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Energy performance improvement for a mixed flow pump based on advanced inlet guide vanes 基于先进入口导叶的混流泵能效改进
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0223594
Yunhao Zheng, Yanjun Li, Fan Zhang, Shouqi Yuan, Xingye Zhu
The sharp decrease in the efficiency of a mixed flow pump within over-load flow rates presents a challenge for coastal drainage pumping stations. To address this issue, two different structures of advanced inlet guide vanes (AIGV), full-adjustable (FA) and half-adjustable (HA) structures, are designed to approach a better energy performance improvement strategy. Entropy production theory is applied into transient flow field to reveal their influence mechanism on the spatial distribution of energy dissipation. The primary findings are as follows: (1) AIGVs effectively solve the sharp decrease in the energy performance of mixed-flow pumps within the over-load flow rate range, broadening its efficient operation range. (2) The decrease in the axial velocity under the effect of AIGV explains the primary fluid physics of the increased efficiency. (3) The improvement in the match between the impeller inflow angle distribution and the impeller blades structure suppresses the generation and transmission of the flow separation on the pressure side, and reduce the near-wall energy dissipation. The novel HA-AIGV obtains a better flow control effect.
混流式水泵在超负荷流量下效率急剧下降,这对沿海排水泵站提出了挑战。为解决这一问题,设计了两种不同结构的先进进水口导叶(AIGV),即全可调(FA)和半可调(HA)结构,以寻求更好的能效改进策略。熵产生理论被应用于瞬态流场,以揭示其对能量耗散空间分布的影响机制。主要发现如下(1) AIGV 有效解决了混流泵在过载流量范围内能效急剧下降的问题,扩大了其有效运行范围。(2)AIGV 作用下轴向速度的降低解释了效率提高的主要流体物理原因。(3)叶轮流入角分布与叶轮叶片结构匹配的改善抑制了压力侧流动分离的产生和传递,减少了近壁能量耗散。新型 HA-AIGV 获得了更好的流量控制效果。
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引用次数: 0
Mechanics of a marine midge water locomotion 海蠓水中运动的力学原理
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0222806
Chih-Hua Wu, Keryea Soong, Bang-Fuh Chen
Marine midges, tiny insects with a body size of 2 mm and a weight of 0.07 dyn, provide valuable insights into advanced locomotion techniques. Found in shallow reefs at Wanlitong, Kenting National Park, Taiwan, these midges can continuously traverse seawater surfaces for over 90 min at speeds around 340 body-lengths per second. Their flight relies on two primary mechanisms: wing sculling to utilize surface tension for thrust and wing retraction to generate aerodynamic lift. This study addresses the gap in understanding how marine midges generate the lift and thrust needed for prolonged flight. We investigated their unique locomotion by conducting experiments to measure their weight, speed, and wing frequency. These measurements informed 3D computational fluid dynamics (CFD) simulations to analyze the aerodynamic forces involved. The results highlight the critical role of the ground effect, where maintaining minimal gaps of 0.08 mm between the midge trunk and 0.055 mm at the wing tips is essential for lift. Additionally, a high wing-beat frequency exceeding 300 Hz is crucial for generating sufficient lift during wing retraction. Our findings emphasize that ground effect, forward speed (>60 cm/s), and wing-beat frequency are key factors enabling marine midges to sustain flight above the sea surface. This unique adaptation for water surface locomotion not only showcases the midge's remarkable flight capabilities but also offers valuable insights for the design of micro-air vehicles (MAVs).
