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Matrix-Based Shape Sensitivity Analysis for Linear Strain Energy of Triangular Thin Shell Elements 基于矩阵的三角形薄壳单元线性应变能形状灵敏度分析
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-08 DOI: 10.1002/nme.70276
Kazuki Hayashi, Romain Mesnil

This study presents an approach to analytical shape sensitivity analysis of linear strain energy in shell structures modeled using thin shell elements. By using the Kirchhoff-Love plate theory and extending conventional finite element methods, the strain energy variations in shell structures due to shape changes are rigorously analyzed in a discrete manner. Sensitivity formulations are sequentially derived by the chain rule, and the procedure to obtain the derivatives of mechanical and geometric properties related to strain energy is explained step by step, ensuring reproducibility and straightforward implementation. Numerical examples include verification of structural analysis results using a benchmark structure and measurement of efficiency and accuracy of our sensitivity analysis implementation compared to the finite difference method. The results with these examples demonstrate the superiority of explicitly computing gradients using the proposed approach, underscoring its potential to advance the optimal design and structural analysis of shell elements.

本文提出了一种用薄壳单元建模的壳结构线性应变能的形状敏感性分析方法。采用Kirchhoff-Love板理论,对传统有限元方法进行了扩展,以离散方式严格分析了壳体结构中由于形状变化引起的应变能变化。通过链式法则依次推导出灵敏度公式,并逐步解释了获得与应变能相关的力学和几何特性导数的过程,确保了再现性和简单的实现。数值示例包括使用基准结构验证结构分析结果,以及与有限差分法相比测量灵敏度分析实现的效率和准确性。这些算例的结果表明,使用所提出的方法显式计算梯度的优越性,强调了其在推进壳单元优化设计和结构分析方面的潜力。
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引用次数: 0
Matrix-Based Shape Sensitivity Analysis for Linear Strain Energy of Triangular Thin Shell Elements 基于矩阵的三角形薄壳单元线性应变能形状灵敏度分析
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-08 DOI: 10.1002/nme.70276
Kazuki Hayashi, Romain Mesnil

This study presents an approach to analytical shape sensitivity analysis of linear strain energy in shell structures modeled using thin shell elements. By using the Kirchhoff-Love plate theory and extending conventional finite element methods, the strain energy variations in shell structures due to shape changes are rigorously analyzed in a discrete manner. Sensitivity formulations are sequentially derived by the chain rule, and the procedure to obtain the derivatives of mechanical and geometric properties related to strain energy is explained step by step, ensuring reproducibility and straightforward implementation. Numerical examples include verification of structural analysis results using a benchmark structure and measurement of efficiency and accuracy of our sensitivity analysis implementation compared to the finite difference method. The results with these examples demonstrate the superiority of explicitly computing gradients using the proposed approach, underscoring its potential to advance the optimal design and structural analysis of shell elements.

本文提出了一种用薄壳单元建模的壳结构线性应变能的形状敏感性分析方法。采用Kirchhoff-Love板理论,对传统有限元方法进行了扩展,以离散方式严格分析了壳体结构中由于形状变化引起的应变能变化。通过链式法则依次推导出灵敏度公式,并逐步解释了获得与应变能相关的力学和几何特性导数的过程,确保了再现性和简单的实现。数值示例包括使用基准结构验证结构分析结果,以及与有限差分法相比测量灵敏度分析实现的效率和准确性。这些算例的结果表明,使用所提出的方法显式计算梯度的优越性,强调了其在推进壳单元优化设计和结构分析方面的潜力。
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引用次数: 0
Hyper-Reduced Model Based on the Proper Orthogonal Decomposition and the LU Factorization Applied to the Neutron Diffusion Eigenvalue Problem 基于适当正交分解和LU分解的超约化模型在中子扩散特征值问题中的应用
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-08 DOI: 10.1002/nme.70272
A. Vidal-Ferràndiz, A. Carreño, E. Javaloyas, D. Ginestar, G. Verdú

