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A Frequency-Up-Conversion Electromagnetic Energy Harvester for Long-Term Infrastructure Anomaly Monitoring 用于基础设施长期异常监测的上变频电磁能量采集器
IF 7.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-11 DOI: 10.1016/j.ijmecsci.2026.111501
Xinhui Mao, Chentao Zhang, Jiyuan Zhang, Feng Cao, Yuyang Zhang, Zhiheng Wang, Zejia Wang, Honglong Chang, Jin Wu, Kangqi Fan, Fei Wang, Lihua Tang, Kai Tao
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引用次数: 0
Arbitrarily shaped broadband flexural waveguides based on quasi-conformal transformation 基于准保角变换的任意形状宽带弯曲波导
IF 7.3 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-06 DOI: 10.1016/j.ijmecsci.2026.111487
Yuquan Chen, Zhaoyong Sun, Yifan Zhang, Shuihai Dou, Yanping Du, Tuo Liu
This paper proposes a design method for arbitrarily shaped flexural waveguides based on quasi-conformal transformation. By virtue of this numerical approach, prescribed complex waveguide geometries are mapped onto a graded distribution of the effective refractive index, which is physically realized through direct and precise thickness modulation of an isotropic thin plate. This method effectively overcomes the critical limitation of geometric inflexibility inherent in existing flexural waveguide designs, which have been confined to regular shapes such as circular arcs. The feasibility of the proposed approach is demonstrated through the design, simulation, fabrication, and experimental validation of three distinct functional arbitrarily shaped flexural waveguides, namely: a vibration isolation waveguide, a wave bending waveguide, and an energy harvesting waveguide. These prototypes exhibit high-efficiency vibration isolation within 100–120 kHz, controlled 47° wave bending over 60–85 kHz with low phase distortion, and significant energy concentration within 100–120 kHz—more than doubling the local vibration intensity and enhancing piezoelectric output by over 100%. This work provides a general approach for custom flexural wave manipulation, it holds potential application value in fields such as structural vibration control, non-destructive testing, and vibration energy harvesting.
提出了一种基于拟共形变换的任意形状弯曲波导的设计方法。利用这种数值方法,将规定的复杂波导几何形状映射到有效折射率的梯度分布上,通过对各向同性薄板进行直接和精确的厚度调制,物理上实现了有效折射率的梯度分布。这种方法有效地克服了现有弯曲波导设计中固有的几何不灵活性的关键限制,这些设计局限于规则形状,如圆弧。通过设计、仿真、制造和实验验证三种不同功能的任意形状弯曲波导,即隔振波导、弯曲波导和能量收集波导,证明了该方法的可行性。这些原型在100-120 kHz范围内具有高效隔振,在60-85 kHz范围内具有低相位畸变的47°波弯曲控制,在100-120 kHz范围内具有显着的能量集中-局部振动强度增加了一倍以上,压电输出提高了100%以上。这项工作为定制弯曲波操作提供了一种通用的方法,在结构振动控制、无损检测和振动能量收集等领域具有潜在的应用价值。
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引用次数: 0
Programming zero-energy mode in curved one dimensional metamaterial 弯曲一维超材料零能量模式的编程
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-22 DOI: 10.1016/j.ijmecsci.2026.111299
Ying Yu , Jiayao Feng , Xiaolin Duan , Ke Liu , Yuxiang Cai
This paper presents a novel approach for programming motion paths of zero-energy modes along arbitrary trajectories in mechanical metamaterials. Moving beyond previous studies confined to linear propagation paths, we engineer chain-like linkages with independently tunable horizontal and vertical spacing parameters​ to actively encode and control soliton propagation along user-defined 2D paths. Our findings reveal that geometric adjustments not only enable new motion modes but also control over energy transmission efficiency. The soliton dynamics, simulated using the Finite Particle Method, validate robust motion and energy transfer processes within the structure, demonstrating successful propagation along programmed spiral and sinusoidal paths. The flipper phase achieving optimal efficiency while paths like spirals incur significant energy trade-offs. Our work provides advancements in designing topologically protected, reconfigurable mechanical systems, offering new methods for efficient energy and motion transfer in applications ranging from soft robotics to adaptive structural systems.
