To promote the rationalization of energy structure and achieve the goal of “carbon peaking and carbon neutral” as soon as possible, solid oxide fuel cell (SOFC), as a new type of energy conversion device, has attracted the attention of researchers with their advantages of green environment and high energy conversion efficiency [
1]. The high temperature operating conditions (873 K–1273 K) coupled with the abundance of active sites in the porous nickel-based anode allow hydrocarbon fuels such as methane and natural gas to reform inside the SOFC to produce hydrogen, improving fuel compatibility. CH
4 has become one of the main fuels of SOFC due to its abundant sources (such as biogas, natural gas, etc.), and its low price [
2]. However, SOFC operates under high-temperature conditions for a long time, and factors such as uneven temperature distribution inside the cell due to strong endothermic reforming reactions, carbon deposition from hydrocarbon fuel cracking, repeated oxidation-reduction in porous nickel-based anodes, and mismatch of thermal expansion coefficients of the constituent materials further aggravate the instability of cell life [
3,
4,
5,
6,
7]. In addition, there are complex multi-phase, multi-scale and multi-field coupled transfer processes in the pores and three-phase boundary sites of micro/nanoporous electrodes where electrons, ions, and gases are combined in SOFC. It is difficult to fully explore the internal mechanisms of SOFC operating conditions and the laws of uneven temperature distribution affecting thermal stress distribution by practical experimental methods [
1,
2]. With the development of computers, numerical simulations have gradually become a research hot spot [
8,
9].
The direct internal reforming SOFC can directly supply the heat released by the charge transfer and the entropy change of the electrochemical reaction to the endothermic reforming reaction, which improves the energy utilization efficiency of the system [
2,
4]. However, direct internal reforming of methane in SOFC also faces some technical challenges. There is a local mismatch between the endothermic methane steam reforming reaction rate and the exothermic electrochemical rate [
8]. Tseronis et al. [
3] conducted several parametric studies on the direct internal reforming SOFC employing numerical simulation. It is shown that the cooling effect of the methane steam reforming reaction leads to a significant local temperature drop near the anode inlet and a large temperature difference inside the SOFC. At the same time, the key components of SOFC are temperature-dependent (thermodynamic parameters such as thermal expansion coefficient will change at different temperatures), which further exacerbates the instability and complexity of the stress field with temperature changes [
6,
10]. Jiang et al. [
11] established the three-dimensional SOFC model through the commercial software COMSOL Multiphysics
®. It is found that more than 28–35% of the maximum first principal stress is caused by the temperature gradient; furthermore, about 47–54% of maximum first principal stress is caused by different CTEs (coefficients of thermal expansion). In addition, Xu et al. [
12] and Clague et al. [
13] directly used the sintering temperature as the stress-free reference temperature when solving the thermal stress under operating conditions, ignoring the residual stress of the cell generated by the completion of sintering. To further optimize the reaction rate distribution inside SOFC, it is necessary to explore the reforming reaction mechanism inside SOFC. Most researchers model global homogeneous methane-steam reforming and water–gas shift reaction within porous anodes by the described global reactions and corresponding kinetic reaction methods [
2,
3,
4,
9]. Schluckner et al. [
14] validated the simulation results with experimental data from an industrial-scale SOFC single cell. The experimental and numerical results for gas-phase species and the calculated electrochemical performance were almost completely consistent with the chosen global as well as elementary reaction mechanisms. Ong et al. [
15] established a one-dimensional membrane electrode assembly and found that before reaching the TPBs (TPBs are thin boundaries between the electrode and electrolyte micro grains surrounded by gaseous phases that fill the pores), not all CO participates in the water-gas shift reaction to convert to H
2, and part of the CO also participates in the electrochemical reaction. Nickel in porous anodes is a good catalyst to catalyze the breakage of C–H bonds. Elemental carbon in the form of powder and whiskers covers the surface of the anode, blocking the pores of the anode and blocking the active part of the reaction [
16]. Through numerical simulation, Klein et al. [
17] and Vakouftsi et al. [
18] studied the carbon deposition of tubular and planar SOFC. The results show that for different temperature levels and fuel compositions, carbon may form in the anode inlet region. Compared with the direct internal reforming, the external reforming reaction can avoid the problems of carbon deposition and local low temperature, but the system efficiency is reduced due to the need for a reactor and additional heating [
2,
19,
20]. Some degree of external pre-reforming of methane may be a promising approach. The methane is partially reformed to produce H
2, CO, and CO
2 before the fuel is transported to the SOFC anode [
2,
20]. CO
2 can be used as preventing agent of carbon deposition; however, some further degradation issues can occur if the atmosphere is not sufficiently reduced [
21]. Partially pre-reforming of methane increases the ratio of hydrogen to methane, narrowing the gap between the reforming reaction rate and the electrochemical reaction rate, which mitigates the cooling effect in the region near the anode inlet [
22].
Based on the previous research, to explore the effects of methane pre-reforming percentages and the flow arrangements on SOFC for the objective to achieve uniform distribution of temperature and thermal stress, a detailed multi-physics three-dimensional model of SOFC was developed based on the finite element method. The model couples the SOFC electrochemical reaction, chemical reaction, gas species diffusion, electron/ion transfer process, and heat and mass transfer process. The calculation of thermal stress is based on the electrochemical model and is obtained by adding an elastic constitutive equation coupled with the temperature field. It also considers the endothermic and exothermic sources of the reaction, the changes in thermodynamic properties of materials, and manufacturing residual stress.