An efficient method for solving large eigenvalue problems efficiently can be developed using hyper-reduced order models, such as those arising from the LU Proper Orthogonal Decomposition (LUPOD). The LUPOD employs dominant orthogonal modes along with a flexible number of collocation points to establish a reduced scalar product, thereby enhancing computational efficiency to construct the reduced order model. This strategy produces accurate results when a similar number of collocation points and orthogonal modes are used. For problems where the number of available modes is small due to the high computational cost of its computation or because sufficient model accuracy can be achieved with less data, LUPOD may not yield enough precise results. This work proposes an extension of the LUPOD method to increase the number of collocation points in the reduced scalar product and consequently, the accuracy of the LUPOD. The performance of this method is illustrated with a diffusion-reaction problem with analytical solution. Then, this method is applied to solve the neutron diffusion eigenvalue problem. Numerical results for these methodologies are tested for obtaining the k-effective and the steady-state neutron flux distribution of three-dimensional nuclear reactor benchmark problems. They show that using 20 snapshots and 40% of the mesh points of the problem as collocation points speeds up the simulations by about 100 times with respect to the resolution of the full order eigenvalue problem while maintaining accurate results that differ by less than 100 pcm in the eigenvalue and less than 1.2% in the neutron flux determination.

利用超降阶模型,如由LU固有正交分解(LUPOD)产生的超降阶模型,可以发展出一种高效求解大特征值问题的有效方法。LUPOD采用优势正交模式和灵活数量的搭配点建立约简标量积,从而提高了构建降阶模型的计算效率。当使用相同数量的并置点和正交模态时,该策略可以获得准确的结果。对于可用模态数量较少的问题,由于其计算成本高,或者因为使用较少的数据可以获得足够的模型精度,因此LUPOD可能无法产生足够精确的结果。这项工作提出了LUPOD方法的扩展,以增加约简标量积中的搭配点数量,从而提高LUPOD的准确性。用一个带解析解的扩散反应问题说明了该方法的性能。然后,将该方法应用于中子扩散特征值问题的求解。对这些方法的数值结果进行了验证,得到了三维核反应堆基准问题的有效中子通量分布和稳态中子通量分布。他们表明,使用问题的20个快照和40%的网格点作为配点将模拟速度提高了约100倍,相对于全阶特征值问题的解决,同时保持准确的结果,特征值差异小于100 pcm,中子通量测定差异小于1.2%。
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引用次数: 0
Hyper-Reduced Model Based on the Proper Orthogonal Decomposition and the LU Factorization Applied to the Neutron Diffusion Eigenvalue Problem 基于适当正交分解和LU分解的超约化模型在中子扩散特征值问题中的应用
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-08 DOI: 10.1002/nme.70272
A. Vidal-Ferràndiz, A. Carreño, E. Javaloyas, D. Ginestar, G. Verdú

An efficient method for solving large eigenvalue problems efficiently can be developed using hyper-reduced order models, such as those arising from the LU Proper Orthogonal Decomposition (LUPOD). The LUPOD employs dominant orthogonal modes along with a flexible number of collocation points to establish a reduced scalar product, thereby enhancing computational efficiency to construct the reduced order model. This strategy produces accurate results when a similar number of collocation points and orthogonal modes are used. For problems where the number of available modes is small due to the high computational cost of its computation or because sufficient model accuracy can be achieved with less data, LUPOD may not yield enough precise results. This work proposes an extension of the LUPOD method to increase the number of collocation points in the reduced scalar product and consequently, the accuracy of the LUPOD. The performance of this method is illustrated with a diffusion-reaction problem with analytical solution. Then, this method is applied to solve the neutron diffusion eigenvalue problem. Numerical results for these methodologies are tested for obtaining the k-effective and the steady-state neutron flux distribution of three-dimensional nuclear reactor benchmark problems. They show that using 20 snapshots and 40% of the mesh points of the problem as collocation points speeds up the simulations by about 100 times with respect to the resolution of the full order eigenvalue problem while maintaining accurate results that differ by less than 100 pcm in the eigenvalue and less than 1.2% in the neutron flux determination.

