CN115642269B - A solid oxide fuel cell structure and its optimal design method - Google Patents

A solid oxide fuel cell structure and its optimal design method Download PDF

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CN115642269B
CN115642269B CN202211384483.0A CN202211384483A CN115642269B CN 115642269 B CN115642269 B CN 115642269B CN 202211384483 A CN202211384483 A CN 202211384483A CN 115642269 B CN115642269 B CN 115642269B
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洪伟荣
廖家伟
叶婧菁
揭豪
宋昭南
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Zhejiang University ZJU
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Abstract

本发明公开了一种固体氧化物燃料电池结构,包括阳极基体,阳极基体的上、下表面均依次设置有阳极集流条、电解质、阴极和阴极连接体;阳极基体内部设有两层井字型结构的燃气气道,每层燃气气道内部相互连通;阳极集流条沿阳极基体宽度方向的中心线布置;阴极连接体在朝向阴极的一侧设有间隔布置的多根肋条,肋条的宽度沿气体流动方向逐渐扩大,使气体流动方向的空气气道宽度逐渐减小。本发明的电池结构一定程度上增强电池强度,降低电流在阳极基体上传输的欧姆损失,有效增加空气后程流动速度和氧气摩尔浓度,提高电池输出性能和耐久性。同时本发明还公开了电池结构优化设计方法,通过优化电池关键结构参数,进一步提高电池输出性能。

Figure 202211384483

The invention discloses a structure of a solid oxide fuel cell, which comprises an anode base body, and the upper and lower surfaces of the anode base body are sequentially provided with an anode current collecting bar, an electrolyte, a cathode and a cathode connector; two layers of wells are arranged inside the anode base body The gas channel of the type structure, each layer of the gas channel is connected to each other; the anode collector bar is arranged along the centerline of the width direction of the anode substrate; the cathode connector is provided with multiple ribs arranged at intervals on the side facing the cathode, and the ribs The width gradually expands along the direction of gas flow, so that the width of the air channel in the direction of gas flow gradually decreases. The battery structure of the present invention enhances the battery strength to a certain extent, reduces the ohmic loss of current transmission on the anode substrate, effectively increases the air flow velocity and the oxygen molar concentration, and improves the battery output performance and durability. At the same time, the invention also discloses a battery structure optimization design method, which can further improve the output performance of the battery by optimizing the key structural parameters of the battery.

Figure 202211384483

Description

一种固体氧化物燃料电池结构及其优化设计方法A solid oxide fuel cell structure and its optimal design method

技术领域technical field

本发明属于燃料电池领域,尤其涉及一种固体氧化物燃料电池结构及其优化设计方法。The invention belongs to the field of fuel cells, in particular to a solid oxide fuel cell structure and an optimization design method thereof.

背景技术Background technique

固体氧化物燃料电池(Solid oxide fuel cell,SOFC)是一种将燃料化学能直接转化为电能的陶瓷电化学转化装置,具有全固态电池结构、能量利用率高、无需贵金属催化剂、燃料适应性强等优点,具有较为广阔的发展前景。Solid oxide fuel cell (Solid oxide fuel cell, SOFC) is a ceramic electrochemical conversion device that directly converts fuel chemical energy into electrical energy. It has an all-solid-state battery structure, high energy utilization rate, no need for noble metal catalysts, and strong fuel adaptability. And other advantages, has a relatively broad development prospects.

固体氧化物燃料电池的基本组成包括至少一层致密固态电解质、至少一个阳极、至少一个阴极、电极连接体以及若干气道。电池工作时,阳极通入燃气,阴极通入以空气为代表的氧化剂气体,氧气在阴极侧发生还原反应生成氧离子,在电化学势能的作用下穿过电解质进入阳极侧,与燃气发生氧化反应生成水,电子通过外电路由阳极迁移到阴极构成回路。The basic composition of a solid oxide fuel cell includes at least one layer of dense solid electrolyte, at least one anode, at least one cathode, electrode connectors and several gas channels. When the battery is working, the anode is fed with gas, and the cathode is fed with oxidant gas represented by air. Oxygen undergoes a reduction reaction on the cathode side to generate oxygen ions. Under the action of electrochemical potential energy, it passes through the electrolyte and enters the anode side, where it undergoes an oxidation reaction with the gas. Water is generated, and electrons migrate from the anode to the cathode through an external circuit to form a loop.

传统电解质支撑型板式固体氧化物燃料电池在厚度方向上呈非对称结构,由于电池工作过程中内部温度分布不均匀以及电池各组分间热膨胀系数不匹配,导致热应力产生,发生热变形,影响电池运行寿命。电池阴极、阳极侧均需配置成本较高的连接体,完成反应气体分配的同时实现对电流的收集。连接体内部设置有截面尺寸固定的气道沟槽,供反应气体流过整个电极;连接体外凸肋条与电极贴合,实现反应电流在高导电连接体上的收集和传递。在连接体结构设计层面,需处理好连接体中气道尺寸与肋尺寸之间的竞争关系:较宽的肋条设计增大了连接体与电极的接触面积,同时缩短了电流从三相区到连接体的流动路径,从而降低了电流在电极上传输(电极电导低于集流体)引起的欧姆损失;但另一方面,较宽的肋条设计减小了反应气体与电极的直接接触面积,反应气体在肋下电极区域的扩散受到限制,肋条下方三相区反应气体浓度较低,甚至会出现无气区,显著影响电池有效反应面积,降低电池输出性能。The traditional electrolyte-supported plate solid oxide fuel cell has an asymmetric structure in the thickness direction. Due to the uneven internal temperature distribution during the working process of the battery and the mismatch of thermal expansion coefficients among the components of the battery, thermal stress occurs, thermal deformation occurs, and affects battery operating life. Both the cathode and anode sides of the battery need to be equipped with high-cost connectors to complete the distribution of the reaction gas and realize the collection of current at the same time. The inside of the connecting body is provided with an airway groove with a fixed cross-sectional size for the reaction gas to flow through the entire electrode; the external convex ribs of the connecting body are attached to the electrode to realize the collection and transmission of the reaction current on the highly conductive connecting body. At the structural design level of the connector, it is necessary to deal with the competitive relationship between the airway size and the rib size in the connector: the wider rib design increases the contact area between the connector and the electrode, and at the same time shortens the current flow from the three-phase region to the electrode. The flow path of the connecting body, thereby reducing the ohmic loss caused by the current transmission on the electrode (the electrode conductance is lower than the current collector); but on the other hand, the wider rib design reduces the direct contact area between the reactant gas and the electrode, and the reaction The diffusion of gas in the electrode area under the rib is limited, the reaction gas concentration in the three-phase area under the rib is low, and even a gas-free area will appear, which significantly affects the effective reaction area of the battery and reduces the output performance of the battery.

对固体氧化物燃料电池结构进行优化设计,可以提高电池的整体输出性能。现有研究基于实验设计及三维数值仿真探究了影响电池性能输出的结构因素,但研究过程中选取的变量尺寸在数值上是离散的,通过设置一定参数变化范围及变化间隔,利用枚举法对各参数组合进行加工实验或建模仿真,加工实验中经济成本及建模仿真过程中时间成本非常高,无法快速且经济地对电池结构进行优化,实现进一步提高固体氧化物燃料电池性能的目的。Optimizing the design of the solid oxide fuel cell structure can improve the overall output performance of the cell. Existing studies have explored structural factors affecting battery performance output based on experimental design and three-dimensional numerical simulation. Each parameter combination is used for processing experiments or modeling simulations. The economic cost in the processing experiments and the time cost in the modeling and simulation process are very high, and it is impossible to optimize the battery structure quickly and economically to achieve the purpose of further improving the performance of solid oxide fuel cells.

