态转移概率矩阵进行更新,方法如下:在历史时长k内,从xi转移到xj的概率可以由下述公式表示:To make personalized predictions based on user habits, geographical environment, traffic congestion and other factors, it is necessary to update the state transition probability matrix based on the current vehicle historical data. The method is as follows: within the historical duration k, transfer from x i to x j The probability can be expressed by the following formula:
其中,为历史时长k下,发生xi经过l步长转移到xj的频率;为历史时长k下,状态由xi转移到其他状态的频率。为事件xi经过l步长转移到xj发生的指示器,若该事件发生,则为1,否则为0。fi l为事件xi经过l步长转移到其他状态发生的指示器,若该事件发生,则fi l为1,否则为0。in, is the frequency at which x i is transferred to x j after l steps under the historical duration k; is the frequency of state transition from xi to other states under the historical duration k. is the indicator that event x i is transferred to x j after l step size, if the event occurs, then 1, otherwise 0. f i l is an indicator that event xi transitions to other states after l steps, if the event occurs, f i l is 1, otherwise it is 0.
上述公式,可以进一步写成:The above formula can be further written as:
考虑到更好的进行个性化预测,历史观测值对未来系统输出的影响是随着时间的推移而减弱的,所以根据影响程度的大小,按时间先后赋予历史观测值不同的权重,因此用遗忘因子来替代最终表达式为:Considering better personalized prediction, the impact of historical observations on future system output is weakened over time, so according to the magnitude of the impact, historical observations are given different weights chronologically, so forgetting is used. factor to replace The final expression is:
其中矩阵和[fi l(1),fi l(2),...,fi l(k)]都被赋予了相应的指数加权,其中权重 建议取0.9。where the matrix and [f i l (1), f i l (2), ..., f i l (k)] are given corresponding exponential weights, where the weights Suggest Take 0.9.
根据上述推导过程,从[Tl(k)]ij中选取最大值对应的状态作为预测结果。得到加速度与车速的预测值之后,可以通过如下公式预测需求功率:Preg-drive=δvma;According to the above derivation process, the state corresponding to the maximum value is selected from [T l (k)] ij as the prediction result. After obtaining the predicted values of acceleration and vehicle speed, the required power can be predicted by the following formula: Preg -drive = δvma;
其中v为车速,m为车辆质量,a为加速度,δ为质量换算系数,建议取1.03。Where v is the speed of the vehicle, m is the mass of the vehicle, a is the acceleration, and δ is the mass conversion factor, which is recommended to be 1.03.
车辆使用初期,由于缺乏训练数据,无法提供足够的历史数据以较为准确的预测车速及加速度。离线对标准循环工况进行训练,例如NEDC工况、CLTC工况、WLTC工况、UDDS工况等,得到标准循环工况的状态概率转移矩阵,作为控制部中初始转移矩阵,尽可能解决车辆使用初期缺乏历史数据问题。随着用户对车辆使用,根据用户使用习惯、地理位置、交通状况等因素,对状态概率转移矩阵进行更新学习,以个性化提高马尔科夫链模型预测精度。In the early stage of vehicle use, due to the lack of training data, sufficient historical data cannot be provided to accurately predict vehicle speed and acceleration. Offline training of standard cycle conditions, such as NEDC conditions, CLTC conditions, WLTC conditions, UDDS conditions, etc., to obtain the state probability transition matrix of the standard cycle conditions, which is used as the initial transition matrix in the control unit to solve the problem of the vehicle as much as possible. Lack of historical data at the beginning of use. As the user uses the vehicle, according to the user's usage habits, geographical location, traffic conditions and other factors, the state probability transition matrix is updated and learned to improve the prediction accuracy of the Markov chain model individually.
使用马尔科夫链模型预测方法,燃料电池汽车控制器进行在线自学习,通过历史数据,计算行驶初始阶段Preq值,从而对行驶初始阶段的能耗Wreg计算,最终反推得到本次停机前电池包SOC的目标值。Using the Markov chain model prediction method, the fuel cell vehicle controller performs online self-learning, and calculates the value of Preq in the initial stage of driving through historical data, so as to calculate the energy consumption W reg in the initial stage of driving, and finally get the shutdown The target value of the front battery pack SOC.
优选地,所述空调需求功率为3kW。Preferably, the required power of the air conditioner is 3kW.
优选地,所述附件需求功率为2kW。Preferably, the power required by the accessories is 2kW.