海蠓是一种体型仅为 2 毫米、体重仅为 0.07 达因的微小昆虫,它们为研究先进的运动技术提供了宝贵的资料。这些蠓在台湾垦丁国家公园万里洞的浅礁中被发现,它们能以每秒约 340 个体长的速度连续穿越海水表面超过 90 分钟。它们的飞行主要依靠两种机制:利用表面张力产生推力的振翅和产生气动升力的缩翅。这项研究填补了人们对海蠓如何产生长时间飞行所需的升力和推力的认识空白。我们通过实验测量了它们的重量、速度和翅膀频率,研究了它们独特的运动方式。这些测量结果为三维计算流体动力学(CFD)模拟提供了依据,以分析其中涉及的空气动力。结果凸显了地面效应的关键作用,即保持蠓躯干之间 0.08 毫米和翼尖 0.055 毫米的最小间隙对升力至关重要。此外,超过 300 赫兹的高拍翅频率对于在缩翅过程中产生足够的升力至关重要。我们的研究结果表明,地面效应、前进速度(>60 cm/s)和拍翅频率是海蠓在海面上持续飞行的关键因素。这种对水面运动的独特适应不仅展示了海蠓非凡的飞行能力,也为微型飞行器(MAV)的设计提供了宝贵的启示。
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引用次数: 0
Numerical prediction of passive speed and performance for multistage pump without power drive in natural flow process 自然流过程中无动力驱动多级泵的被动转速和性能的数值预测
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0225798
Runze Zhou, Houlin Liu, Liang Dong, Kim Tiow Ooi, Shaopeng Kang, Zhiming Cheng
With the development of engineering applications and the increase in system complexity, some particular fields, such as liquid rocket engine turbopumps, aircraft engine fuel systems, and marine natural flow cooling systems, are increasingly focusing on the performance characteristics of pumps under natural flow conditions. The pump is in the form of resistance components under natural flow conditions without a power drive. The impeller undergoes passive rotation by the impact of inlet flow. Due to the specificity of its operating conditions and performance indicators, the pump's natural flow performance cannot be evaluated by regular methods. Therefore, this paper proposed a numerical prediction method for pump natural flow performance based on a coupled computational fluid dynamics coupled with six-degrees-of freedom model. The performance of a multistage pump with guide vanes was evaluated under different natural flow conditions, and the accuracy was verified by experimental measurements. The transient variation mode of pump performance parameters with time at the initial stage of natural flow impact was analyzed. The flow field's transient evolution characteristics and the wall shear stress variation during natural flow were investigated. It was found that the impeller's passive rotational speed increases linearly with the natural flow rate, while the hydraulic loss shows an exponentially increasing trend. Meanwhile, the natural flow loss coefficient shows an exponentially decreasing trend and gradually tends to a stable value. The high turbulent kinetic energy inside the impeller is mainly distributed in the flow separation region and large velocity gradients. The distribution of shear stresses is closely related to the flow behavior inside the pump and the geometrical features of the hydraulic components.
随着工程应用的发展和系统复杂性的增加,一些特殊领域,如液体火箭发动机涡轮泵、飞机发动机燃料系统和船舶自然流冷却系统等,越来越关注自然流条件下泵的性能特点。在自然流条件下,泵以阻力部件的形式存在,无需动力驱动。叶轮在入口水流的冲击下被动旋转。由于其工作条件和性能指标的特殊性,泵的自然流性能无法用常规方法进行评估。因此,本文提出了一种基于耦合计算流体力学和六自由度模型的泵自然流性能数值预测方法。评估了带导流叶片的多级泵在不同自然流条件下的性能,并通过实验测量验证了其准确性。分析了自然流冲击初始阶段泵性能参数随时间的瞬态变化模式。研究了自然流动过程中流场的瞬态演变特征和壁面剪应力变化。研究发现,叶轮的被动转速随自然流量呈线性增长,而水力损失呈指数增长趋势。同时,自然流损失系数呈指数下降趋势,并逐渐趋于稳定值。叶轮内部的高湍动能主要分布在分流区和大速度梯度区。剪应力的分布与泵内的流动行为和水力部件的几何特征密切相关。
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引用次数: 0
Entropy production-based nonlinear optimal perturbation for subsonic flows around an airfoil 亚音速机翼周围流动的基于熵产生的非线性优化扰动
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0220442
Nobutaka Taniguchi, Yuya Ohmichi, Kojiro Suzuki
The extraction and time evolution of optimal perturbation (OP) offers abundant physical insights in fluid dynamics. Nonlinear OP (NLOP) analysis provides an approach for obtaining the trajectory to induce the maximum changes in the flow field. In an extension into unsteady flow field, we tracked the changes of trajectory by an application of initial perturbation field in the compressible Navier–Stokes equation, and we focused on the entropy production (EP) to characterize the trajectory. We proposed entropy production-based NLOP (EP-NLOP) analysis for compressible flows and investigated the effect of evaluation function on the extracted Ops using the subsonic flow around an airfoil. Compared with the conventional disturbance energy (DE-) based NLOP (DE-NLOP) analysis, we demonstrated that the OPs with different spatial wavelength and concentration regions were successfully extracted due to the different spatial sensitivity of evaluation function. In the EP-NLOP analysis, the spatial distribution of OP extracted the larger energy dissipation upstream of the separation points for the short evaluation time. For the long evaluation time, EP-NLOP analysis extracted the transient-time evolution of interacting separation vortices, attributing the multiple wavelengths of OPs. These differences in the OPs offer promising insights into fluid dynamics.