发明内容Contents of the invention

本发明提供了一种固体氧化物燃料电池结构,能实现燃气在电池内部的二次分布,一定程度增强电池强度;同时,降低电流在阳极基体上传输的欧姆损失;有效增加空气后程流动速度和氧气摩尔浓度,从而提高电池输出性能,一定程度提高电池耐久性。The invention provides a solid oxide fuel cell structure, which can realize the secondary distribution of gas inside the battery, enhance the strength of the battery to a certain extent; at the same time, reduce the ohmic loss of current transmission on the anode substrate; effectively increase the flow velocity of the air in the rear and oxygen molar concentration, thereby improving battery output performance and improving battery durability to a certain extent.

一种固体氧化物燃料电池结构,包括阳极基体,所述阳极基体的上、下表面均依次设置有阳极集流条、电解质、阴极和阴极连接体,整体呈对称结构;A solid oxide fuel cell structure, including an anode base body, the upper and lower surfaces of the anode base body are sequentially provided with an anode current collector, an electrolyte, a cathode and a cathode connector, and the overall structure is symmetrical;

所述阳极基体的内部设有两层井字型结构的燃气气道,每层燃气气道的内部相互连通;所述电解质涂覆在阳极基体的上、下表面,并将阳极集流条夹于电解质与阳极基体之间;所述阳极集流条沿阳极基体宽度方向的中心线布置;所述阴极涂覆在电解质的外表面;The inside of the anode base is provided with two layers of well-shaped gas channels, and the inside of each layer of gas channels is connected to each other; the electrolyte is coated on the upper and lower surfaces of the anode base, and the anode current collector bar is clamped Between the electrolyte and the anode base; the anode current collector bar is arranged along the centerline of the width direction of the anode base; the cathode is coated on the outer surface of the electrolyte;

所述阴极连接体在朝向阴极的一侧设有间隔布置的多根肋条,肋条的宽度沿气体流动方向逐渐扩大,从而使气体流动方向的空气气道逐渐减小。The cathode connecting body is provided with a plurality of ribs arranged at intervals on the side facing the cathode, and the width of the ribs gradually expands along the direction of gas flow, so that the air channel in the direction of gas flow gradually decreases.

本发明通过改进固体氧化物燃料电池结构,设置阳极内置气道为两层呈井字型排布的互通燃气气道,通过间隔排布的横向气道设计连通原本独立的纵向贯穿气道,实现燃气在电池内部的二次分布。相较于现有阳极内置气道,井字型排布内置气道截面为圆形,尺寸更小,呈双层对称布置于阳极内部。阳极内置气道在一定程度上增强电池的强度,有效增加气道内燃气流动速度,增大反应气体摩尔分数,从而提高电池输出性能,同时井字型气道构型能够实现更均匀的燃气流动配置,使阳极反应更充分,实现更均匀的阳极电流分布,从而改善电池反应区电化学反应热分布不均,降低电池内部温度梯度,减小电池内部热应力,一定程度上提高了电池的耐久性。In the present invention, by improving the structure of the solid oxide fuel cell, the built-in gas channel of the anode is set as two layers of intercommunicating gas channels arranged in a well shape, and the horizontal gas channels arranged at intervals are designed to connect the originally independent longitudinal through gas channels to achieve Secondary distribution of gas inside the battery. Compared with the existing built-in air channels of the anode, the cross-section of the built-in air channels arranged in a well-shaped arrangement is circular, smaller in size, and symmetrically arranged in double layers inside the anode. The built-in air channel of the anode enhances the strength of the battery to a certain extent, effectively increases the gas flow velocity in the air channel, increases the molar fraction of the reaction gas, thereby improving the battery output performance, and the well-shaped air channel configuration can achieve a more uniform gas flow configuration , to make the anode reaction more fully, to achieve a more uniform anode current distribution, thereby improving the uneven distribution of electrochemical reaction heat in the battery reaction zone, reducing the internal temperature gradient of the battery, reducing the internal thermal stress of the battery, and improving the durability of the battery to a certain extent .

本发明通过改进固体氧化物燃料电池结构,设置阳极集流条夹于阳极基体与两侧电解质之间。阳极集流条沿电池宽度方向中心线布置,贴合阳极外表面,能够减少电流在阳极基体上的传输路径,降低电流在阳极基体上传输的欧姆损失。The invention improves the structure of the solid oxide fuel cell, and arranges the anode collector bar to be sandwiched between the anode base body and the electrolyte on both sides. The anode current collector bar is arranged along the center line of the battery width direction, and is attached to the outer surface of the anode, which can reduce the transmission path of the current on the anode substrate and reduce the ohmic loss of the current transmission on the anode substrate.

本发明通过改进固体氧化燃料电池结构,设置阴极连接体的肋条为宽度沿气体流动方向逐渐扩大的渐变型结构,相应的,空气气道宽度沿气体流动方向逐渐减小,实现变宽气道设计。阴极连接体结构在保证与阴极接触面积一定的同时有效增加空气后程流动速度和氧气摩尔浓度,增强了空气后程扩散能力,从而提高电池输出性能,同时前宽后窄的阴极气道结构能够实现更均匀的阴极电流分布,从而改善电池反应区电化学反应热分布不均,降低电池内部温度梯度,减小电池内部热应力,一定程度上提高了电池的耐久性。In the present invention, by improving the structure of the solid oxidation fuel cell, the ribs of the cathode connecting body are set as a gradual change structure whose width gradually expands along the direction of gas flow. Correspondingly, the width of the air channel gradually decreases along the direction of gas flow, thereby realizing the widened air channel design . The structure of the cathode connector ensures a certain contact area with the cathode, and at the same time effectively increases the flow velocity of the rear air and the molar concentration of oxygen, and enhances the diffusion capacity of the air rear, thereby improving the output performance of the battery. Realize a more uniform cathode current distribution, thereby improving the uneven distribution of electrochemical reaction heat in the battery reaction zone, reducing the internal temperature gradient of the battery, reducing the internal thermal stress of the battery, and improving the durability of the battery to a certain extent.

进一步地,所述阳极基体、阴极为多孔介质,同时为电子和离子导体。所示电解质为固态不透气介质,为离子导体。Further, the anode substrate and the cathode are porous media, which are both electron and ion conductors. The electrolyte shown is a solid gas-impermeable medium that is an ion conductor.

进一步地,所述阳极基体和阴极采用多孔金属陶瓷复合材料,电解质采用陶瓷材料,阴极连接体和阳极集流条采用高导电金属或合金材料。阴极连接体的电导率高于阴极,能够耐高温;肋条截面形状设置为矩形,相应的空气气道截面形状也为矩形,使空气在气道内部均匀流动。其中,阳极基体进一步细分为用于支撑且内置燃气气道的中间支撑层,以及接触电解质进行电化学反应的两侧活性层,不同功能层的材料组成一致,各组分配比不同。Further, the anode substrate and the cathode are made of porous metal-ceramic composite materials, the electrolyte is made of ceramic materials, and the cathode connector and the anode current collector are made of highly conductive metal or alloy materials. The electrical conductivity of the cathode connecting body is higher than that of the cathode, and it can withstand high temperature; the cross-sectional shape of the rib is set to be rectangular, and the corresponding cross-sectional shape of the air channel is also rectangular, so that the air can flow evenly inside the air channel. Among them, the anode matrix is further subdivided into an intermediate support layer for support and built-in gas channels, and active layers on both sides that contact the electrolyte for electrochemical reactions. The material composition of different functional layers is consistent, and the distribution ratio of each component is different.

进一步地,每层燃气气道的内部通过设置间隔排布的横向气道连通原本独立的纵向气道,从而构成相互连通的井字型结构的燃气气道。两层呈井字型排布的燃气气道分别靠近阳极两侧表面布置,从而缩短燃气在阳极多孔介质内向三相反应区扩散的路径。由于阳极多孔材料自身材料强度低于金属连接体,燃气气道截面形状设置为圆形,避免阳极内部中空结构出现应力集中现象。纵向气道与横向气道间隔为独立结构设计参数。Furthermore, the interior of each layer of gas channels is connected to the original independent longitudinal channels by setting intervals arranged horizontal channels, thereby forming interconnected gas channels of a well-shaped structure. The two layers of gas channels arranged in a well-shaped shape are respectively arranged close to the surfaces of both sides of the anode, so as to shorten the path of gas diffusion in the porous medium of the anode to the three-phase reaction zone. Since the material strength of the anode porous material itself is lower than that of the metal connector, the cross-sectional shape of the gas gas channel is set to be circular to avoid stress concentration in the hollow structure inside the anode. The spacing between the longitudinal airway and the transverse airway is an independent structural design parameter.