利用超降阶模型,如由LU固有正交分解(LUPOD)产生的超降阶模型,可以发展出一种高效求解大特征值问题的有效方法。LUPOD采用优势正交模式和灵活数量的搭配点建立约简标量积,从而提高了构建降阶模型的计算效率。当使用相同数量的并置点和正交模态时,该策略可以获得准确的结果。对于可用模态数量较少的问题,由于其计算成本高,或者因为使用较少的数据可以获得足够的模型精度,因此LUPOD可能无法产生足够精确的结果。这项工作提出了LUPOD方法的扩展,以增加约简标量积中的搭配点数量,从而提高LUPOD的准确性。用一个带解析解的扩散反应问题说明了该方法的性能。然后,将该方法应用于中子扩散特征值问题的求解。对这些方法的数值结果进行了验证,得到了三维核反应堆基准问题的有效中子通量分布和稳态中子通量分布。他们表明,使用问题的20个快照和40%的网格点作为配点将模拟速度提高了约100倍,相对于全阶特征值问题的解决,同时保持准确的结果,特征值差异小于100 pcm,中子通量测定差异小于1.2%。
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引用次数: 0
A Jacobian-Free Newton-Krylov Method for Cell-Centred Finite Volume Solid Mechanics 网格中心有限体积固体力学的无雅可比Newton-Krylov方法
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-05 DOI: 10.1002/nme.70268
Philip Cardiff, Dylan Armfield, Željko Tuković, Ivan Batistić

This study proposes a Jacobian-free Newton-Krylov approach for finite-volume solid mechanics. Traditional Newton-based approaches require explicit Jacobian matrix formation and storage, which can be computationally expensive and memory-intensive. In contrast, Jacobian-free Newton-Krylov methods approximate the Jacobian's action using finite differences, combined with Krylov subspace solvers such as the generalised minimal residual method (GMRES), enabling seamless integration into existing segregated finite-volume frameworks without major code refactoring. This work proposes and benchmarks the performance of a compact-stencil Jacobian-free Newton-Krylov method against a conventional segregated approach on a suite of test cases that span varying geometric dimensions, nonlinearities, dynamic responses and material behaviours. Key metrics, including computational cost, memory efficiency and robustness, are evaluated, along with the influence of preconditioning strategies and stabilisation scaling. Results show that the proposed Jacobian-free Newton-Krylov method outperforms the segregated approach in all linear and nonlinear elastic cases, achieving order-of-magnitude speedups in many instances; however, divergence is observed in elastoplastic cases, highlighting areas for further development. It is found that preconditioning choice affects performance: a LU direct solver is fastest for small to moderately sized cases, while a multigrid method is more effective for larger problems. The findings demonstrate that Jacobian-free Newton-Krylov methods are promising for advancing finite-volume solid mechanics simulations, particularly for existing segregated frameworks where minimal modifications enable their adoption. The described implementations are available in the solids4foam toolbox for OpenFOAM, inviting the community to explore, extend and compare these procedures.

本研究提出了有限体积固体力学的无雅可比牛顿-克雷洛夫方法。传统的基于牛顿的方法需要显式的雅可比矩阵形成和存储,这可能是计算昂贵和内存密集的。相比之下,无雅可比矩阵的Newton-Krylov方法使用有限差分近似雅可比矩阵的作用,结合Krylov子空间求解器(如广义最小残差法(GMRES)),可以无缝集成到现有的隔离有限体积框架中,而无需进行重大的代码重构。这项工作提出了一种紧凑模板无雅可比牛顿-克雷洛夫方法的性能,并对一套测试用例进行了基准测试,这些测试用例跨越不同的几何尺寸、非线性、动态响应和材料行为。评估了关键指标,包括计算成本、内存效率和鲁棒性,以及预处理策略和稳定缩放的影响。结果表明,在所有线性和非线性弹性情况下,所提出的无雅可比Newton-Krylov方法都优于分离方法,在许多情况下实现了数量级的速度提高;然而,在弹塑性情况下观察到分歧,突出了进一步发展的领域。研究发现,预处理选择会影响性能:LU直接求解器对于小到中等规模的问题是最快的,而多网格方法对于较大的问题更有效。研究结果表明,无雅可比牛顿-克雷洛夫方法有望推进有限体积固体力学模拟,特别是对于现有的分离框架,最小的修改使它们能够被采用。所描述的实现在OpenFOAM的solids4foam工具箱中可用,邀请社区探索、扩展和比较这些过程。
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引用次数: 0
Variational Thermomechanically Coupled Shape Memory Alloy Material Model and Optimization of Shape Memory Alloy Based Out-of-Plane Bistable Microactuator 变分热-力耦合形状记忆合金材料模型及基于形状记忆合金的面外双稳态微执行器优化
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-05 DOI: 10.1002/nme.70263
Muhammad Babar Shamim, Hauke Goldbeck, Stephan Wulfinghoff