最优扰动(OP)的提取和时间演化为流体动力学提供了丰富的物理启示。非线性最优扰动(NLOP)分析提供了一种获取轨迹的方法,以引起流场的最大变化。在向非稳态流场的扩展中,我们通过在可压缩 Navier-Stokes 方程中应用初始扰动场来跟踪轨迹的变化,并重点关注熵产生(EP)来表征轨迹。我们针对可压缩流提出了基于熵产生的 NLOP(EP-NLOP)分析,并以亚音速机翼周围流为例研究了评价函数对提取的 Ops 的影响。与传统的基于扰动能量(DE-)的 NLOP(DE-NLOP)分析相比,由于评价函数的空间敏感性不同,我们证明成功提取了不同空间波长和浓度区域的 OPs。在 EP-NLOP 分析中,在短评估时间内,OP 的空间分布提取了分离点上游较大的能量耗散。在较长的评估时间内,EP-NLOP 分析提取了相互作用的分离涡旋的瞬时演变,这归因于 OP 的多个波长。OPs 的这些差异为流体动力学提供了很好的启示。
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引用次数: 0
Fuzzy uncertainty modeling of generalized Hirota–Satsuma coupled Korteweg–de Vries equation 广义 Hirota-Satsuma 耦合 Korteweg-de Vries 方程的模糊不确定性建模
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0226445
Rambabu Vana, Perumandla Karunakar
This article explores the solitary wave solutions of a generalized Hirota–Satsuma Coupled Korteweg–de Vries (HSCKdV) equation. The HSCKdV equation is a mathematical model that describes certain types of long waves, particularly those found in shallow water. The generalized HSCKdV equation is solved exactly using the Homotopy Perturbation Transform Method (HPTM). By applying this technique, the authors obtain solutions in the form of a convergent power series. These solutions offer an understanding of the characteristics of solitary waves within the domain of shallow water waves. The HSCKdV equation has been solved using the adomian decomposition method, and the results have been compared with those obtained from the HPTM. This comparison demonstrates the effectiveness of the HPTM in solving such nonlinear equations. Further, the HSCKdV equation is extended to a fuzzy version considering the initial condition as a fuzzy parameter. Uncertainty in the initial condition is addressed by representing it using triangular and trapezoidal fuzzy numbers. The generalized fuzzy HSCKdV equation is subsequently tackled using the fuzzy HPTM (FHPTM) providing fuzzy bound solutions. Using the FHPTM, we explain the fuzzy results, highlighting how the solitary wave splits into two solitary waves and noting that the lower and upper bound solutions are interchanged due to negative fuzzy results.
本文探讨了广义广田-萨摩耦合科特韦格-德弗里斯方程(HSCKdV)的孤波解。HSCKdV 方程是一个数学模型,用于描述某些类型的长波,尤其是浅水中的长波。广义 HSCKdV 方程采用同调钝化变换法 (HPTM) 精确求解。通过应用这一技术,作者获得了收敛幂级数形式的解。这些解法有助于理解浅水波域内孤波的特征。HSCKdV 方程采用阿多米分解法求解,求解结果与 HPTM 得出的结果进行了比较。这一比较证明了 HPTM 在求解此类非线性方程时的有效性。此外,考虑到初始条件是一个模糊参数,HSCKdV 方程被扩展为模糊版本。初始条件的不确定性通过使用三角形和梯形模糊数来表示。随后,利用提供模糊约束解的模糊 HPTM(FHPTM)来处理广义模糊 HSCKdV 方程。利用 FHPTM,我们解释了模糊结果,强调了孤波如何分裂成两个孤波,并指出由于负模糊结果,下界解和上界解发生了互换。
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引用次数: 0
Soliton interaction in a two-temperature electron plasma with trapping and superthermality effects 具有捕获和超热效应的双温电子等离子体中的孤子相互作用
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0223332
Usama H. Malik, S. Ali, R. Jahangir, Majid Khan
Head-on collision of the two small-amplitude electron-acoustic (EA) solitons is studied in an unmagnetized collisionless plasma in the presence of superthermal (hot) trapped electrons. For this purpose, using a well-known extended Poincare–Lighthill–Kuo (PLK) method, a pair of the trapped Korteweg–de Vries (tKdV) equations is derived to investigate the soliton trajectories and phase shifts. The latter are found dependent on amplitudes of the interacting solitons, effectively altering with hot-electron superthermality and plasma parameters. Typical parameters for the electron diffusion region (EDR) and day-side auroral zone have been selected to examine the impact of hot-electron superthermality, trapping parameter, hot-to-cold electron number density ratio, and cold-to-hot electron temperature ratio on the profiles of potential excitations and phase shifts of interacting solitons. It is found that phase speed of the EA waves becomes altered by varying the κ–parameter, strongly modifying the nonlinearity and dispersive coefficients in a superthermal trapped plasma. However, particle trapping phenomenon does not affect the linear phase speed but introduces a fractional nonlinearity in the tKdV equations of two interacting solitons. The impact of the adiabatic and isothermal pressures is also highlighted to show new modifications in the propagation characteristics of two interacting solitons.