进一步地,所述阳极集流条为细长的窄条,其一端与阳极基体长度方向的端面平齐,另一端延伸至阳极基体与电解质之间的电池反应区,其电导率高于阳极。该设置能够减少电流在阳极基体上的传输路径,降低电流在阳极基体上传输的欧姆损失。Further, the anode current collector bar is an elongated narrow bar, one end of which is flush with the end face of the anode base in the length direction, and the other end extends to the battery reaction zone between the anode base and the electrolyte, and its conductivity is higher than that of the anode. This setting can reduce the transmission path of the current on the anode base body, and reduce the ohmic loss of the current transmission on the anode base body.

进一步地,所述阴极连接体包括本体以及设置在本体内部间隔布置的多根肋条;肋条的外端面与阴极的表面紧密贴合,各肋条之间的间隔区域与阴极表面构成若干空气气道;Further, the cathode connecting body includes a body and a plurality of ribs arranged at intervals inside the body; the outer end surfaces of the ribs are in close contact with the surface of the cathode, and the space between the ribs and the surface of the cathode form several air channels;

所述本体内部在长度方向的两端分别设有空气分配槽和空气收集槽;所述空气分配槽的一端设有贯穿本体的进气孔,所述空气收集槽在远离进气孔的一端设有贯穿本体的出气孔。The inside of the body is provided with an air distribution groove and an air collection groove at both ends of the length direction; one end of the air distribution groove is provided with an air intake hole through the body, and the air collection groove is provided at an end far away from the air intake hole. There are vent holes running through the body.

优选的,空气进气侧的肋条宽度为1~2mm,空气出气侧的肋条宽度为2~3mm,每个空气气道及其相邻肋条为一个连接体内部单元,二者截面宽度之和一定,即为两相邻气道间隔。阳极集流条的长宽高尺寸为5~90mm×2~10mm×0.015mm。阳极基体内,燃气气道的截面半径为0.2~0.6mm,纵向气道间隔为1.5~2.5mm,横向气道间隔为5~15mm。Preferably, the width of the ribs on the air inlet side is 1-2 mm, and the width of the ribs on the air outlet side is 2-3 mm. Each air channel and its adjacent ribs are an internal unit of a connecting body, and the sum of the cross-sectional widths of the two is constant. , which is the interval between two adjacent airways. The length, width and height of the anode current collector bar are 5-90mm×2-10mm×0.015mm. In the anode matrix, the cross-sectional radius of the gas gas channel is 0.2-0.6 mm, the interval between the longitudinal air channels is 1.5-2.5 mm, and the interval between the transverse air channels is 5-15 mm.

本发明还提供了一种固体氧化物燃料电池结构的优化设计方法,针对电池物性参数及电化学特性,优化所述固体氧化物燃料电池结构,进一步提高电池输出性能,包括以下步骤:The present invention also provides a method for optimizing the design of the structure of the solid oxide fuel cell, aiming at the physical parameters and electrochemical characteristics of the battery, optimizing the structure of the solid oxide fuel cell to further improve the output performance of the battery, including the following steps:

S1:基于固体氧化物燃料电池结构各部件三维尺寸参数,进行参数化建模,得到电池几何模型;S1: Based on the three-dimensional size parameters of each component of the solid oxide fuel cell structure, perform parametric modeling to obtain the battery geometric model;

S2:构建优化问题,确定目标函数,确定优化变量及设计空间,确定约束条件;S2: Construct the optimization problem, determine the objective function, determine the optimization variables and design space, and determine the constraints;

S3:基于试验设计方法,在S2的设计空间内构建样本集和测试集采样点;S3: Based on the experimental design method, construct the sample set and test set sampling points in the design space of S2;

S4:基于S1建立的电池几何模型,设定相应物理、电化学控制方程及边界条件,构建仿真模型并基于实验测得的性能曲线数据验证仿真结果合理性;调用仿真模型分别计算样本集和测试集各采样点的响应值;S4: Based on the battery geometric model established in S1, set the corresponding physical and electrochemical control equations and boundary conditions, build a simulation model and verify the rationality of the simulation results based on the performance curve data measured by the experiment; call the simulation model to calculate the sample set and test respectively Set the response value of each sampling point;

S5:基于Kriging代理模型近似方法,调用S4中样本集输入-输出关系构建代理模型;调用S4中测试集输入-输出关系评价代理模型精度,判断代理模型在测试集各采样点上的响应值与仿真结果是否满足误差要求,若不满足则重新进行S3试验设计,增加样本集采样点数;S5: Based on the Kriging proxy model approximation method, call the input-output relationship of the sample set in S4 to construct the proxy model; call the input-output relationship of the test set in S4 to evaluate the accuracy of the proxy model, and judge the response value of the proxy model at each sampling point of the test set. Whether the simulation results meet the error requirements, if not, re-do the S3 test design and increase the number of sampling points in the sample set;

S6:基于灰狼智能优化算法,调用S5中构建的代理模型求解S2的优化问题,依照得到的最优参数组合更新电池几何结构,进行三维仿真计算,检查代理模型预测结果与仿真结果误差是否满足要求,若满足误差要求,则优化结束,输出电池最优结构参数组合;若不满足,将本组仿真数据加入样本集中,重新构建代理模型,继续优化,直到满足误差要求。S6: Based on the gray wolf intelligent optimization algorithm, call the proxy model built in S5 to solve the optimization problem of S2, update the battery geometric structure according to the obtained optimal parameter combination, perform 3D simulation calculation, and check whether the error between the prediction result of the proxy model and the simulation result satisfies Requirements, if the error requirements are met, the optimization will end, and the optimal structural parameter combination of the battery will be output; if not, the simulation data of this group will be added to the sample set, the proxy model will be rebuilt, and the optimization will continue until the error requirements are met.

进一步地,步骤S1中,参数化建模对象为固体氧化物燃料电池结构,参数包括电池各部件三维尺寸参数,通过改变各参数变量,实现对电池结构的调节。Further, in step S1, the parametric modeling object is the structure of the solid oxide fuel cell, and the parameters include the three-dimensional size parameters of each component of the battery. By changing each parameter variable, the adjustment of the battery structure is realized.

进一步地,步骤S2中,确定输出功率为目标函数;分别选取阴极连接体空气进气侧的肋条宽度、阴极连接体空气出气侧的肋条宽度、阳极集流条宽度、阳极集流条长度、阳极基体内燃气气道的内径、阳极基体内纵向气道排布间隔及横向气道排布间隔为优化变量;基于电池整体结构要求,设计各优化变量的取值范围,确定相应约束条件。Further, in step S2, the output power is determined as the objective function; respectively select the rib width of the air inlet side of the cathode connector, the rib width of the air outlet side of the cathode connector, the width of the anode collector bar, the length of the anode collector bar, the anode The inner diameter of the gas channel in the matrix, the arrangement interval of the longitudinal air channel and the arrangement interval of the transverse air channel in the anode matrix are optimization variables; based on the overall structural requirements of the battery, the value range of each optimization variable is designed to determine the corresponding constraints.