This work presents a fully thermomechanically coupled material model for shape memory alloys (SMAs), capable of predicting shape memory effect, superelasticity, stress and strain recovery, and martensite reorientation. Formulated within the Generalized Standard Material (GSM) framework, the model employs a rate potential, whose variations yield the governing equations, including linear momentum balance, energy balance, and evolution of internal variables. A potential-based line search method integrated with a Newton–Raphson scheme enhances the robustness and convergence of the solution algorithm. Extending the Sedlák [14] model's energy and dissipation formulations, we apply the proposed framework to an SMA-based out-of-plane bistable microactuator design. The actuator features two antagonistically coupled SMA microbridges and exhibits bistable behavior, snapping between stable states under thermomechanical loading and using constrained recovery forces to perform work. Results demonstrate the model's efficiency and accuracy in capturing the complex thermomechanical response of SMA devices, highlighting its potential for advanced bistable actuator design.

本文提出了一种形状记忆合金(sma)的完全热机械耦合材料模型,能够预测形状记忆效应、超弹性、应力和应变恢复以及马氏体重取向。该模型在广义标准材料(GSM)框架内制定,采用速率势,其变化产生控制方程,包括线性动量平衡、能量平衡和内部变量的演化。结合Newton-Raphson格式的基于势的直线搜索方法增强了算法的鲁棒性和收敛性。扩展Sedlák[14]模型的能量和耗散公式,我们将提出的框架应用于基于sma的面外双稳态微致动器设计。该驱动器具有两个拮抗耦合的SMA微桥,并表现出双稳态行为,在热机械载荷下在稳定状态之间切换,并使用受限的恢复力来完成工作。结果表明,该模型在捕获SMA器件复杂的热机械响应方面具有效率和准确性,突出了其在先进双稳致动器设计中的潜力。
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引用次数: 0
A Symplectic Precise Integration Perturbation Series Method for Linear Structural Dynamic Response Problems 线性结构动力响应问题的辛精确积分摄动级数法
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-05 DOI: 10.1002/nme.70271
Zhiping Qiu, Yu Qiu

The symplectic algorithm for Hamiltonian systems is renowned for its high accuracy and efficiency in long-term computations. However, its direct application to non-conservative problems in engineering dynamics is limited by the presence of dissipative effects and external load terms. To overcome these challenges, this paper presents a novel symplectic precise integration method based on the perturbation series approach, specifically tailored for structural dynamic response problems. By introducing a state vector, the general structural dynamic response equation is reformulated into a generalized Hamiltonian framework. Subsequently, perturbation theory is applied to transform this generalized Hamiltonian equation into a sequence of linear Hamiltonian equations, effectively converting the problem of solving non-conservative equations into one of solving multiple conservative equations. The precise integration method is then used to derive a step mapping matrix that significantly improves accuracy without substantially increasing computational cost. Numerical examples are provided to highlight the efficacy and practical applicability of the proposed method in addressing complex structural dynamic response problems.

哈密顿系统的辛算法在长期计算中以其高精度和高效率而闻名。然而,其直接应用于工程动力学中的非保守问题受到耗散效应和外荷载项的限制。为了克服这些挑战,本文提出了一种新的基于微扰级数方法的辛精确积分方法,专门针对结构动力响应问题。通过引入状态向量,将一般结构动力响应方程重新表述为广义哈密顿框架。随后,应用微扰理论将该广义哈密顿方程转化为线性哈密顿方程序列,有效地将求解非保守方程的问题转化为求解多个保守方程的问题。然后使用精确积分法推导出一个阶跃映射矩阵,该矩阵在不大幅增加计算成本的情况下显著提高了精度。数值算例说明了该方法在解决复杂结构动力响应问题中的有效性和实用性。
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引用次数: 0
Ellipsoid-Based Integral Probability Model for Vehicle Position and Dynamic State Evaluation During Parachute Deployment in Mars EDL Missions 基于椭球的火星EDL任务降落伞展开过程中飞行器位置与动态评估的积分概率模型
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-03 DOI: 10.1002/nme.70270
Yanmin Jin, Zhixian Luo, Xiaohua Tong, Huan Xie, Changjiang Xiao, Yongjiu Feng, Xiong Xu

