001 A unified causality-enhanced separable physics-informed neural network for predicting beam and plate dynamics Semantic Scholar Paper A. Stamou, Taniya Kapoor et al. Oct 1 002 PM-SSL: Physics-guided multimodal self-supervised learning for lithology identification with scarce labels Semantic Scholar Paper Qingwei Pang, Qingyu Pang et al. Oct 1 003 Physics-Informed Multi-Fidelity Neural Network with Fourier features for three-dimensional flow field reconstruction in planar cascades Semantic Scholar Paper Pu Zhao, Zhigang Liu et al. Oct 1 004 Physics-guided residual learning framework for aftershock time history prediction using mainshock acceleration data Semantic Scholar Paper Mengdie Chen, N Time et al. Oct 1 005 Prediction of monthly Arctic sea ice concentration using physics-constrained U2-Net Semantic Scholar Paper Mingtao Liu, Xin Liu et al. Oct 1 006 Reinforcement learning-enhanced barrier function super-twisting sliding mode control for bidirectional electric vehicle charging with superconducting magnetic energy storage Semantic Scholar Paper Omar Zeb, Iftikhar Ahmad et al. Oct 1 007 Automated generation and surrogate modeling of 3D urban wind simulation based on physics-informed graph neural networks: a two-stage framework Semantic Scholar Paper Sihao Li, Yangze Liang et al. Sep 1 008 Boundary Region Reinforcement Physics-Informed Neural Networks for solving partial differential equations Semantic Scholar Paper Shengtai Yao, Weifeng Huang et al. Sep 1 009 Bridging data scarcity in coastal risk forecasting through physics-informed transfer learning and fuzzy decision support Semantic Scholar Paper M. Nikoo, Mohamad Hosein Seyed-Djawadi et al. Sep 1 010 Complex-valued optoelectronic hybrid neural networks for image classification based on optical 4F systems Semantic Scholar Paper Xinyang Tang, Shuaijun Yu et al. Sep 1 011 Data-driven bubble transport prediction and uncertainty quantification in lead-cooled fast reactor based on attentional feature fusion Semantic Scholar Paper Longcong Wang, K. Dong et al. Sep 1 012 DualNet: A weight-coupled neural network framework for stable physics-informed learning with order reduction Semantic Scholar Paper Yong Yang, Haibin Li Sep 1 013 High-dimensional design of kirigami patches metamaterials using physics-based machine learning with uncertainty quantification Semantic Scholar Paper Jinyang Li, Jyotshna Bali et al. Sep 1 014 Mechanism-Driven vs. Data-Driven: A comparison of physics-informed bayesian estimation and deep learning models for EPB shield chamber pressure forecasting Semantic Scholar Paper Tong Yin, Yeting Zhu et al. Sep 1 015 Multi-objective differential evolution algorithm based on partial reinforcement learning intelligence for engineering design problems and physics-informed neural networks Semantic Scholar Paper Jianqiang Yang, Fu Yan et al. Sep 1 016 Neural network-driven inverse design of a two-dimensional photonic crystal waveguide with a 90-degree bend for low-loss and broadband transmission in telecommunication bands Semantic Scholar Paper Yuan Xu, Hao Wang et al. Sep 1 017 Physics-embedded unsupervised adaptive classification of Lennard-Jones-Gauss potentials Semantic Scholar Paper Zijian Mei, Yang Huang et al. Sep 1 018 Physics-guided machine learning for real-time multi-component inertia estimation in renewable-dominated microgrids Semantic Scholar Paper Ravi Sharma, Mukhtiar Singh Sep 1 019 Physics-informed belief rule base with high interpretability model for complex mechatronic system performance evaluation considering intermittent power Semantic Scholar Paper Qiangqiang He, Zhichao Feng et al. Sep 1 020 Physics-informed neural networks and monocular vision for kinematics analysis: Application to table tennis Semantic Scholar Paper Zaineb Chiha, Renaud Péteri et al. Sep 1 021 Physics-informed surrogate modeling for hydrogen production in plastic waste gasification Semantic Scholar Paper Junhyeok Son, Hyojin Jung et al. Sep 1 022 Porosity prediction in laser beam welding with a multimodal physics-informed machine learning framework Semantic Scholar Paper Xiangmeng Meng, M. Bachmann et al. Sep 1 023 Process-conditioned transmission electron microscopy image generation from optical critical dimension metrology Semantic Scholar Paper Kun Jeong, S. Kim Sep 1 024 Quantifying physics-informed causal pathways in flow-induced vibration heat transfer enhancement through spectral dynamics and mediation analysis Semantic Scholar Paper Xiaohang Qu, Pengjiang Guo et al. Sep 1 025 Real-time non-iterative component-level modeling of aero-engines using physics-informed neural networks Semantic Scholar Paper Jincen Jiang, Xiting Wang et al. Sep 1 026 Reconstructing 3D reality in tunnels with unlit or low light using composite Gaussian filtering Semantic Scholar Paper Yongqiang Yu, Cong Guo et al. Sep 1 027 Remaining useful life prediction of lithium-ion batteries by physics-interpretable enhanced electrochemical features and adaptive spline modeling based on TCN-KAN Semantic Scholar Paper Xiaoli Zhang, Jie Lv et al. Sep 1 028 Respecting causality segmental time-domain training accelerates physics-informed DeepONet on time-dependent PDEs Semantic Scholar Paper Andong Cong, Shijun Wang et al. Sep 1 029 Spectral-aware contrastive learning for sample-efficient quantum architecture search Semantic Scholar Paper Zhimin He, Hongxiang Chen et al. Sep 1 030 TL-QCHResnet: Quantum transfer learning