进一步地,步骤S3中,利用最优拉丁超立方试验设计方法分别生成样本集和测试集的采样点,最优拉丁超立方试验方法通过外加一个准则,得到在设计空间内分布更为均匀的采样点。所述样本集和测试集采样点通过两次独立的最优拉丁超立方试验获取,二者采样点均充满整个设计空间,且互相不重合。步骤S3的具体步骤为:Further, in step S3, the optimal Latin hypercube test design method is used to generate the sampling points of the sample set and the test set respectively, and the optimal Latin hypercube test method obtains a more uniform distribution of samples in the design space by adding a criterion point. The sampling points of the sample set and the test set are obtained through two independent optimal Latin hypercube experiments, and the sampling points of both of them fill the entire design space and do not overlap with each other. The concrete steps of step S3 are:

S31:对各优化变量取值范围进行归一化处理,将各变量范围映射到[0,1]区间内;S31: Perform normalization processing on the value range of each optimization variable, and map the range of each variable to the interval [0,1];

S32:在7个优化变量组成的7维样本空间内,将每一维中等分成m个区间,使得每个区间的概率相同;S32: In the 7-dimensional sample space composed of 7 optimization variables, divide each dimension into m intervals, so that the probability of each interval is the same;

S33:在各优化变量的每一个区间内随机采样;S33: random sampling in each interval of each optimization variable;

S34:对取值随机配对,保证一个因子的每个水平只被研究一次,并施加正交性准则实现更好的空间填充特性,生成包含m个采样点的样本集;S34: Randomly pair the values to ensure that each level of a factor is studied only once, and apply an orthogonality criterion to achieve better space filling characteristics, and generate a sample set containing m sampling points;

S35:按照每个变量的取值范围将所抽取的点进行反归一化,映射到真实设计空间内;S35: Denormalize the extracted points according to the value range of each variable, and map them to the real design space;

S36:重复上述步骤,生成测试集采样点。S36: Repeat the above steps to generate test set sampling points.

进一步地,步骤S4中,仿真模型为多物理场耦合模型,构建仿真模型具体步骤为:Further, in step S4, the simulation model is a multi-physics coupling model, and the specific steps for constructing the simulation model are:

S41:定义燃气、空气及电池各部件材料对应的物性参数;S41: Define the physical parameters corresponding to the materials of gas, air and battery components;

S42:在固体氧化物燃料电池结构的参数化模型不同域和边界上设置对应控制方程和边界条件;S42: Set corresponding control equations and boundary conditions on different domains and boundaries of the parametric model of the solid oxide fuel cell structure;

S43:对模型几何结构进行网格划分,基于有限元法对网格划分后各子区域计算偏微分方程问题数值解;开展网格无关性分析,根据不同网格数量下仿真结果误差确定网格数量;S43: Mesh the geometric structure of the model, and calculate the numerical solution of the partial differential equation problem for each sub-region after meshing based on the finite element method; carry out grid independence analysis, and determine the grid according to the error of the simulation results under different grid numbers quantity;

S44:开展电池性能实验,获取电池在工作温度下的电流-电压极化曲线,基于实验曲线检验仿真模型准确性;S44: Carry out a battery performance experiment, obtain the current-voltage polarization curve of the battery at the working temperature, and check the accuracy of the simulation model based on the experimental curve;

S45:按照S3中样本集和测试集中各采样点结构参数组合,更新模型结构并自适应调整网格,基于多物理场耦合仿真求解各采样点响应值,构建样本集和测试集中各采样点与功率的映射关系。S45: According to the combination of structural parameters of each sampling point in the sample set and test set in S3, update the model structure and adaptively adjust the grid, solve the response value of each sampling point based on multi-physics coupling simulation, and construct the sample set and test set. power mapping.

与现有技术相比,本发明具有以下有益效果:Compared with the prior art, the present invention has the following beneficial effects:

1、本发明通过改进固体氧化物燃料电池结构,设置阳极内置气道为两层呈井字型排布的互通燃气气道结构。该阳极内置气道结构通过缩小气道尺寸,设置气道截面形状为圆形,在一定程度上增强电池强度,有效增加气道内燃气流动速度,增大反应气体摩尔分数,从而提高电池输出性能。同时井字型气道结构能够实现更均匀的燃气流动配置,使阳极反应更充分,实现更均匀的阳极电流分布,从而改善电池反应区电化学反应热分布不均,降低电池内部温度梯度,减小电池内部热应力,一定程度上提高了电池的耐久性。1. By improving the structure of the solid oxide fuel cell, the present invention sets the built-in gas channel of the anode as a two-layer intercommunicating gas channel structure arranged in a well shape. The built-in gas channel structure of the anode reduces the size of the gas channel and sets the cross-sectional shape of the gas channel to be circular, which enhances the battery strength to a certain extent, effectively increases the gas flow velocity in the gas channel, and increases the mole fraction of the reaction gas, thereby improving the battery output performance. At the same time, the well-shaped gas channel structure can achieve a more uniform gas flow configuration, make the anode reaction more complete, and achieve a more uniform anode current distribution, thereby improving the uneven distribution of electrochemical reaction heat in the battery reaction zone, reducing the internal temperature gradient of the battery, and reducing the temperature gradient. The internal thermal stress of the small battery improves the durability of the battery to a certain extent.

2、本发明通过改进固体氧化物燃料电池结构,设置夹于阳极基体与两侧电解质之间的阳极集流条。该阳极集流条结构能够减少电流在阳极基体上的传输路径,降低电流在阳极基体上传输的欧姆损失。2. The present invention improves the structure of the solid oxide fuel cell, and arranges the anode current collector bar sandwiched between the anode base body and the electrolyte on both sides. The structure of the anode current collector bar can reduce the transmission path of the current on the anode base body and reduce the ohmic loss of the current transmission on the anode base body.

3、本发明通过改进固体氧化燃料电池结构,设置阴极连接体的气道为宽度沿气体流动方向逐渐减小的渐变型结构,实现变宽气道设计。该阴极连接体结构有效增加空气后程流动速度和氧气摩尔浓度,增强了空气后程扩散能力,从而提高电池输出性能,同时所述前宽后窄的阴极气道结构能够实现更均匀的阴极电流分布,从而改善电池反应区电化学反应热分布不均,降低电池内部温度梯度,减小电池内部热应力,一定程度上提高了电池的耐久性。3. By improving the structure of the solid oxidation fuel cell, the present invention sets the gas channel of the cathode connecting body as a gradient structure whose width gradually decreases along the direction of gas flow, so as to realize the widened gas channel design. The cathode connecting body structure effectively increases the flow velocity and molar concentration of oxygen in the back-end of the air, enhances the diffusion ability of the air in the back-end, thereby improving the output performance of the battery, and at the same time, the cathode air channel structure with a wide front and a narrow back can achieve a more uniform cathode current distribution, thereby improving the uneven distribution of electrochemical reaction heat in the battery reaction zone, reducing the internal temperature gradient of the battery, reducing the internal thermal stress of the battery, and improving the durability of the battery to a certain extent.

4、本发明保持现有技术电池各组分材料配方不变,仅通过改进电池结构达到了提高电池输出性能和耐久性的目的;在此基础上,基于代理模型和智能优化算法,通过优化影响电池输出性能的关键结构参数,进一步提高了电池性能,该优化设计方法在保证精度的前提下,时间成本低、可靠性高,不需昂贵且重复的加工试验,具有更为广泛的工程应用前景。4. The present invention keeps the formula of each component material of the prior art battery unchanged, and only improves the battery structure to achieve the purpose of improving the battery output performance and durability; on this basis, based on the proxy model and intelligent optimization algorithm, through optimization The key structural parameters of battery output performance have further improved battery performance. Under the premise of ensuring accuracy, this optimal design method has low time cost, high reliability, no need for expensive and repeated processing tests, and has wider engineering application prospects. .

附图说明Description of drawings

图1为本发明实施例一种固体氧化物燃料电池结构示意图;Fig. 1 is a schematic structural diagram of a solid oxide fuel cell according to an embodiment of the present invention;

图2为本发明实施例中阳极集流条结构及阳极内置气道结构示意图;Fig. 2 is a schematic diagram of the structure of the anode current collector and the structure of the anode built-in airway in the embodiment of the present invention;

图3为本发明实施例中阴极连接体结构示意图;3 is a schematic diagram of the structure of the cathode connector in the embodiment of the present invention;

图4为本发明实施例一种固体氧化物燃料电池结构的优化设计方法流程示意图。Fig. 4 is a schematic flow chart of an optimal design method for a solid oxide fuel cell structure according to an embodiment of the present invention.