在一种优选的实施方式中,步骤S2中电池包SOC目标值为:In a preferred embodiment, the SOC target value of the battery pack in step S2 is:
Wreq=∫Preqdt;W req =∫P req dt;
其中,SOCmin为电池包允许工作最低SOC,Wreg为燃料电池汽车启动阶段的能耗,Preq为所述需求功率,Preq-purge为燃料电池停机吹扫过程附件能耗,Q为电池包额定电量。Among them, SOC min is the minimum allowable SOC of the battery pack, W reg is the energy consumption of the fuel cell vehicle during the start-up phase, Preq is the required power, Preq-purge is the energy consumption of accessories during the fuel cell shutdown and purge process, and Q is the battery Package rated power.
优选地,SOCmin为30%。Preferably, the SOC min is 30%.
步骤S1通过马尔科夫链模型预测的方法,预测了燃料电池汽车启动阶段的需求功率Preq,则该阶段的能耗值Wreq可以表示为:Wreq=∫Preqdt;Step S1 predicts the required power P req of the fuel cell vehicle in the start-up stage through the method of Markov chain model prediction, and the energy consumption value W req in this stage can be expressed as: W req =∫P req dt;
由于在燃料电池启动阶段,电池包成为主要能量源,需要满足驱动车辆行驶和空调加热的功率需求。电池包以较大功率持续对外供电,而SOC的工作范围过低会导致电池包寿命衰减,因此需要对车辆关闭前的SOC目标值进行预设,SOC目标值由SOCint表示,应满足以下条件:SOCint≥ΔSOC+SOCmin;Since the battery pack becomes the main energy source during the start-up phase of the fuel cell, it needs to meet the power requirements for driving the vehicle and heating the air conditioner. The battery pack continues to supply external power with high power, and the working range of the SOC is too low, which will cause the life of the battery pack to be attenuated. Therefore, it is necessary to preset the SOC target value before the vehicle is turned off. The SOC target value is represented by SOC int , which should meet the following conditions : SOC int ≥ΔSOC+SOC min ;
其中SOCmin表示电池包允许工作最低SOC,作为对电池包寿命保护策略的阈值,通过试验提前标定得到,本发明中,参考值为30%。ΔSOC表示启动过程中,电池包SOC的变化量,该值可由启动阶段的能耗近似表示:Wreg≈ΔSOC*Q;其中Q表示电池包额定电量。The SOC min represents the minimum SOC allowed for the battery pack to work, which is used as a threshold value for the life protection strategy of the battery pack, which is obtained by pre-calibration through experiments. In the present invention, the reference value is 30%. ΔSOC represents the change in the SOC of the battery pack during the startup process, and this value can be approximately represented by the energy consumption during the startup phase: W reg ≈ΔSOC*Q; where Q represents the rated power of the battery pack.
由以上两式可以得出SOC目标值: The SOC target value can be obtained from the above two formulas:
其中,Preq-purge为燃料电池停机吹扫过程附件能耗,可以通过不同环境温度、不同燃料电池内部水含量的标定试验提前得到,并存储在控制器中。Among them, Preq-purge is the energy consumption of accessories during the shutdown and purge process of the fuel cell, which can be obtained in advance through calibration tests of different ambient temperatures and different internal water contents of the fuel cell, and stored in the controller.
在一种优选的实施方式中,步骤S3中燃料电池停机吹扫操作包括以下步骤:首先判断SOC目标值是否高于SOC阈值,判断为是,则进行吹扫方式一;判断为否,则进行吹扫方式二;直至满足吹扫停止条件后,结束吹扫。In a preferred embodiment, the fuel cell shutdown purge operation in step S3 includes the following steps: first determine whether the SOC target value is higher than the SOC threshold value; Purging
优选地,吹扫方式一包括:燃料电池停止对外输出功率,进入怠速模式,由电池包提供吹扫过程中的全部功率消耗。Preferably, the first purging method includes: the fuel cell stops outputting power to the outside, enters an idle mode, and the battery pack provides all power consumption during the purging process.
优选地,吹扫方式二包括:燃料电池向电池包充电,直至电池包SOC高于SOC阈值;然后燃料电池停止对外输出功率,进入怠速模式,由电池包提供吹扫过程中的全部功率消耗。Preferably, the second purging method includes: the fuel cell charges the battery pack until the SOC of the battery pack is higher than the SOC threshold; then the fuel cell stops outputting power to the outside, enters an idle mode, and the battery pack provides all power consumption during the purging process.