本文提出了一种新的方法来规划机械超材料中沿任意轨迹的零能模式运动路径。超越以往局限于线性传播路径的研究,我们设计了具有独立可调的水平和垂直间距参数的链状连杆,以主动编码和控制沿用户定义的二维路径的孤子传播。我们的研究结果表明,几何调整不仅可以实现新的运动模式,还可以控制能量传输效率。使用有限粒子法模拟的孤子动力学验证了结构内的鲁棒运动和能量传递过程,并展示了沿着编程的螺旋和正弦路径成功传播。鳍状相位实现最佳效率,而路径像螺旋产生显著的能量权衡。我们的工作在设计拓扑保护,可重构机械系统方面取得了进展,为从软机器人到自适应结构系统的应用提供了有效的能量和运动传递的新方法。
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引用次数: 0
Spatially adaptable mechanical neural networks with multi fully connected layers 具有多全连通层的空间自适应机械神经网络
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-20 DOI: 10.1016/j.ijmecsci.2026.111283
Lizhuo Chen, Ning Chen, Jian Liu, Baizhan Xia
As space exploration advances, conventional circuits may fail in harsh magnetic environments, creating a demand for alternative computing systems. Aiming at the challenge that the structure of the mechanical neural network realizes the multi fully connected layers, a mechanical neural network made of cord and mechanical metamaterial is designed in this paper. This mechanical neural network information transmission is not restricted to a single direction, thereby exhibiting high spatial adaptability. It offers clear advantages in confined or embedded settings and supports compact, fully connected architectures for future miniaturization. In addition, modular design enables flexible assembly and system integration. In preliminary tests, the developed mechanical neural network can solve the problem of handwritten digit multi-classification based on multi-layer connection, and it is proved to have high spatial adaptability. The mechanical neural network can transmit signals between layers flexibly. This work paves the way for compact multi-layer mechanical neural networks with a wide range of applications in the complex environment like future outer space fields.
随着太空探索的进展,传统电路可能会在恶劣的磁性环境中失效,这就产生了对替代计算系统的需求。针对机械神经网络结构实现多层全连接的挑战,本文设计了一种由绳索和机械超材料构成的机械神经网络。这种机械神经网络的信息传递不局限于单一方向,具有较高的空间适应性。它在受限或嵌入式环境中具有明显的优势,并支持紧凑、完全连接的架构,以实现未来的小型化。此外,模块化设计实现了灵活的装配和系统集成。在初步测试中,所开发的机械神经网络能够解决基于多层连接的手写体数字多重分类问题,并具有较高的空间适应性。机械神经网络可以灵活地在层与层之间传递信号。该工作为紧凑的多层机械神经网络在复杂环境下的广泛应用铺平了道路,如未来的外太空领域。
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引用次数: 0
Mechanical and thermal performance of functionally graded TPMS porous structures 功能梯度TPMS多孔结构的力学和热性能
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-28 DOI: 10.1016/j.ijmecsci.2026.111323
Shuai Chen , Shouning Deng , Jie Xu , Yanan Liu , Yunlong Chen , Xue Wan , Bing Wang , Linzhi Wu
Triply periodic minimal surface (TPMS) porous structures exhibit superior specific surface area, smooth geometry, and interconnected pore networks, which make them promising candidates for multifunctional applications such as lightweight energy absorption, thermal protection, and biomedical implants. However, systematic understanding of their coupled mechanical–thermal behavior and gradient design strategies remains limited. In this work, a comprehensive study on the mechanical and thermal performance of TPMS porous structures was conducted through parametric modeling, additive manufacturing (AM), finite element simulations, and experimental validation. Three representative TPMS configurations (Schwarz, Gyroid, and Diamond) were first constructed based on implicit equations, and Ti-6Al-4 V samples were fabricated using selective laser melting (SLM). Quasi-static compression tests and heat conduction experiments were performed to evaluate structural behavior, and the results were validated by finite element analysis. The effects of cell size, volume fraction, and structural type on compressive modulus, yield strength, and equivalent thermal conductivity were systematically revealed. Furthermore, functionally graded TPMS structures were proposed using one-dimensional gradients and fusion-transition strategies based on linear, sinusoidal, and power functions. Simulation results demonstrated that gradient configurations enable smooth variation in stiffness, strength, and thermal conductivity, providing superior tunability compared to uniform structures. The comparative analysis highlighted the potential of fusion-transition designs to overcome strength–thermal trade-offs and achieve customized multifunctional performance. This study establishes a theoretical and experimental foundation for the design of TPMS gradient porous structures, offering valuable guidance for the development of next-generation lightweight, load-bearing, and thermally efficient composite systems.