具体实施方式Detailed ways

下面结合附图和实施例对本发明做进一步详细描述,需要指出的是,以下所述实施例旨在便于对本发明的理解,而对其不起任何限定作用。The present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It should be noted that the following embodiments are intended to facilitate the understanding of the present invention, but do not limit it in any way.

需要指出的是,在不同附图中出现的相同数字标记表示为相同项,术语“上”、“下”、“上表面”、“下表面”、“侧面”及其他出现的位置关系描述均基于附图中方位关系,术语“间隔”指两部件中心点处距离,长度表示以毫米(mm)为单位。It should be pointed out that the same numerals appearing in different drawings represent the same item, and the terms "upper", "lower", "upper surface", "lower surface", "side" and other descriptions of positional relationships that appear are all Based on the orientation relationship in the drawings, the term "interval" refers to the distance between the center points of two components, and the length is expressed in millimeters (mm).

如图1所示,一种固体氧化物燃料电池结构,包括阳极基体5,阳极基体5的上、下表面均依次设置有阳极集流条4、电解质3、阴极2和阴极连接体1,整体呈对称双电解质-双阴极结构分布。阳极基体5相对电解质和阴极较厚,作为电池支撑层。电池主体采用阳极支撑板式构型,其余部件按装配顺序在阳极的上下表面加工成型,其中阳极集流条4平行夹于阳极基体5与电解质3之间,作为阳极反应电流的集电组件。As shown in Figure 1, a solid oxide fuel cell structure includes an anode base 5, and the upper and lower surfaces of the anode base 5 are sequentially provided with an anode current collector bar 4, an electrolyte 3, a cathode 2 and a cathode connector 1, and the whole It is distributed in a symmetrical double electrolyte-double cathode structure. The anode substrate 5 is thicker than the electrolyte and the cathode, and serves as a battery support layer. The main body of the battery adopts an anode support plate structure, and the rest of the components are processed and formed on the upper and lower surfaces of the anode according to the assembly sequence. The anode current collector bar 4 is sandwiched between the anode matrix 5 and the electrolyte 3 in parallel, and serves as a current collector for the anode reaction current.

阳极基体、阴极采用多孔金属陶瓷复合材料,电解质3采用陶瓷材料,阴极连接体1和阳极集流条4采用高导电金属或合金材料,能够耐高温。阳极基体5可进一步细分为用于支撑作用且内置燃气气道的中间支撑层,以及接触电解质进行电化学反应的两侧活性层;阳极不同功能层的材料组成一致,各组分配比不同,在保证电池强度的同时更好地进行电化学反应。The anode substrate and the cathode are made of porous metal-ceramic composite materials, the electrolyte 3 is made of ceramic materials, the cathode connecting body 1 and the anode current collector bar 4 are made of high-conductivity metal or alloy materials, which can withstand high temperature. The anode substrate 5 can be further subdivided into an intermediate support layer for support and a built-in gas channel, and active layers on both sides that contact the electrolyte for electrochemical reactions; the material composition of the different functional layers of the anode is consistent, and the distribution ratio of each component is different. Better electrochemical reactions while ensuring battery strength.

如图2所示,阳极基体5内置有两层井字型结构的燃气气道10,每层燃气气道10的内部相互连通,图2中示意了沿气道中心截面剖开的结构。相较于现有阳极内置气道,井字型排布内置气道其截面尺寸更小,对称布置于阳极内部,且靠近阳极外表面。阳极内置气道包括若干沿燃气流动方向排布的纵向气道10-1以及若干间隔排布的横向气道10-2。各层燃气气道内部互通,燃气气道截面为圆形,其中纵向气道10-1为贯穿阳极的通孔,横向气道10-2为阳极内部气道,其中纵向气道10-1与横向气道10-2间隔为独立结构设计参数。阳极基体5上下表面涂覆有窄长的阳极集流条4,集流条沿宽度方向中心线处布置,其一端与阳极端面平齐,另一端引入电池反应区,从而减少电流在阳极基体上的传输路径。As shown in Figure 2, the anode base 5 is built with two layers of gas channels 10 in a well-shaped structure, and the interior of each layer of gas channels 10 is connected to each other. Figure 2 shows the structure cut along the central section of the gas channel. Compared with the existing built-in air channels of the anode, the cross-sectional size of the built-in air channels arranged in a well-shaped arrangement is smaller, symmetrically arranged inside the anode, and close to the outer surface of the anode. The built-in air channels of the anode include several longitudinal air channels 10-1 arranged along the gas flow direction and several horizontal air channels 10-2 arranged at intervals. The gas channels of each layer communicate with each other, and the section of the gas channel is circular, wherein the longitudinal channel 10-1 is a through hole penetrating through the anode, and the transverse channel 10-2 is an internal channel of the anode, wherein the longitudinal channel 10-1 and The interval of the transverse air passage 10-2 is an independent structural design parameter. The upper and lower surfaces of the anode base 5 are coated with narrow and long anode current collector bars 4, which are arranged along the center line in the width direction, one end of which is flush with the anode end surface, and the other end is introduced into the battery reaction area, thereby reducing the current flow on the anode base. transmission path.

如图3所示,阴极连接体1的本体11为板状的盖板。本体11内部在长度方向的两端分别设有空气分配槽6和空气收集槽7;空气分配槽6的一端设有贯穿本体11的进气孔12,空气收集槽7在远离进气孔12的一端设有贯穿本体11的出气孔13。本体11内部设有向下凸起的多根肋条8,肋条8为四边形体的渐变型结构,截面为矩形,肋条8的宽度沿流动方向逐渐增大,各肋条8间隔布置形成空气气道9,实现空气气道沿流动方向逐渐缩小的变宽流道设计。As shown in FIG. 3 , the body 11 of the cathode connector 1 is a plate-shaped cover plate. The inside of the body 11 is provided with an air distribution groove 6 and an air collection groove 7 at both ends of the length direction; One end is provided with an air outlet hole 13 penetrating through the body 11 . The interior of the body 11 is provided with a plurality of ribs 8 that protrude downward. The ribs 8 are a quadrangular body with a gradual change structure and a rectangular cross section. The width of the ribs 8 gradually increases along the flow direction. The ribs 8 are arranged at intervals to form an air channel 9 , to realize the widened flow channel design that the air channel gradually narrows along the flow direction.

本实施例中,空气气道9仅涉及图2所示沿空气流动方向的横向气道,不包括空气分配槽6和空气收集槽7的纵向流道。所有肋条8下端面与本体11下端面齐平,即肋条高度、气道高度与两侧空气分配槽、空气收集槽深度相同;将阴极连接体1下端面与阴极2上表面贴合装配,此时连接体肋条下端面与阴极表面构成了空气气道9。In this embodiment, the air channel 9 only refers to the transverse air channel along the air flow direction shown in FIG. 2 , and does not include the longitudinal channel of the air distribution groove 6 and the air collection groove 7 . The lower end surfaces of all the ribs 8 are flush with the lower end surfaces of the body 11, that is, the height of the ribs and the height of the air passage are the same as the depths of the air distribution grooves and air collection grooves on both sides; The air channel 9 is formed by the lower end surface of the connector rib and the surface of the cathode.