优选地,SOC阈值为50%。Preferably, the SOC threshold is 50%.
电池包目标SOC的判定及实现流程如下图2所示。驾驶员提出车辆停车请求后,控制器查询环境温度、燃料电池状态,计算停机吹扫过程附件需要的功率。基于马尔科夫链预测模型,可以获取燃料电池启动阶段的行驶需求功率,根据月份信息可以获取空调需求功率,并通过上一步的方法,计算SOC目标值。为了达到SOC设置目标值,需要在上一次燃料电池关闭前,通过燃料电池发电对电池包进行充电。考虑到在低温环境下,燃料电池关闭前进行停机吹扫操作,将内部液态水排出以防止内部结冰。根据停机吹扫前不同电池包SOC状态,分为两种吹扫工作模式。The determination and realization process of the target SOC of the battery pack is shown in Figure 2 below. After the driver requests the vehicle to stop, the controller inquires about the ambient temperature and the state of the fuel cell, and calculates the power required by the accessories during the shutdown and purge process. Based on the Markov chain prediction model, the driving demand power of the fuel cell in the startup phase can be obtained, and the air conditioning demand power can be obtained according to the month information, and the SOC target value can be calculated by the method in the previous step. In order to reach the SOC set target value, the battery pack needs to be charged by the fuel cell power generation before the last fuel cell shutdown. Considering that in a low temperature environment, a shutdown purge operation is performed before the fuel cell is shut down, and the internal liquid water is discharged to prevent the internal freezing. According to the SOC state of different battery packs before shutdown and purging, there are two purging working modes.
当SOC高于给定阈值,参考值50%,认为电池包可以提供充足的电力,满足停机吹扫附件能耗、下一次燃料电池汽车启动阶段的行驶能耗、空调能耗、附件能耗,且SOC不会低于最低阈值SOCmin,而严重影响电池包寿命。在该情况下,考虑到降低燃料电池氢气消耗量,进入吹扫模式一。该模式下,燃料电池停止对外输出功率,进入怠速模式,由电池包提供吹扫过程中的全部功率消耗。当满足吹扫停机条件,例如燃料电池内部水含量低于某阈值,结束吹扫。When the SOC is higher than the given threshold, the reference value is 50%, and it is considered that the battery pack can provide sufficient power to meet the energy consumption of purging accessories during shutdown, the driving energy consumption of the next fuel cell vehicle starting stage, the energy consumption of air conditioners, and the energy consumption of accessories. And the SOC will not be lower than the minimum threshold SOC min , which will seriously affect the life of the battery pack. In this case, in consideration of reducing the hydrogen consumption of the fuel cell, the first purge mode is entered. In this mode, the fuel cell stops outputting power to the outside, and enters the idle mode, and the battery pack provides all the power consumption during the purging process. When the purge shutdown condition is met, for example, the water content in the fuel cell is lower than a certain threshold, the purge is ended.
当SOC低于给定阈值,参考值50%,认为电池包不能提供充足的电力,无法满足停机吹扫附件能耗、下一次燃料电池汽车启动阶段的行驶能耗、空调能耗、附件能耗,且SOC不会低于最低阈值SOCmin的情况,此时会严重影响电池包寿命。在该情况下,考虑电池包SOC工作范围,进入吹扫模式二。该模式下,吹扫前电堆对电池包充电直至SOC高于给定阈值,参考值50%,然后电堆停止对外输出功率,进入怠速模式,由电池包提供吹扫过程中的全部功率消耗。当满足吹扫停机条件,例如燃料电池内部水含量低于某阈值,结束吹扫。When the SOC is lower than the given threshold and the reference value is 50%, it is considered that the battery pack cannot provide sufficient power to meet the energy consumption for purging accessories during shutdown, the driving energy consumption in the next start-up phase of the fuel cell vehicle, the energy consumption for air conditioning, and the energy consumption for accessories. , and the SOC will not be lower than the minimum threshold SOC min , which will seriously affect the battery pack life. In this case, considering the working range of the battery pack SOC, the second purge mode is entered. In this mode, the stack charges the battery pack before purging until the SOC is higher than the given threshold, the reference value is 50%, and then the stack stops outputting power to the outside world and enters idle mode, where the battery pack provides all the power consumption during the purging process. . When the purge shutdown condition is met, for example, the water content in the fuel cell is lower than a certain threshold, the purge is ended.