三周期最小表面(TPMS)多孔结构具有优越的比表面积,光滑的几何形状和相互连接的孔隙网络,使其成为多功能应用的有希望的候选者,如轻质能量吸收,热防护和生物医学植入物。然而,对其耦合力学-热行为和梯度设计策略的系统理解仍然有限。本文通过参数化建模、增材制造(AM)、有限元模拟和实验验证等方法,对TPMS多孔结构的力学和热性能进行了全面研究。首先基于隐式方程构建了三种具有代表性的TPMS构型(Schwarz、Gyroid和Diamond),并采用选择性激光熔化(SLM)法制备了ti - 6al - 4v样品。通过准静态压缩试验和热传导试验对结构性能进行了评价,并通过有限元分析对结果进行了验证。系统地揭示了胞体尺寸、体积分数和结构类型对压缩模量、屈服强度和等效导热系数的影响。此外,利用一维梯度和基于线性、正弦和幂函数的融合跃迁策略,提出了功能梯度TPMS结构。仿真结果表明,梯度结构能够在刚度、强度和导热系数方面实现平滑变化,与均匀结构相比,具有优越的可调性。对比分析强调了融合转换设计在克服强度-热权衡和实现定制多功能性能方面的潜力。本研究为TPMS梯度多孔结构的设计奠定了理论和实验基础,为开发下一代轻质、承载、热效率高的复合材料体系提供了有价值的指导。
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引用次数: 0
High-temperature fatigue curve estimation and random vibration fatigue failure 高温疲劳曲线估计与随机振动疲劳失效
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-27 DOI: 10.1016/j.ijmecsci.2026.111318
Zhiyong Qiu , Huan He , Linfeng Qu , Huyin Wang
High-temperature random vibration fatigue is a critical cause of aerospace structural failure, while obtaining high-temperature fatigue curves (S-N curves) remains time-consuming and costly. Thus, a novel and engineering-oriented estimation approach is proposed to predict fatigue strength and high-cycle S-N curves of metallic materials over a wide temperature range. The method requires only room-temperature S-N curve data and limited tensile and yield strengths at multiple temperatures, to establish a direct quantitative relationship between mechanical property degradation and fatigue behavior. The approach was validated through literature data and high-temperature random vibration fatigue tests on TA15 titanium alloy. The results confirm its accuracy and generality, demonstrating that fatigue strength decreases non-linearly with temperature and is strongly correlated with mechanical properties. The predicted high-temperature S-N curves of TA15, applied to fatigue life prediction, showed good agreement with experimental data, confirming the method’s predictive reliability. Further investigations reveal that, under high-temperature random vibration, both stress and velocity response power spectral densities shift toward lower frequencies while maintaining their overall spectral shapes. The combined effects of temperature-dependent stiffness degradation, modal damping, and excitation spectrum distribution lead to a non-monotonic variation in fatigue life with temperature. A moderate temperature rise improves fatigue life owing to higher damping, whereas further heating reduces it as stiffness degradation dominates. This paper presents an efficient, experimentally validated framework for estimating temperature-dependent S-N curves that markedly reduces high-temperature fatigue testing costs. It provides theoretical and engineering guidance for fatigue design and durability assessment of aerospace structures under thermal-vibrational coupling conditions.