如图4所示,一种固体氧化物燃料电池结构优化设计方法,在现有固体氧化物燃料电池结构的基础上,进一步优化影响电池性能的结构参数,从而电池输出性能,包括以下步骤:As shown in Figure 4, a solid oxide fuel cell structure optimization design method, based on the existing solid oxide fuel cell structure, further optimizes the structural parameters that affect the performance of the battery, so that the output performance of the battery includes the following steps:

S1:基于固体氧化物燃料电池结构各部件三维尺寸参数,进行参数化建模,得到电池几何模型;S1: Based on the three-dimensional size parameters of each component of the solid oxide fuel cell structure, perform parametric modeling to obtain the battery geometric model;

S2:构建优化问题,确定目标函数,确定优化变量及设计空间,确定约束条件;S2: Construct the optimization problem, determine the objective function, determine the optimization variables and design space, and determine the constraints;

S3:基于试验设计方法,在S2设计空间内构建样本集和测试集采样点;S3: Based on the experimental design method, construct the sample set and test set sampling points in the S2 design space;

S4:基于S1电池几何模型,设定相应物理、化学控制方程及边界条件,构建仿真模型并基于实验测得的性能曲线数据验证仿真结果合理性;调用仿真模型分别计算样本集和测试集各采样点的响应值;S4: Based on the S1 battery geometric model, set the corresponding physical and chemical control equations and boundary conditions, build a simulation model and verify the rationality of the simulation results based on the performance curve data measured by the experiment; call the simulation model to calculate the samples of the sample set and the test set respectively point response value;

S5:基于代理模型近似方法,调用S4中样本集输入-输出关系构建代理模型;选取最大相对误差作为模型精度评价指标,调用S4中测试集输入-输出关系评价所建立代理模型的精度;S5: Based on the proxy model approximation method, call the sample set input-output relationship in S4 to construct a proxy model; select the maximum relative error as the model accuracy evaluation index, and call the test set input-output relationship in S4 to evaluate the accuracy of the established proxy model;

S6:基于智能优化算法,调用S5中代理模型求解S2的优化问题,计算得到固体氧化物燃料电池最优结构参数组合,从而在固体氧化物燃料电池结构的基础上,实现对电池输出性能的进一步提升。S6: Based on the intelligent optimization algorithm, the proxy model in S5 is called to solve the optimization problem of S2, and the optimal structural parameter combination of the solid oxide fuel cell is calculated, so as to further improve the output performance of the battery on the basis of the structure of the solid oxide fuel cell promote.

步骤S1中,参数化建模对象为固体氧化物燃料电池结构,整体三维尺寸(长宽高)为90×43×11.6mm。主要尺寸包括阳极基体三维尺寸90×43×4.5mm,电解质三维尺寸90×38×0.03mm,阴极三维尺寸80×38×0.02mm,阴极连接体三维尺寸90×43×3.55mm。其中,空气进气侧肋条宽度1.4mm、空气出气侧肋条宽度2.6mm、肋条高度1.5mm、肋条长度80mm,阳极基体内燃气气道半径0.4mm,纵向气道间隔2mm,横向气道间隔5mm,阳极集流条三维尺寸45×4×0.015mm。In step S1, the parametric modeling object is the solid oxide fuel cell structure, and the overall three-dimensional size (length, width and height) is 90×43×11.6 mm. The main dimensions include the three-dimensional size of the anode base 90×43×4.5mm, the three-dimensional size of the electrolyte 90×38×0.03mm, the three-dimensional size of the cathode 80×38×0.02mm, and the three-dimensional size of the cathode connector 90×43×3.55mm. Among them, the rib width on the air inlet side is 1.4mm, the rib width on the air outlet side is 2.6mm, the rib height is 1.5mm, and the rib length is 80mm. The three-dimensional size of the anode collector bar is 45×4×0.015mm.

步骤S2通过确定目标函数、优化变量个数及其取值范围、约束条件构建优化问题,具体形式为:Step S2 constructs an optimization problem by determining the objective function, the number of optimization variables and their value ranges, and constraints, and the specific form is:

maxPcell(x)maxP cell (x)

x=(d1,d2,d3,d4,d5,d6)x=(d 1 ,d 2 ,d 3 ,d 4 ,d 5 ,d 6 )

s.t.d1∈[1,2);d2∈[2,3];std 1 ∈ [1,2); d 2 ∈ [2,3];

d3∈[2,10];d4∈[5,90];d 3 ∈ [2,10]; d 4 ∈ [5,90];

d5∈[0.2,0.6];d6=[1.5,2.5];d7=[5,15];d 5 ∈ [0.2,0.6]; d 6 =[1.5,2.5]; d 7 =[5,15];

d1+d2=4d 1 +d 2 =4

所构建优化问题以工作温度和工作电压下的电池输出功率为目标函数,确定结构参数阴极连接体空气进气侧的肋条宽度d1、阴极连接体空气出气侧的肋条宽度d2、阳极集流条宽度d3、阳极集流条长度d4、阳极基体内燃气气道的内径d5、阳极基体内纵向气道排布间隔d6及横向气道排布间隔d7为优化变量,在可行设计范围内,分别确定各结构参数取值范围,通过等式约束控制肋条总截面尺寸一致。需要说明的是,阳极内置纵向气道个数和横向气道个数作为中间变量,通过孔径和间隔确定。The optimization problem constructed takes the battery output power under operating temperature and operating voltage as the objective function, and determines the structural parameters of the rib width d 1 on the air inlet side of the cathode connector, the rib width d 2 on the air outlet side of the cathode connector, and the anode current collector The strip width d 3 , the length of the anode collector bar d 4 , the inner diameter of the gas channel in the anode matrix d 5 , the vertical air channel arrangement interval d 6 in the anode matrix, and the transverse air channel arrangement interval d 7 are optimization variables. Within the design range, the value range of each structural parameter is determined separately, and the total cross-sectional size of the ribs is controlled to be consistent through equational constraints. It should be noted that the number of longitudinal air channels and the number of horizontal air channels built into the anode are used as intermediate variables, which are determined by the aperture and interval.

步骤S3利用最优拉丁超立方试验设计方法分别生成样本集和测试集的采样点,具体步骤为:Step S3 uses the optimal Latin hypercube test design method to generate sampling points for the sample set and the test set respectively, and the specific steps are:

S31:对各优化变量取值范围进行归一化处理,将各变量范围映射到[0,1]区间内;S31: Perform normalization processing on the value range of each optimization variable, and map the range of each variable to the interval [0,1];

S32:7个优化变量组成的7维样本空间内,将每一维中等分成m个区间,使得每个区间的概率相同;S32: In the 7-dimensional sample space composed of 7 optimization variables, divide each dimension into m intervals, so that the probability of each interval is the same;

S33:在各优化变量的每一个区间内随机采样;S33: random sampling in each interval of each optimization variable;

S34:对取值随机配对,保证一个因子的每个水平只被研究一次,并施加正交性准则实现更好的空间填充特性,生成包含m个采样点的样本集;S34: Randomly pair the values to ensure that each level of a factor is studied only once, and apply an orthogonality criterion to achieve better space filling characteristics, and generate a sample set containing m sampling points;

S35:按照每个变量的取值范围将所抽取的点进行反归一化,映射到真实设计空间内;S35: Denormalize the extracted points according to the value range of each variable, and map them to the real design space;

S36:重复上述步骤,生成测试集采样点。S36: Repeat the above steps to generate test set sampling points.