在一种优选的实施方式中,步骤S4中,控制器进行燃料电池汽车低温启动控制包括以下步骤:首先驾驶员提出启动请求,然后燃料电池执行启动前吹扫操作,启动前吹扫操作完成后,燃料电池进入暖机模式,暖机结束后,燃料电池进入正常发电模式。In a preferred embodiment, in step S4, the controller performs the low temperature start-up control of the fuel cell vehicle including the following steps: first, the driver makes a start request, then the fuel cell performs a pre-start purge operation, and after the pre-start purge operation is completed , the fuel cell enters the warm-up mode, and after the warm-up is over, the fuel cell enters the normal power generation mode.
优选地,启动前吹扫操作完成的条件为:燃料电池单体电压高于0.6V。Preferably, the condition for completing the purge operation before starting is that the voltage of the fuel cell is higher than 0.6V.
低温启动控制流程如下图3所示。驾驶员提出启动请求,燃料电池系统附件例如空气压缩机、氢气泵进行预热运转,并执行吹扫操作,将燃料电池内部的氢氧混合气排出,以防止引起碳载体氧化降低燃料电池寿命。在该阶段,燃料电池不对外输出功率,电池包作为单独能量源。当燃料电池满足吹扫结束条件,燃料电池进入暖机模式。吹扫结束条件的设定,需要满足氢氧混合界面全部排出,本发明中,通过监测燃料电池单体电压进行判定,当单体电压高于某阈值,参考值为0.6V,认为达到吹扫结束条件。The low temperature start control process is shown in Figure 3 below. When the driver makes a start request, the accessories of the fuel cell system, such as the air compressor and the hydrogen pump, perform the preheating operation, and perform the purging operation to discharge the hydrogen-oxygen mixture inside the fuel cell, so as to prevent the oxidation of the carbon carrier and reduce the life of the fuel cell. At this stage, the fuel cell does not output power externally, and the battery pack acts as a separate energy source. When the fuel cell meets the purge end condition, the fuel cell enters the warm-up mode. The setting of the purging end condition needs to satisfy all the discharge of the hydrogen-oxygen mixed interface. In the present invention, the determination is made by monitoring the voltage of the fuel cell cell. When the cell voltage is higher than a certain threshold, the reference value is 0.6V, and it is considered that the purging is achieved. end condition.
优选地,暖机模式包括:降低空气化学计量比,产生浓度差和电压差,使燃料电池工作在低效率区,实现暖机。燃料电池进入暖机模式,通过降低空气的化学计量比,产生浓度电压差的方式,使燃料电池工作在低效率区,更多的能量以热量形式散出,达到暖机效果。该阶段燃料电池处于低效率工作区,只能输出小功率,电池包作为主要能量源。由于上一步中对电池包SOC进行了预留,因此具备足够的输出能力,从而不影响用户驾驶体验。Preferably, the warm-up mode includes: reducing the air stoichiometric ratio, generating a concentration difference and a voltage difference, so that the fuel cell works in a low-efficiency region to achieve warm-up. The fuel cell enters the warm-up mode. By reducing the stoichiometric ratio of the air, the concentration voltage difference is generated, so that the fuel cell works in the low-efficiency area, and more energy is dissipated in the form of heat to achieve the warm-up effect. At this stage, the fuel cell is in a low-efficiency working area and can only output small power, and the battery pack is the main energy source. Since the SOC of the battery pack is reserved in the previous step, it has sufficient output capability so as not to affect the user's driving experience.
上述“空气化学计量比”是指空气中耗氧量与基准耗氧量的比值,其中基准耗氧量通过电流计算得到,为完全反应的理论耗氧量,可通过空气中氧含量换算为实际耗空气量与基准耗空气量的比值。The above-mentioned "air stoichiometric ratio" refers to the ratio of the oxygen consumption in the air to the reference oxygen consumption, wherein the reference oxygen consumption is calculated by the current, which is the theoretical oxygen consumption of the complete reaction, which can be converted into the actual oxygen consumption by the oxygen content in the air. The ratio of air consumption to the base air consumption.
上述“浓度差”是指燃料电池阴极产生的氧浓度差。The above-mentioned "concentration difference" refers to the oxygen concentration difference generated at the cathode of the fuel cell.