研究了两个小振幅电子声(EA)孤子在存在超热(热)被困电子的无磁碰撞等离子体中的正面碰撞。为此,利用著名的扩展 Poincare-Lighthill-Kuo (PLK) 方法,推导出了一对被困 Korteweg-de Vries (tKdV) 方程,以研究孤子轨迹和相移。研究发现,后者取决于相互作用孤子的振幅,并随着热电子超热度和等离子体参数的变化而有效改变。我们选择了电子扩散区(EDR)和日侧极光区的典型参数,以研究热电子超热性、捕获参数、冷热电子数密度比和冷热电子温度比对相互作用孤子的势能激波剖面和相移的影响。研究发现,EA 波的相速会随着κ参数的变化而改变,从而强烈地改变了超热陷波等离子体中的非线性和色散系数。然而,粒子捕获现象并不影响线性相速,却在两个相互作用孤子的 tKdV 方程中引入了分数非线性。绝热和等温压力的影响也得到了强调,显示了两个相互作用孤子传播特性的新变化。
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引用次数: 0
On the role of the Froude number on flow, turbulence, and hyporheic exchange in open-channel flow through boulder arrays 论弗劳德数对通过巨石阵的明渠水流中的流动、湍流和水汽交换的作用
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0222673
Yan Liu, Zhengdao Tang, Lei Huang, Thorsten Stoesser, Hongwei Fang
In this paper, the results of numerical simulations of open-channel flow through boulder arrays at varying Froude numbers are reported. The simulations aim at clarifying the role of the Froude number on flow, turbulence, and hyporheic exchange. At low and intermediate Fr, the boulder top is above the water surface, and time-averaged streamwise flow velocity, Reynolds shear stresses, and the turbulent kinetic energy (TKE) are relatively low in the wake of boulders. Conversely, at high Fr values, the boulders are submerged, hence the flow separates at the boulder crest, creates vertical recirculation, and reattaches on the bed downstream, resulting in an area of elevated Reynolds shear stresses and TKE downstream of the boulders. Two dominant turbulence structures are observed: (i) flapping of boulder wakes with a characteristic length of 2.1 times the boulder diameter (D) at low and intermediate Fr and (ii) an upstream oriented hairpin vortex with a length scale of 1.0D at high Fr. These turbulence structures influence hyporheic exchange downstream of boulders within a limited region of x/D<2.0. In other locations, hyporheic flow is driven by downwelling flow immediately upstream of boulders with a wavelength larger than 2.9D. Finally, the normalized time-averaged hyporheic flux increases with increasing Fr, but it decreases at higher Fr values once the overtopping flow disrupts the formation of the boulder wake.