步骤S4中,仿真模型为多物理场耦合模型,构建仿真模型具体步骤为:In step S4, the simulation model is a multi-physics coupling model, and the specific steps for constructing the simulation model are:

S41:定义燃气、空气及电池各部件材料对应的物性参数;S41: Define the physical parameters corresponding to the materials of gas, air and battery components;

S42:在固体氧化物燃料电池结构的参数化模型不同域和边界上设置对应控制方程和边界条件;S42: Set corresponding control equations and boundary conditions on different domains and boundaries of the parametric model of the solid oxide fuel cell structure;

其中控制方程综合考虑电化学反应、电荷传递、质量传递、动量传递、能量传递过程间耦合关系;更进一步的,电化学反应过程考虑了阴极连接体与阴极间的接触电阻影响;质量传递过程在考虑分子间的相互扩散基础上,同时考虑了气体分子与多孔介质(电极)孔壁的Knudsen扩散;能量传递过程在热传导和热对流的基础上,同时考虑电池与连接体间的表面对表面热辐射作用。气体流动选用流量入口边界条件和压力出口边界条件,同时在气体入口和出口设置相应的气体组分摩尔分数,在阴极和阳极边界设置相应的电势边界条件,在电池各边界上设置相应温度边界条件;Among them, the control equation comprehensively considers the coupling relationship between the electrochemical reaction, charge transfer, mass transfer, momentum transfer, and energy transfer process; further, the electrochemical reaction process takes into account the contact resistance between the cathode connector and the cathode; the mass transfer process is in On the basis of mutual diffusion between molecules, the Knudsen diffusion between gas molecules and porous medium (electrode) pore walls is also considered; the energy transfer process is based on heat conduction and heat convection, and the surface-to-surface heat between the battery and the connector is also considered radiation effect. The flow inlet boundary condition and the pressure outlet boundary condition are selected for the gas flow. At the same time, the corresponding gas component mole fraction is set at the gas inlet and outlet, the corresponding potential boundary condition is set at the cathode and anode boundaries, and the corresponding temperature boundary conditions are set on each boundary of the battery. ;

S43:对模型几何结构进行网格划分,基于有限元法对网格划分后各子区域计算偏微分方程问题数值解;开展网格无关性分析,根据不同网格数量下仿真结果误差确定适当的网格数量;S43: Mesh the geometric structure of the model, and calculate the numerical solution of the partial differential equation problem for each sub-region after meshing based on the finite element method; carry out grid-independent analysis, and determine the appropriate value according to the error of the simulation results under different mesh numbers number of grids;

S44:开展电池性能实验,获取电池在工作温度下的电流-电压极化曲线,基于实验曲线检验仿真模型准确性;S44: Carry out a battery performance experiment, obtain the current-voltage polarization curve of the battery at the working temperature, and check the accuracy of the simulation model based on the experimental curve;

S45:按照S3中样本集和测试集中各采样点结构参数组合,更新模型结构并自适应调整网格,基于多物理场耦合仿真求解各采样点响应值,构建样本集和测试集中各采样点与功率的映射关系。S45: According to the combination of structural parameters of each sampling point in the sample set and test set in S3, update the model structure and adaptively adjust the grid, solve the response value of each sampling point based on multi-physics coupling simulation, and construct the sample set and test set. power mapping.

步骤S5中,代理模型近似方法为Kriging近似方法,所构建的Kriging近似模型是一种半参数化的差值模型,Kriging的总体想法是基于未知点周围其他点的信息加权求和来预测未知点的响应值,通过相关函数的作用,具有局部估计的特点,具体步骤为:In step S5, the proxy model approximation method is the Kriging approximation method, and the constructed Kriging approximation model is a semi-parametric difference model. The general idea of Kriging is to predict the unknown point based on the weighted summation of the information of other points around the unknown point The response value of , through the action of the correlation function, has the characteristics of local estimation, and the specific steps are:

S51:通过样本集中各采样点X={x1,x2,…,xm}T及其对应的响应值y={y1,y2,…,ym}T构建代理模型,实现对未知点xnew的响应值进行预测。确定Kriging模型形式y(x)=f(x)Tβ+Z(x),其中y(x)为响应函数,通过确定性回归函数f(x)Tβ和随机过程函数Z(x)确定;Z(x)服从正态分布,其均值为0,方差为σ2S51: Construct a proxy model through each sampling point X={x 1 ,x 2 ,…,x m } T in the sample set and its corresponding response value y={y 1 ,y 2 ,…,y m } T to realize the The response value of the unknown point x new is predicted. Determine the Kriging model form y(x)=f(x) T β+Z(x), where y(x) is the response function, determined by the deterministic regression function f(x) T β and the random process function Z(x) ; Z(x) obeys normal distribution, its mean value is 0, variance is σ 2 ;

S52:定义协方差函数Cov[z(xi),z(xj)]=σ2R(θ,xi,xj)提供对设计空间某局部偏差的近似,其中R(θ,xi,xj)为任意两个数据点的相关函数。本实施例提供Gauss基函数

Figure GDA0004121446750000121
为数据点之间的相关函数,固定基函数指数值为2,n=7表示优化变量的个数,
Figure GDA0004121446750000122
表示样本集数据点中任意两点中第k个分量之间的距离,θk为待估计的用于拟合模型的相关性参数;S52: Define the covariance function Cov[z(x i ), z(x j )]=σ 2 R(θ,x i ,x j ) provides an approximation to a certain local deviation in the design space, where R(θ,x i , x j ) is the correlation function of any two data points. This embodiment provides Gauss basis functions
Figure GDA0004121446750000121
is the correlation function between data points, the fixed basis function index value is 2, n=7 represents the number of optimization variables,
Figure GDA0004121446750000122
Indicates the distance between the kth component of any two points in the sample set data points, θ k is the correlation parameter to be estimated for fitting the model;

S53:基于最大似然估计确定θ;S53: Determine θ based on maximum likelihood estimation;

S54:调用所构建的Kriging近似模型,基于待预测点与每个样本点的空间相关性,预测测试集上各采样点的响应值,判断各点预测结果与仿真结果是否满足误差要求,若不满足则重新进行S3试验设计,增加样本集采样点数。S54: call the constructed Kriging approximate model, predict the response value of each sampling point on the test set based on the spatial correlation between the point to be predicted and each sample point, and judge whether the prediction results and simulation results of each point meet the error requirements, if not If it is satisfied, re-do the S3 experimental design and increase the number of sampling points in the sample set.

步骤S6中,智能优化算法为灰狼智能优化算法,是一种模拟狼群协作围捕猎物(最优解)的群体智能优化算法,算法将当前适应度最好的最适解作为α,次优解及次次优解作为β和δ,剩下的候选解均归为ω,狩猎(搜索)过程由α领导,β和δ协作,ω跟随,优化过程中的主要步骤:In step S6, the intelligent optimization algorithm is the gray wolf intelligent optimization algorithm, which is a swarm intelligent optimization algorithm that simulates the cooperative hunting of prey by wolves (the optimal solution). The algorithm takes the optimal solution with the best current fitness as α, and the second optimal The solution and the suboptimal solution are regarded as β and δ, and the remaining candidate solutions are classified as ω. The hunting (search) process is led by α, β and δ cooperate, and ω follows. The main steps in the optimization process are as follows:

S61:随机初始化狼群X;S61: Randomly initialize the wolf pack X;

S62:计算灰狼个体的适应度,设置当前步适应度最好的前三匹狼个体为α,β和δ;S62: Calculate the fitness of gray wolf individuals, and set the top three wolf individuals with the best fitness in the current step as α, β and δ;

S63:更新当前狼群的位置,狼群向头狼靠拢;S63: Update the current position of the wolf pack, and the wolf pack moves closer to the head wolf;

S64:计算全部灰狼的适应度;S64: Calculate the fitness of all gray wolves;

S65:更新α,β和δ;S65: update α, β and δ;

S66:满足容差准则或最大迭代次数,输出优化结果。S66: Satisfy the tolerance criterion or the maximum number of iterations, and output the optimization result.

步骤S6中,依照优化算法求解得到的最优参数组合更新电池几何结构,进行三维仿真计算,检查代理模型预测结果与仿真结果误差是否满足要求,若满足误差要求,则优化结束,输出电池最优结构参数及对应的电池输出性能;若不满足,将本组仿真数据加入样本集中,重新构建代理模型,继续优化,直到满足误差要求。In step S6, the battery geometric structure is updated according to the optimal parameter combination obtained by the optimization algorithm, and the three-dimensional simulation calculation is performed to check whether the error between the prediction result of the proxy model and the simulation result meets the requirements. If the error requirements are met, the optimization ends and the battery optimal Structural parameters and corresponding battery output performance; if not satisfied, add this group of simulation data to the sample set, rebuild the proxy model, and continue to optimize until the error requirements are met.