上述“电压差”是指相同电流密度下,电堆极化特性曲线对应电压与电堆当前工作电压的差值。The above "voltage difference" refers to the difference between the voltage corresponding to the polarization characteristic curve of the stack and the current working voltage of the stack under the same current density.
上述“低效率区”是指偏离极化特性曲线的区域。The above-mentioned "low-efficiency region" refers to a region deviating from the polarization characteristic curve.
优选地,暖机结束条件为:燃料电池冷却液温度高于55℃。暖机结束条件的设定,需要满足燃料电池内部温度达到适宜温度,如55℃,达到暖机结束条件时,燃料电池进入正常发电模式。Preferably, the warm-up ending condition is that the temperature of the fuel cell coolant is higher than 55°C. The setting of the warm-up end condition requires that the internal temperature of the fuel cell reaches an appropriate temperature, such as 55°C. When the warm-up end condition is reached, the fuel cell enters the normal power generation mode.
燃料电池进入正常发电模式,工作在高效率区,成为主要能量源,电池包作为辅助能量源,起到对输出功率“削峰填谷”的作用,减少燃料电池功率变化速率,延长燃料电池寿命。The fuel cell enters the normal power generation mode, works in the high-efficiency area, and becomes the main energy source. The battery pack acts as an auxiliary energy source to "cut peaks and fill valleys" for the output power, reduce the rate of change of fuel cell power, and prolong the life of the fuel cell. .
本发明特别适用于如图4所示的燃料电池汽车构型,该燃料电池汽车具备燃料电池电堆1、第一DCDC2、电机控制器3(DCAC)、驱动电机4、动力电池包5、第二DCDC6、附件7、主减速器8和差速器及半轴9等,其中,第一DCDC指燃料电池后端增压器,第二DCDC指电池包后端双向DCDC。燃料电池堆阴极通入空气,阳极通入氢气,在膜电极上发生反应进行发电。燃料电池增压器可以对燃料电池输出电压进行升压,满足电驱动系统需求,从而减少燃料电池单体数量。电池包后端连接双向DCDC,在驱动过程中,可以将电池包电压升压至负载电压,与燃料电池协调对外输出功率,有效降低燃料电池的动态载荷,在能量回收过程中,可以将电机回收的能量通过降压,给电池包充电。附件包括空气压缩机、氢气泵、冷却水泵、空调等高压附件,还包括各类阀体、传感器、执行器等低压附件。The present invention is particularly suitable for the fuel cell vehicle configuration as shown in FIG. 4 . The fuel cell vehicle includes a
采用以上控制方法优化前后的关键信号的变化如图5所示,图中从上到下依次是电池包SOC、总需求功率Preq以及燃料电池输出功率PFC随时间变化情况。其中SOC曲线示意性的以直线表示其变化规律,实际变化情况为非线性,实线表示优化前,虚线表示优化后。The changes of key signals before and after optimization using the above control method are shown in Figure 5. From top to bottom in the figure, the changes of battery pack SOC, total required power Preq and fuel cell output power PFC over time are shown. The SOC curve is schematically represented by a straight line, and the actual change is nonlinear. The solid line represents before optimization, and the dotted line represents after optimization.
其中t1为燃料电池完成停机吹扫时刻,t1-t2为车辆处于停车关机状态,该阶段燃料电池温度受到环境温度影响逐渐降低,当车辆下一次启动时,燃料电池内部温度低于0℃时,燃料电池汽车低温启动控制功能被激活。Among them, t1 is the time when the fuel cell is shut down and purged, and t1-t2 is when the vehicle is in a shutdown state. At this stage, the temperature of the fuel cell is gradually reduced by the influence of the ambient temperature. When the vehicle starts next time, when the internal temperature of the fuel cell is lower than 0 °C, The low temperature start control function of the fuel cell vehicle is activated.