The uncertainty in a vehicle's position and dynamic state at the end of the Mars atmospheric entry significantly influences the successful deployment of the parachute. This uncertainty is primarily driven by measurement uncertainties, including those associated with the vehicle's initial state and model parameters. These uncertainties propagate through the dynamic system, thereby contributing to the overall uncertainty in the vehicle's terminal state. Traditionally, errors in the vehicle's position and dynamic state are evaluated separately using different indicators. However, successful parachute deployment depends on both the vehicle's position and dynamic state. This paper presents a method that integrates errors in both the vehicle's position and dynamic state to quantify the uncertainty in the terminal state of Mars entry vehicles, considering various contributing factors. The method also assesses the probability of successful parachute deployment. First, a covariance matrix representing the vehicle's terminal state error is derived by propagating measurement uncertainties through the dynamic system using linear covariance analysis. A terminal state ellipsoid model is developed. Subsequently, an altitude-velocity-downrange parachute feasible deployment box is defined, considering the constraints in altitude, Mach number, dynamic pressure, and deployment position accuracy. By integrating the terminal state ellipsoid with the feasible deployment box, an integral probability model is constructed to estimate the maximum probability of successful parachute deployment within the predefined box. Numerical simulations validated the effectiveness of the terminal state ellipsoid and the integral probability model in quantifying uncertainty and demonstrating their capability to assess the vehicle's terminal position and to ensure deployment safety.

飞行器在火星大气层进入结束时的位置和动态状态的不确定性对降落伞的成功展开有很大影响。这种不确定性主要由测量不确定性驱动,包括与车辆初始状态和模型参数相关的不确定性。这些不确定性通过动态系统传播,从而导致车辆终端状态的总体不确定性。传统上,车辆的位置误差和动态误差是用不同的指标分别评估的。然而,降落伞的成功展开取决于飞行器的位置和动态状态。本文提出了一种综合飞行器位置误差和动态误差的方法,在考虑各种影响因素的情况下,量化火星进入飞行器终端状态的不确定性。该方法还评估了降落伞成功展开的概率。首先,利用线性协方差分析将测量不确定性在动力系统中传播,推导出代表车辆终端状态误差的协方差矩阵;建立了终端状态椭球模型。然后,考虑高度、马赫数、动压力和展开位置精度等约束条件,定义了高度-速度-下程降落伞可行展开箱。通过对终端状态椭球与可行展开盒进行积分,构造了一个积分概率模型来估计降落伞在预定展开盒内成功展开的最大概率。数值仿真验证了终端状态椭球体和积分概率模型在量化不确定性方面的有效性,并展示了它们评估车辆终端位置和确保部署安全的能力。
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引用次数: 0
Ellipsoid-Based Integral Probability Model for Vehicle Position and Dynamic State Evaluation During Parachute Deployment in Mars EDL Missions 基于椭球的火星EDL任务降落伞展开过程中飞行器位置与动态评估的积分概率模型
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-03 DOI: 10.1002/nme.70270
Yanmin Jin, Zhixian Luo, Xiaohua Tong, Huan Xie, Changjiang Xiao, Yongjiu Feng, Xiong Xu

The uncertainty in a vehicle's position and dynamic state at the end of the Mars atmospheric entry significantly influences the successful deployment of the parachute. This uncertainty is primarily driven by measurement uncertainties, including those associated with the vehicle's initial state and model parameters. These uncertainties propagate through the dynamic system, thereby contributing to the overall uncertainty in the vehicle's terminal state. Traditionally, errors in the vehicle's position and dynamic state are evaluated separately using different indicators. However, successful parachute deployment depends on both the vehicle's position and dynamic state. This paper presents a method that integrates errors in both the vehicle's position and dynamic state to quantify the uncertainty in the terminal state of Mars entry vehicles, considering various contributing factors. The method also assesses the probability of successful parachute deployment. First, a covariance matrix representing the vehicle's terminal state error is derived by propagating measurement uncertainties through the dynamic system using linear covariance analysis. A terminal state ellipsoid model is developed. Subsequently, an altitude-velocity-downrange parachute feasible deployment box is defined, considering the constraints in altitude, Mach number, dynamic pressure, and deployment position accuracy. By integrating the terminal state ellipsoid with the feasible deployment box, an integral probability model is constructed to estimate the maximum probability of successful parachute deployment within the predefined box. Numerical simulations validated the effectiveness of the terminal state ellipsoid and the integral probability model in quantifying uncertainty and demonstrating their capability to assess the vehicle's terminal position and to ensure deployment safety.