高温随机振动疲劳是航空航天结构失效的重要原因,而获取高温疲劳曲线(S-N曲线)耗时且成本高。因此,提出了一种新的工程化估计方法来预测金属材料在宽温度范围内的疲劳强度和高周S-N曲线。该方法只需要室温S-N曲线数据和多个温度下的有限拉伸强度和屈服强度,就可以建立力学性能退化与疲劳行为之间的直接定量关系。通过文献数据和TA15钛合金高温随机振动疲劳试验对该方法进行了验证。结果表明,疲劳强度随温度的变化呈非线性变化,且与力学性能有较强的相关性。将预测的TA15高温S-N曲线应用于疲劳寿命预测,结果与实验数据吻合较好,验证了该方法预测的可靠性。进一步的研究表明,在高温随机振动下,应力和速度响应功率谱密度在保持其整体频谱形状的同时向低频偏移。温度相关的刚度退化、模态阻尼和激励谱分布的综合影响导致疲劳寿命随温度的非单调变化。由于较高的阻尼,适度的温升提高了疲劳寿命,而进一步加热会降低疲劳寿命,因为刚度退化占主导地位。本文提出了一个有效的、经过实验验证的框架,用于估计温度相关的S-N曲线,显著降低了高温疲劳测试成本。为热-振动耦合条件下航空航天结构的疲劳设计和耐久性评估提供理论和工程指导。
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引用次数: 0
New fracture criterion for spot welds of advanced high-strength steels 先进高强钢点焊断裂新准则
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-27 DOI: 10.1016/j.ijmecsci.2026.111315
Heng Feng , Christopher DiGiovanni , Cael Johnston , Jidong Kang , Hassan Ghassemi-Armaki , Tingting Zhang , Kaan Inal
Resistance spot welds of advanced high strength steel (AHSSs) are susceptible to various fracture modes associated with distinct fracture paths leading to different loading capacity. To better predict the potential fracture modes and loading capacity of AHSS welds, a new force-based fracture criterion was developed based on the material strength of different regions in the welds together with identification of potential fracture paths. The established fracture criterion is then implemented into finite element (FE) models with the nugget simplification as a beam element in LS-Dyna. To be specific, the dissimilar spot weld stack-ups of Gen3 1180 steel and LCE 1000 steel sheets are investigated. The proposed model is validated by tests of coach peel, tensile shear, and KSII with different loading orientations. The model also predicts the transition of the fracture modes well, particularly when altering the welding procedure to vary the nugget size or microstructure of the heat affected zone (HAZ). Further, it is revealed that using the average material properties across the entire HAZ instead of the distinct HAZ regions, the model still accurately predicts the fracture modes and load capacity of the spot welds.
高级高强度钢电阻点焊具有多种断裂模式,其断裂路径不同,承载能力也不同。为了更好地预测AHSS焊缝的潜在断裂模式和承载能力,基于焊缝不同区域的材料强度,提出了一种新的基于力的断裂准则,并对潜在断裂路径进行了识别。将建立的断裂准则应用到LS-Dyna中以核块简化为梁单元的有限元模型中。具体研究了Gen3 1180钢板与LCE 1000钢板点焊堆焊的差异。通过不同加载方向的车厢剥离、拉伸剪切和KSII试验验证了该模型的有效性。该模型还能很好地预测断裂模式的转变,特别是当改变焊接工艺以改变熔核尺寸或热影响区(HAZ)的显微组织时。此外,该模型使用整个HAZ的平均材料性能,而不是单独的HAZ区域,仍然可以准确地预测点焊的断裂模式和承载能力。
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引用次数: 0
Panel-driven actuation framework for curved-crease origami 曲面折纸的面板驱动驱动框架
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-27 DOI: 10.1016/j.ijmecsci.2026.111312
Sibo Chai , Yan Chen , Zhong You , Jiayao Ma
Curved-crease origami utilizes coupled folding of creases and bending of panels to realize morphable shapes and programmable mechanical properties. Actuation based on stimuli-responsive materials can achieve effective folding/unfolding of origami structures and metamaterials without bulky mechanical loading systems, but the traditional strategy for straight-crease origami that relies on folding of active creases cannot accommodate the panel-bending-dominated deformation of curved-crease origami. In this work, a novel panel-driven actuation method is proposed, which enables active folding of curved-crease origami with large folding ratios and allows for programmable final configurations through the control of generators. Specifically, the geometric model and folding kinematics for general curved-crease origami are first established. Actuators are then incorporated into the panels, and it is demonstrated that actuation efficiency is maximized when the actuators are aligned perpendicular to the generators. Subsequently, the structure is discretized into finite crease-generator elements, and the equilibrium relationship between actuation strain and folding angle is derived using the minimum energy principle. Moreover, by continuously varying actuator width or strain along the elements, two strategies of programmable-width actuation and programmable-strain actuation are proposed to adjust curvature and program 3D morphing shapes, including planar arcs, planar spirals, and spatial spirals that deviate from natural energy-minimizing paths, which are validated through experiments using thermally responsive bimetal and numerical simulation. Compared with the crease-driven method, the panel-driven one can achieve large-scale folding of curved-crease origami structures with relatively small actuation strains, making it suitable for most existing active materials. Therefore, this work provides a theoretical framework for active folding of curved-crease origami.