本文报告了在不同弗劳德数条件下明渠流经巨石阵列的数值模拟结果。模拟旨在阐明弗劳德数对水流、湍流和微流体交换的作用。在中低弗罗德数条件下,巨石顶部位于水面之上,巨石后的时间平均流向流速、雷诺切应力和湍流动能(TKE)相对较低。相反,在 Fr 值较高时,巨石被淹没,因此水流在巨石顶峰处分离,形成垂直再循环,并在下游河床上重新连接,导致巨石下游的雷诺切应力和 TKE 区域升高。观察到两种主要的湍流结构:(这些湍流结构在 x/D<2.0 的有限区域内影响着巨石下游的水汽交换。在其他位置,下沉流是由波长大于 2.9D 的巨石上游下沉流驱动的。最后,归一化的时间平均下垫面流量随 Fr 值的增加而增加,但在 Fr 值较高时,一旦溢流破坏了巨石尾流的形成,下垫面流量就会减少。
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引用次数: 0
Numerical investigation of wingtip aerodynamic interference of two flapping wings on opposite sides 两侧拍翼的翼尖气动干扰数值研究
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0226399
Zengshuang Chen, Xiankai Li, Ming Ma, Yang Zhang, Xueguang Meng
Aerodynamic interference occurs at the wingtips when flying organisms fly in a V formation. In this paper, the wingtip aerodynamic interference of two flapping wings on opposite sides at low Reynolds numbers (Re) is numerically investigated. The effects of streamwise spacing (L1), spanwise spacing (L2), and phase angle (γ) on aerodynamic performance are considered. The results show that, compared to a single wing, a favorable combination of L1 and L2 can improve the overall thrust by 24% while keeping the overall lift essentially unchanged. In an unfavorable case, overall lift and thrust decrease by 18% and 20%, respectively. The overall aerodynamic forces are dominated by the rear wing. Analyzing the essential flow characteristics reveals the double-edged role of downwash and upwash in force generation. Moreover, it is found that the rear wing can realize the upwash/downwash exploitation by flap phasing, turning an unfavorable situation into a favorable one. The key flow physics behind this transformation lies in the relationship between the direction of wing motion and the direction of fluid velocity induced by vortices. These findings provide valuable insights into the understanding of biological phenomena and the design of new flapping wing vehicles.
当飞行生物以 V 形编队飞行时,翼尖会发生气动干扰。本文对低雷诺数(Re)条件下对侧两翼拍动时的翼尖气动干涉进行了数值研究。考虑了流向间距 (L1)、跨向间距 (L2) 和相位角 (γ) 对气动性能的影响。结果表明,与单翼相比,L1 和 L2 的有利组合可将整体推力提高 24%,同时保持整体升力基本不变。在不利的情况下,总升力和推力分别减少 18% 和 20%。整体气动力由尾翼主导。对基本流动特性的分析表明,下冲和上冲对力的产生具有双重作用。此外,研究还发现尾翼可以通过襟翼相位实现上冲/下冲的利用,将不利情况转化为有利情况。这种转变背后的关键流动物理学原理在于机翼运动方向与涡流诱导的流体速度方向之间的关系。这些发现为理解生物现象和设计新型拍翼飞行器提供了宝贵的见解。
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引用次数: 0
Recirculation through western boundary currents varies nonlinearly with the ocean basin's aspect ratio 西部边界流的再循环与海盆的纵横比呈非线性变化
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0226883
Kaushal Gianchandani
Recirculation gyres adjacent to western boundary currents (WBCs) in the ocean enhance the poleward transport of these currents. While it is well-established that the WBC in a barotropic ocean strengthens with increase in basin's aspect ratio (the meridional-to-zonal extent ratio), how intensity of the recirculation through the western boundary layer varies with this parameter remains unexplored. I address this using the non-dimensional form of the nonlinear, wind-driven Stommel–Munk model of westward intensification that comprises three parameters—the aspect ratio (δ), the damping coefficient (ϵ), and the β-Rossby number (Rβ). Here, ϵ is set by the ratio of Rayleigh friction coefficient (or eddy viscosity) to the meridional gradient of the Coriolis frequency and the basin's zonal dimension, while Rβ is proportional to wind stress amplitude and quantifies the strength of nonlinearity. In the weak-to-moderate nonlinearity limit (Rβ<∼ϵ), perturbation analysis reveals that recirculation varies concavely with aspect ratio, suggesting existence of an optimal aspect ratio (δopt) for which the recirculation is maximum and for typical values of ϵ (10−3−10−2), δopt follows the power-law relation δopt=4.3ϵ. Numerical simulations further validate the existence of δopt. For large ϵ (>5×10−3), the power-law predicts δopt for the numerical solutions rather accurately, but does not hold for smaller ϵ (2×10−3) due to increased importance of nonlinear terms. Nevertheless, the nonlinear variation in recirculation through the western boundary layer with aspect ratio is observed for all ϵ values and may contribute to the heterogeneous increase in the WBC's transport across different ocean basins in a warming climate.