飞行器在火星大气层进入结束时的位置和动态状态的不确定性对降落伞的成功展开有很大影响。这种不确定性主要由测量不确定性驱动,包括与车辆初始状态和模型参数相关的不确定性。这些不确定性通过动态系统传播,从而导致车辆终端状态的总体不确定性。传统上,车辆的位置误差和动态误差是用不同的指标分别评估的。然而,降落伞的成功展开取决于飞行器的位置和动态状态。本文提出了一种综合飞行器位置误差和动态误差的方法,在考虑各种影响因素的情况下,量化火星进入飞行器终端状态的不确定性。该方法还评估了降落伞成功展开的概率。首先,利用线性协方差分析将测量不确定性在动力系统中传播,推导出代表车辆终端状态误差的协方差矩阵;建立了终端状态椭球模型。然后,考虑高度、马赫数、动压力和展开位置精度等约束条件,定义了高度-速度-下程降落伞可行展开箱。通过对终端状态椭球与可行展开盒进行积分,构造了一个积分概率模型来估计降落伞在预定展开盒内成功展开的最大概率。数值仿真验证了终端状态椭球体和积分概率模型在量化不确定性方面的有效性,并展示了它们评估车辆终端位置和确保部署安全的能力。
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引用次数: 0
Quantum State Encoding of Vortical Flows With the Spinor Field 旋量场旋涡流的量子态编码
IF 2.9 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2026-02-02 DOI: 10.1002/nme.70267
Hao Su, Shiying Xiong, Yue Yang

Encoding velocity fields as quantum states poses a significant challenge in the development of quantum algorithms for fluid dynamics. Conventional methods, often based on direct normalization of discrete velocity data, do not intrinsically capture the structure and dynamics of vortex flows, potentially introducing artifacts that affect accuracy in modeling flow evolution. We propose a method for encoding velocity fields as quantum states of a spinor field using the spherical Clebsch representation. By applying a pointwise normalization constraint, we develop an ansatz with parameterized controlled rotation gates, optimized through a variational quantum algorithm. This approach encodes target velocity fields into spinor-based quantum states, offering a pathway to more efficient quantum simulations of fluid dynamics. Furthermore, the encoded quantum state can be mapped to the vortex-surface field, providing a useful approach for analyzing vortex dynamics and characterizing flow structures. While the calculation of the loss function encounters exponential complexity per training step, and the measurement of all qubits is inevitable, leading to high computational complexity for implementation on quantum hardware and requiring further optimization, its effectiveness has been validated across various scenarios through quantum simulation. This method enables spinor-based encoding and quantum simulation, with potential applications to diverse vector fields and complex flows, including magnetohydrodynamics and reactive flows.

将速度场编码为量子态对流体力学量子算法的发展提出了重大挑战。传统方法通常基于离散速度数据的直接归一化,不能从本质上捕捉旋涡流动的结构和动力学,可能会引入影响流动演变建模精度的伪影。我们提出了一种利用球形Clebsch表示将速度场编码为旋量场的量子态的方法。通过应用点向归一化约束,我们开发了一个参数化控制旋转门的ansatz,通过变分量子算法进行优化。这种方法将目标速度场编码为基于旋量的量子态,为更有效的流体动力学量子模拟提供了途径。此外,编码的量子态可以映射到涡表面场,为分析涡动力学和表征流动结构提供了有用的方法。虽然损失函数的计算在每个训练步骤中都会遇到指数复杂度,并且不可避免地要测量所有量子位,导致在量子硬件上实现的计算复杂度很高,需要进一步优化,但通过量子模拟,其有效性已经在各种场景中得到了验证。该方法实现了基于旋量的编码和量子模拟,具有潜在的应用于各种矢量场和复杂流动,包括磁流体力学和反应流。
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引用次数: 0
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International Journal for Numerical Methods in Engineering
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