优化前燃料电池低温启动过程为图中t2-t4阶段。其中,t2-t3为燃料电池准备和吹扫阶段,空气压缩机和氢气泵进行预热运行,并将燃料电池内部的氢氧混合气通过吹扫的方式排出,该阶段燃料电池无法对外输出功率,全部能量由电池包提供,该时间根据环境温度不同而设定,本发明中,-20℃低温启动过程对应的t2-t3为30s。由于电池包可以提供能量,不会影响驾驶车辆行驶和空调开启。The low-temperature start-up process of the fuel cell before optimization is the stage t2-t4 in the figure. Among them, t2-t3 is the fuel cell preparation and purging stage. The air compressor and hydrogen pump are preheated and the hydrogen-oxygen mixture inside the fuel cell is discharged by purging. At this stage, the fuel cell cannot output power externally. , all the energy is provided by the battery pack, and the time is set according to the different ambient temperature. In the present invention, the t2-t3 corresponding to the low temperature start-up process at -20°C is 30s. Since the battery pack can provide energy, it will not affect the driving of the vehicle and the opening of the air conditioner.
t3-t4为燃料电池暖机阶段,该阶段燃料电池工作在低效率区,只输出很小的功率,在本发明中,参考值为5kW,而大部分能量由电池包提供。该时间根据燃料电池内部温度不同而设定,本发明中,-20℃低温启动过程对应的t3-t4为200s。该阶段需求功率较高,电池包SOC下降较快,在达到t4时,SOC应该大于SOCmin。其中SOCmin代表考虑电池包寿命,建议的SOC允许达到的最低值,在本发明中,参考值为30%。t3-t4 is the fuel cell warm-up stage. In this stage, the fuel cell works in the low-efficiency region and only outputs a small power. In the present invention, the reference value is 5kW, and most of the energy is provided by the battery pack. The time is set according to the internal temperature of the fuel cell. In the present invention, the t3-t4 corresponding to the low temperature start-up process at -20°C is 200s. At this stage, the required power is high, and the SOC of the battery pack decreases rapidly. When reaching t4, the SOC should be greater than SOC min . Wherein, SOC min represents the minimum allowable value of the suggested SOC considering the life of the battery pack. In the present invention, the reference value is 30%.
t4时间点,燃料电池由暖机模式进入正常工作模式,燃料电池成为主要动力源。At time t4, the fuel cell enters the normal working mode from the warm-up mode, and the fuel cell becomes the main power source.
优化后燃料电池低温启动过程为图中t2-t5阶段。其中,t2-t3为燃料电池准备和吹扫阶段,与优化前无改变。The optimized low-temperature start-up process of the fuel cell is the stage t2-t5 in the figure. Among them, t2-t3 are the fuel cell preparation and purging stages, which are unchanged from those before optimization.
t3-t5为燃料电池暖机阶段,该阶段燃料电池工作在低效率区,只输出很小的功率,在本发明中,参考值为5kW,而大部分能量由电池包提供。该时间根据燃料电池内部温度不同而设定,本发明中,-20℃低温启动过程对应的t3-t5为300s。该阶段需求功率较高,电池包SOC下降较快,在达到t5时,SOC应该大于SOCmin。其中SOCmin代表考虑电池包寿命,建议的SOC允许达到的最低值,在本发明中,参考值为30%。可见,优化后的控制方法,在满足SOC变化范围要求的前提下,延长了燃料电池暖机的时间,使燃料电池内部温度更接近于适宜温度,有利于燃料电池的性能和寿命的优化。t3-t5 is the fuel cell warm-up stage. In this stage, the fuel cell works in the low-efficiency region and only outputs a small power. In the present invention, the reference value is 5kW, and most of the energy is provided by the battery pack. The time is set according to the internal temperature of the fuel cell. In the present invention, the t3-t5 corresponding to the low temperature start-up process at -20°C is 300s. At this stage, the required power is high, and the SOC of the battery pack decreases rapidly. When reaching t5, the SOC should be greater than SOC min . Wherein, SOC min represents the minimum allowable value of the suggested SOC considering the life of the battery pack. In the present invention, the reference value is 30%. It can be seen that the optimized control method, on the premise of meeting the requirements of the SOC variation range, prolongs the fuel cell warm-up time and makes the internal temperature of the fuel cell closer to the appropriate temperature, which is beneficial to the optimization of the performance and life of the fuel cell.
t5时间点,燃料电池由暖机模式进入正常工作模式,燃料电池成为主要动力源。At time t5, the fuel cell enters the normal working mode from the warm-up mode, and the fuel cell becomes the main power source.
最后应说明的是:以上各实施例仅用以说明本发明的技术方案,而非对其限制;尽管参照前述各实施例对本发明进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分或者全部技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本发明各实施例技术方案。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, but not to limit them; although the present invention has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: The technical solutions described in the foregoing embodiments can still be modified, or some or all of the technical features thereof can be equivalently replaced; and these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the technical solutions of the embodiments of the present invention.
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