based on heart rate variability data Semantic Scholar Paper Ziwen Zhu, Ri-gui Zhou Sep 1 031 Toward ahead prediction of molten pool penetration states in laser welding via physics-informed spatiotemporal learning Semantic Scholar Paper Yujie Deng, Leshi Shu et al. Sep 1 032 Variational energy-embedded multiphysics informed neural network framework for nonlinear bending, free vibration, and buckling of magneto-electro-elastic plates Semantic Scholar Paper D. Ly, Tram-Ngoc Bui et al. Sep 1 033 VooPINN: Physics-informed neural network with variable-order operator for forward and inverse problems of time fractional partial differential equations Semantic Scholar Paper Wenkai Liu, Yang Liu Sep 1 034 DSPIGCN: Dual-stream Physics-informed Graph Convolutional Network for Reliable Pedestrian Trajectory Prediction Semantic Scholar Paper Runkang Guo, Bin Chen et al. Aug 9 035 Physics-enhanced Neural Operator: An Application in Simulating Turbulent Transport Semantic Scholar Paper Shengyu Chen, P. Givi et al. Aug 9 036 QuaMap: A Multi-Backend Benchmark Dataset for Quantum Circuit Mapping and Learning-Based Compiler Evaluation Semantic Scholar Paper Ziming Zhao, Tingting Li et al. Aug 9 037 StormMind: Disentangled Layerwise Modeling for Convective Weather Systems Semantic Scholar Paper Jun Chen, Minghui Qiu et al. Aug 9 038 A Mixture of Physics-Informed Expert system for robust prediction of concrete failure behavior under high impact loads Semantic Scholar Paper Haitao Zhao, Zihan Chen et al. Aug 1 039 A novel Adaptive Loss Weighting-Gradient-Based Attention framework for Physics-Informed Neural Networks in flow simulation Semantic Scholar Paper M. S. Sisodia, V. Padhy Aug 1 040 A novel physics-constrained deep learning framework for the inverse design of assembly contact interfaces Semantic Scholar Paper Lifei Chen, Q. Lin et al. Aug 1 041 A physics-informed neural network approach for marine turbocharger performance evaluation in ocean-going vessels: Under incomplete parameter conditions Semantic Scholar Paper Tianfeng Fang, Han Zheng et al. Aug 1 042 A whole-life fatigue crack growth rate prediction method based on active learning and physics-informed loss Semantic Scholar Paper Qixuan Zhang, Wei Zhang et al. Aug 1 043 A zero-fault sample diagnosis method of rolling bearings via dynamic model and physics-guided neural network Semantic Scholar Paper Yingxue Chen, Jinhan Feng et al. Aug 1 044 Artificial intelligence-based heliostat characterisation through synthetic data Semantic Scholar Paper J. García-Moreno, K. Milidonis et al. Aug 1 045 Autoencoder: An efficient inverse design method for gallium nitride high electron mobility transistor structures Semantic Scholar Paper Yan Pang, Meilan Hao et al. Aug 1 046 Basement depth estimation from gravity data using Physics-Guided Neural Networks and its comparison with data driven deep learning Semantic Scholar Paper Kuldeep Sarkar, Nimatullah et al. Aug 1 047 Deep learning-based dynamic space diversity for microwave backhaul links Semantic Scholar Paper Soleyman Nezhadbasaidu, Samira Noferesti et al. Aug 1 048 Explainable optical information flow neural network Semantic Scholar Paper Xu Xiao, Yanbing Lin et al. Aug 1 049 Hybrid physics-informed machine learning and nanobiosensing strategies for precision liver cancer diagnostics Semantic Scholar Paper Abbas Rahdar, Salar Mohammadi Shabestari et al. Aug 1 050 MN-PINN: Physics-informed neural network for dynamic simulation of vehicle-bridge systems Semantic Scholar Paper Huile Li, Kuan-Wei Tang et al. Aug 1 051 Nonlinear multi-field coupling analysis and prediction of thermo-mechanical response of oil shale under microwave heating using physics-informed neural network Semantic Scholar Paper Yao Cheng, Yinlong Zhu et al. Aug 1 052 Orthogonal momentum progressive subnetwork representation learning with feature fusion for surface wave radar target detection Semantic Scholar Paper Yao Lu, Gangsheng Li et al. Aug 1 053 Physics-informed neural network modeling for digital control of pneumatic systems with binary valve inputs and adaptive parameter identification Semantic Scholar Paper Tingting Yuan, H. Du et al. Aug 1 054 Pore pressure prediction method based on quantum support vector regression Semantic Scholar Paper Xingye Liu, Bing Liu et al. Aug 1 055 Resilient control of cloud-based intelligent connected vehicle under hybrid cyber attacks: A physics-guided reinforcement learning control approach Semantic Scholar Paper Chuanlin He, Xing Xu et al. Aug 1 056 Surrogate modeling of inductance in axial active magnetic bearings using data-driven and physics-informed neural networks Semantic Scholar Paper Jawad Tariq, Sadjad Madanzadeh et al. Aug 1 057 Thermal behavior of magnetohydrodynamic nanofluid flow induced by Cilia pumping and electroosmosis using a Levenberg-Marquardt neural network with stability assessment Semantic Scholar Paper A. Imran, Muhammad Zeb et al. Aug 1 058 Walking the energy lines: Physics-inspired fuzzy self-ensembling for medical image classification Semantic Scholar Paper Saurabh Sharma, Atul Kumar et al. Aug 1 059 Interface Defects and Recombination in HTL-Free and Bilayer Cs2SnI6 Perovskite Solar Cells: Numerical Modeling and Machine Learning Analysis. Semantic Scholar Paper Md Zannatul Arif, Guobing Zhou et al. Jul 20 060 Physical Self-Supervised Learning: IMU Sensing without Manual Labels arXiv Paper Yuyang Leng, Renyuan Liu et al. Jul 20