以上所述的实施例对本发明的技术方案和有益效果进行了详细说明,应理解的是以上所述仅为本发明的具体实施例,并不用于限制本发明,凡在本发明的原则范围内所做的任何修改、补充和等同替换,均应包含在本发明的保护范围之内。The embodiments described above have described the technical solutions and beneficial effects of the present invention in detail. It should be understood that the above descriptions are only specific embodiments of the present invention, and are not intended to limit the present invention. All within the scope of the principles of the present invention Any modifications, supplements and equivalent replacements should be included within the protection scope of the present invention.

Claims (9)

1. The solid oxide fuel cell structure is characterized by comprising an anode matrix (5), wherein the upper surface and the lower surface of the anode matrix (5) are respectively provided with an anode current collecting strip (4), an electrolyte (3), a cathode (2) and a cathode connector (1) in sequence, and the whole structure is symmetrical;
the inside of the anode matrix (5) is provided with two layers of gas passages (10) with a well-shaped structure, and the inside of each layer of gas passage (10) is communicated with each other; the electrolyte (3) is coated on the upper surface and the lower surface of the anode matrix (5), and the anode current collecting strip (4) is clamped between the electrolyte (3) and the anode matrix (5); the anode current collecting strips (4) are arranged along the central line of the width direction of the anode matrix (5); the cathode (2) is coated on the outer surface of the electrolyte (3);
the cathode connector (1) is provided with a plurality of ribs (8) which are arranged at intervals on one side facing the cathode (2), and the width of the ribs (8) is gradually enlarged along the gas flow direction, so that the width of an air passage (9) in the gas flow direction is gradually reduced.
2. The solid oxide fuel cell structure according to claim 1, wherein the anode substrate (5) and the cathode (2) are made of porous metal ceramic composite materials, the electrolyte (3) is made of ceramic materials, and the cathode connector (1) and the anode current collector (4) are made of high-conductivity metal or alloy materials and are resistant to high temperature; the anode substrate (5) is further subdivided into a middle supporting layer for supporting and internally arranging a gas flue (10), and two side active layers which are in contact with the electrolyte (3) for electrochemical reaction, wherein the material compositions of different functional layers are consistent, and the component proportions of the materials in the different functional layers are different.
3. The solid oxide fuel cell structure according to claim 1, wherein the inside of each layer of gas passages (10) is communicated with the originally independent longitudinal gas passages (10-1) by arranging transverse gas passages (10-2) which are arranged at intervals, thereby forming the gas passages (10) of the mutually communicated cross-shaped structure;
the radius of the section of the gas air passage (10) is 0.2-0.6 mm, the interval of the longitudinal air passages (10-1) is 1.5-2.5 mm, and the interval of the transverse air passages (10-2) is 5-15 mm.
4. The solid oxide fuel cell structure according to claim 1, characterized in that the anode collector bar (4) is an elongated narrow bar, one end of which is flush with the end face in the length direction of the anode base body (5), and the other end of which extends to the cell reaction zone between the anode base body (5) and the electrolyte (3), and the electrical conductivity of which is higher than that of the anode.
5. The solid oxide fuel cell structure according to claim 1, characterized in that the cathode connector (1) comprises a body (11) and a plurality of ribs (8) arranged at intervals inside the body (11); the outer end surfaces of the ribs (8) are closely attached to the surface of the cathode (2), and a plurality of air passages (9) are formed between the spacing areas among the ribs (8) and the surface of the cathode (2); the cross sections of the ribs (8) and the air passages (9) are rectangular;
an air distribution groove (6) and an air collection groove (7) are respectively arranged at two ends of the inside of the body (11) in the length direction; one end of the air distribution groove (6) is provided with an air inlet hole (12) penetrating through the body (11), and one end of the air collection groove (7) far away from the air inlet hole (12) is provided with an air outlet hole (13) penetrating through the body (11).
6. A solid oxide fuel cell structure according to claim 1, characterized in that the rib width on the air inlet side is 1-2 mm and the rib width on the air outlet side is 2-3 mm, and the sum of the sectional widths of each air passage (9) and its adjacent ribs (8) is fixed.
7. A method for optimizing the design of a solid oxide fuel cell structure according to any one of claims 1 to 6, comprising the steps of:
s1: based on three-dimensional size parameters of each component of the solid oxide fuel cell structure, parametric modeling is carried out to obtain a cell geometric model;
s2: constructing an optimization problem, determining an objective function, determining an optimization variable and a design space, and determining constraint conditions;
specifically, determining output power as an objective function; respectively selecting the width of the rib at the air inlet side of the cathode connector, the width of the rib at the air outlet side of the cathode connector, the width of the anode current collecting strip, the length of the anode current collecting strip, the inner diameter of the gas channel in the anode matrix, the arrangement interval of the longitudinal gas channel in the anode matrix and the arrangement interval of the transverse gas channel as optimization variables; based on the overall structure requirement of the battery, designing the value range of each optimized variable, and determining corresponding constraint conditions;
s3: based on a test design method, a sample set and a test set sampling point are constructed in a design space of S2;
s4: setting corresponding physical and electrochemical control equations and boundary conditions based on the battery geometric model established in the step S1, constructing a simulation model, and verifying the rationality of a simulation result based on the performance curve data measured by experiments; calling a simulation model to respectively calculate response values of sampling points of a sample set and a test set;
s5: based on a Kriging proxy model approximation method, invoking a sample set input-output relation in S4 to construct a proxy model; invoking the input-output relation of the test set in S4 to evaluate the accuracy of the proxy model, judging whether the response value and the simulation result of the proxy model on each sampling point of the test set meet the error requirement, if not, carrying out S3 test design again, and increasing the sampling point number of the sample set;
s6: based on a gray wolf intelligent optimization algorithm, invoking the agent model constructed in the step S5 to solve the optimization problem of the step S2, updating the battery geometric structure according to the obtained optimal parameter combination, performing three-dimensional simulation calculation, checking whether the error between the agent model prediction result and the simulation result meets the requirement, and if the error meets the error requirement, finishing optimization, and outputting the optimal structure parameter combination of the battery; if the error requirement is not met, adding the simulation data of the group into the sample set, reconstructing the proxy model, and continuing to optimize until the error requirement is met.
8. The optimization design method according to claim 7, wherein in step S3, the sample points of the sample set and the test set are generated by using the optimal latin hypercube design method, respectively, and the specific steps are as follows:
s31: normalizing the value range of each optimized variable, and mapping each variable range into a [0,1] interval;
s32: equally dividing each dimension into m intervals in a 7-dimensional sample space consisting of 7 optimization variables, so that the probability of each interval is the same;
s33: randomly sampling in each interval of each optimization variable;
s34: the values are randomly paired, each level of a factor is guaranteed to be researched only once, an orthogonality criterion is applied to achieve better space filling characteristics, and a sample set containing m sampling points is generated;
s35: inversely normalizing the extracted points according to the value range of each variable, and mapping the extracted points into a real design space;
s36: repeating the steps to generate test set sampling points.
9. The optimization design method according to claim 7, wherein in step S4, the simulation model is a multi-physical field coupling model, and the specific steps of constructing the simulation model are as follows:
s41: defining physical parameters corresponding to materials of each part of the fuel gas, the air and the battery;
s42: setting corresponding control equations and boundary conditions on different domains and boundaries of a parameterized model of the solid oxide fuel cell structure;
s43: performing grid division on the model geometric structure, and calculating partial differential equation problem numerical solutions for all subareas after grid division based on a finite element method; performing grid independence analysis, and determining the grid number according to simulation result errors under different grid numbers;
s44: performing a battery performance experiment, obtaining a current-voltage polarization curve of the battery at the working temperature, and checking the accuracy of a simulation model based on the experimental curve;
s45: and (3) updating the simulation model structure and adaptively adjusting grids according to the structural parameter combination of each sampling point in the sample set and the test set in the S3, solving the response value of each sampling point based on multi-physical field coupling simulation, and constructing the mapping relation between each sampling point and power in the sample set and the test set.
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