海洋中与西边界流(WBC)相邻的再循环涡旋会增强这些洋流的向极输送。尽管人们已经证实,随着海盆纵横比(经向与横向范围之比)的增加,各向同性海洋中的西边界流会增强,但通过西边界层的再循环强度如何随这一参数的变化而变化,仍有待探索。我使用非线性、风驱动的斯托梅尔-蒙克西向增强模型的非维形式来解决这个问题,该模型由三个参数组成--纵横比(δ)、阻尼系数(ϵ)和β-罗斯比数(Rβ)。其中,ϵ 由雷利摩阻系数(或涡粘度)与科里奥利频率子午梯度和海盆带状维度的比值决定,而 Rβ 与风应力振幅成正比,用于量化非线性的强度。在弱-中度非线性极限(Rβ<∼ϵ)下,扰动分析表明,再循环随长宽比呈凹形变化,表明存在一个最佳长宽比(δopt),在该长宽比下,再循环最大;在典型的ϵ值(10-3-10-2)下,δopt 遵循幂律关系 δopt=4.3ϵ。数值模拟进一步验证了 δopt 的存在。对于较大的 ϵ(>5×10-3),幂律对数值解的δopt 预测相当准确,但对于较小的 ϵ(2×10-3),由于非线性项的重要性增加,幂律并不成立。尽管如此,在所有ϵ 值上都可以观察到西部边界层的再循环随纵横比的非线性变化,这可能是气候变暖时西部边界层在不同海洋盆地的传输异质性增加的原因。
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引用次数: 0
Modeling two-phase flows with complicated interface evolution using parallel physics-informed neural networks 利用并行物理信息神经网络模拟具有复杂界面演变的两相流动
IF 4.6 2区 工程技术 Q1 MECHANICS Pub Date : 2024-09-17 DOI: 10.1063/5.0216609
Rundi Qiu, Haosen Dong, Jingzhu Wang, Chun Fan, Yiwei Wang
The physics-informed neural networks (PINNs) have shown great potential in solving a variety of high-dimensional partial differential equations (PDEs), but the complexity of a realistic problem still restricts the practical application of the PINNs for solving most complicated PDEs. In this paper, we propose a parallel framework for PINNs that is capable of modeling two-phase flows with complicated interface evolution. The proposed framework divides the problem into several simplified subproblems and solves them through training several PINNs on corresponding subdomains simultaneously. To enhance the accuracy of the parallel training framework in two-phase flow, the overlapping domain decomposition method is adopted. The optimal subnetwork sizes and partitioned method are systematically discussed, and a series of cases including a bubble rising, droplet splashing, and the Rayleigh–Taylor instability are applied for quantitative validation. The maximum relative error of quantitative values in these cases is 0.1319. Our results show that the proposed framework not only can accelerate the training procedure of PINNs, but also can capture the spatiotemporal evolution of the interface between various phases. This framework overcomes the difficulties of training PINNs to solve a forward problem in two-phase flow, and it is expected to model more realistic dynamic systems in nature.
物理信息神经网络(PINNs)在求解各种高维偏微分方程(PDEs)方面显示出巨大潜力,但现实问题的复杂性仍然限制了 PINNs 在求解大多数复杂 PDEs 方面的实际应用。在本文中,我们提出了一种 PINNs 并行框架,它能够模拟具有复杂界面演化的两相流。该框架将问题划分为多个简化子问题,并通过在相应子域上同时训练多个 PINNs 来解决这些问题。为了提高两相流并行训练框架的精度,采用了重叠域分解方法。系统地讨论了最佳子网络大小和划分方法,并应用气泡上升、液滴飞溅和瑞利-泰勒不稳定性等一系列案例进行定量验证。在这些情况下,定量值的最大相对误差为 0.1319。结果表明,所提出的框架不仅能加快 PINNs 的训练过程,还能捕捉各相之间界面的时空演变。该框架克服了训练 PINNs 解决两相流前向问题的困难,有望为自然界中更真实的动态系统建模。
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