弯曲折纸利用折痕的耦合折叠和面板的弯曲来实现可变形的形状和可编程的力学性能。基于刺激响应材料的驱动可以在不需要庞大的机械加载系统的情况下实现折纸结构和超材料的有效折叠/展开,但传统的直折纸策略依赖于主动折痕的折叠,无法适应弯曲折纸中以面板弯曲为主的变形。本文提出了一种新颖的面板驱动驱动方法,该方法可以实现大折痕比曲线折纸的主动折叠,并通过控制生成器实现可编程的最终构型。具体地说,首先建立了一般曲线折纸的几何模型和折叠运动学。然后将致动器合并到面板中,并证明了当致动器与发电机垂直对齐时,致动效率最大化。随后,将结构离散为有限的折痕产生单元,利用最小能量原理推导出驱动应变与折痕角之间的平衡关系。此外,通过连续改变驱动器宽度或应变,提出了可编程宽度驱动和可编程应变驱动两种策略来调整曲率和编程三维变形形状,包括平面弧形、平面螺旋形和偏离自然能量最小路径的空间螺旋形,并通过热响应双金属实验和数值模拟进行了验证。与折痕驱动方法相比,面板驱动方法可以在较小的驱动应变下实现曲线折痕折纸结构的大规模折叠,适用于大多数现有活性材料。因此,本研究为曲折痕折纸的主动折叠提供了理论框架。
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引用次数: 0
Semi-analytical model and underwater vibro-acoustic analysis of ABH-PSD composite plates ABH-PSD复合材料半解析模型及水下振声分析
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-30 DOI: 10.1016/j.ijmecsci.2026.111325
Tianhao Wang , Tiangui Ye , Yukun Chen , Yukun Li , Guoyong Jin , Xinyu Jia
This study develops a semi-analytical reduced-order modeling framework for the underwater vibro-acoustic analysis of acoustic black hole-piezoelectric shunt damping (ABH-PSD) composite plates submerged in a semi-infinite heavy fluid. A variable-fidelity projection-based model order reduction (MOR) strategy is proposed by exploiting the intrinsic difference between the highly localized structural response induced by the ABH and the spatially smooth acoustic field, enabling efficient and accurate fluid-structure coupling. The partition collocation points method (PCPM) is incorporated to avoid the direct evaluation of frequency-dependent singular quadruple integrals arising from the Rayleigh radiation formulation. The model is validated against finite element method (FEM) simulations and available experimental data, demonstrating excellent accuracy while achieving an approximate 90% reduction in the computational cost of the acoustic subproblem. Based on this framework, systematic underwater parametric investigations of ABH plates are conducted, revealing the dominant role of the ABH indentation radius in modal redistribution and the associated low-frequency mode clustering under heavy fluid loading. Furthermore, the integration of PSD, particularly through parallel and series negative-capacitance resistive-inductive (PNCRL and SNCRL) circuits, provides substantial low-frequency vibro-acoustic suppression, with maximum reductions of 18.4 dB in mean-square velocity level (MVL) and 18.1 dB in sound pressure level (SPL) at the fundamental mode. Comparison with equal-areal-density plates reveals a clear synergistic vibro-acoustic suppression mechanism, in which the ABH concentrates vibrational energy into the piezoelectric region, while the shunt circuit efficiently dissipates the concentrated energy, offering an effective strategy for lightweight underwater structures with enhanced low-frequency vibro-acoustic stealth performance.
研究了半无限重流体中声学黑洞-压电分流阻尼(ABH-PSD)复合材料水下振声分析的半解析化降阶建模框架。利用ABH引起的高度局域结构响应与空间光滑声场之间的内在差异,提出了一种基于变保真度投影的模型降阶策略,实现了高效、精确的流固耦合。为了避免瑞利辐射公式中频率相关的奇异四重积分的直接求值,引入了配点法。该模型通过有限元法(FEM)模拟和现有实验数据进行了验证,显示出优异的精度,同时将声学子问题的计算成本降低了约90%。基于此框架,对ABH板进行了系统的水下参数研究,揭示了在大流体载荷下ABH压痕半径对模态重分布和相关低频模态聚类的主导作用。此外,PSD的集成,特别是通过并联和串联负电容电阻-电感(PNCRL和SNCRL)电路,提供了大量的低频振声抑制,在基模时均方速度级(MVL)和声压级(SPL)最大降低18.4 dB。通过与等面密度板的对比,揭示了ABH将振动能量集中到压电区,分流电路将集中能量有效耗散的协同抑振声机制,为增强水下结构低频振声隐身性能的轻量化提供了有效策略。
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引用次数: 0
Failure mechanisms and resolution in deep energy method 深能量法失效机理及解决方法
IF 9.4 1区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2026-03-01 Epub Date: 2026-01-16 DOI: 10.1016/j.ijmecsci.2026.111278
Xi Wang , Jidong Zhao , Zhen-Yu Yin , Xiaoying Zhuang
The deep energy/Ritz method (DEM/DRM) offers advantages over physics-informed neural networks (PINNs), including reduced derivative orders and accelerated training. However, DEM encounters critical failure modes in both forward and inverse analyses, with underlying mechanisms and robust remedies remaining underexplored. To our knowledge, this work presents the first formal analysis that systematically identifies two distinct DEM failure modes, forward divergence and inverse collapse, and establishes their root causes along with sound countermeasures. In forward analysis, DEM training may diverge due to artificial energy minimization, where abrupt loss reductions below the physically admissible minimum occur with catastrophic errors, which are thermodynamically infeasible but remain unclarified. We prove that this stems from numerical integration inaccuracies in neural network representations, inducing pathological overfitting with escalating complexity. In inverse problems involving unknown material parameters or Neumann boundary conditions, we reveal that DEM fails because its variational formulation with respect to such unknown parameters is not well defined. To overcome these limitations, we propose a novel Energy-Informed Neural Operator Network (EINO), integrating a new regularization technique. Our framework incorporates: (1) a finite-element-informed regularization that lower-bounds the loss by the ground-truth FEM energy to ensure stability, and (2) a deep operator architecture with two-stage training that reconstructs unknown parameters/boundary conditions by embedding inverse constraints. Comprehensive benchmarks on 2D/3D linear/nonlinear solid mechanics and diffusion problems confirm EINO’s superiority over DEM. EINO resolves forward divergence even on very coarse meshes and achieves substantially lower parameter errors in inverse discovery (e.g., <2% relative error under 200% Gaussian noise). The elucidated failure mechanisms and the EINO framework collectively promote physics-constrained learning for surrogate modeling and inverse uncertainty quantification, minimizing the reliance on labeled data.
深度能量/Ritz方法(DEM/DRM)比物理信息神经网络(pinn)具有优势,包括减少导数阶数和加速训练。然而,在正演和逆向分析中,DEM都遇到了关键的失效模式,其潜在机制和强有力的补救措施仍未得到充分探索。据我们所知,这项工作首次提出了正式的分析,系统地确定了两种不同的DEM失效模式,即正向发散和反向崩溃,并确定了它们的根本原因以及合理的对策。在正演分析中,由于人为的能量最小化,DEM训练可能会出现偏差,其中损失突然降低到物理上可接受的最小值以下,并伴有灾难性误差,这在热力学上是不可行的,但仍未澄清。我们证明,这源于神经网络表示中的数值积分不准确,导致复杂性不断上升的病态过拟合。在涉及未知材料参数或诺伊曼边界条件的反问题中,我们发现DEM失败是因为其关于这些未知参数的变分公式没有很好地定义。为了克服这些限制,我们提出了一种新的能量信息神经算子网络(EINO),集成了一种新的正则化技术。我们的框架包含:(1)基于有限元的正则化,该正则化通过实相FEM能量降低损失以确保稳定性;(2)具有两阶段训练的深度算子架构,该架构通过嵌入逆约束来重建未知参数/边界条件。对二维/三维线性/非线性固体力学和扩散问题的综合基准测试证实了EINO优于DEM。EINO即使在非常粗糙的网格上也能解决前向发散问题,并且在逆发现中实现了更低的参数误差(例如,在200%高斯噪声下,相对误差为<;2%)。阐明的失效机制和EINO框架共同促进了物理约束学习的代理建模和逆不确定性量化,最大限度地减少了对标记数据的依赖。
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引用次数: 0
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International Journal of Mechanical Sciences
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