On the Neural Network Solution of One-Dimensional Wave Problem by Aditya Firman Ihsan

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Application of physics-informed neural network in the analysis of hydrodynamic lubrication by Yang Zhao, Liang Guo, Patrick Pat Lam Wong

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A Compact Memristor Model Based on Physics-Informed Neural Networks by Younghyun Lee, Kyeongmin Kim, Jonghwan Lee

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Solving Steady-state Mono-energy Neutron Diffusion Solution Set with Parameterized Physics-informed Neural Network by XIE Yuchen, MA Yu, WANG Yahui

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Leveraging physics-informed neural computing for transport simulations of nuclear fusion plasmas by J. Seo, I.H. Kim, H. Nam

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General implementation of quantum physics-informed neural networks by Shashank Reddy Vadyala, Sai Nethra Betgeri

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A Physics-Informed Machine Learning Approach for Estimating Lithium-Ion Battery Temperature by Gyouho Cho, Mengqi Wang, Youngki Kim, Jaerock Kwon, Wencong Su

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Uniform Physics Informed Neural Network Framework for Microgrid and Its Application in Voltage Stability Analysis by Renhai Feng, Khan Wajid, Muhammad Faheem, Jiang Wang, Fazal E. Subhan, Muhammad Shoaib Bhutta

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Strategies for multi-case physics-informed neural networks for tube flows: a study using 2D flow scenarios by Hong Shen Wong, Wei Xuan Chan, Bing Huan Li, Choon Hwai Yap

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Physics-informed shape optimization using coordinate projection by Zhizhou Zhang, Chungwei Lin, Bingnan Wang

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Neural Network Reconstruction of Plasma Space-Time by C. Bard, J.C. Dorelli

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Development in metal multiaxial fatigue life prediction based on physics-informed neural network by ZHANG Zhuanli, SUN Xingyue, CHEN Xu

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A general strategy for improving the performance of PINNs -- Analytical gradients and advanced optimizers in the NeuralSchrödinger framework by Jakob Gamper, Hans Georg Gallmetzer, Alexander K.H. Weiss, Thomas S. Hofer

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Physics-Informed Neural Networks for the Condition Monitoring of Rotating Shafts by Marc Parziale, Luca Lomazzi, Marco Giglio, Francesco Cadini

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Physics Informed Neural Networks (PINN) for Low Snr Magnetic Resonance Electrical Properties Tomography (MREPT) by Adan Jafet Garcia Inda, Shao Ying Huang, Nevrez İmamoğlu, Ruian Qin, Tianyi Yang, Tiao Chen, Zilong Yuan, Wenwei Yu

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A Novel Ionospheric Inversion Model: PINN‐SAMI3 (Physics Informed Neural Network Based on SAMI3) by Jiayu Ma, Haiyang Fu, J. D. Huba, Yaqiu Jin

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A Preliminary Study on the Resolution of Electro-Thermal Multi-Physics Coupling Problem Using Physics-Informed Neural Network (PINN) by Yaoyao Ma, Xiaoyu Xu, Shuai Yan, Zhuoxiang Ren

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Geometry aware physics informed neural network surrogate for solving Navier–Stokes equation (GAPINN) by Jan Oldenburg, Finja Borowski, Alper Öner, Klaus-Peter Schmitz, Michael Stiehm

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Physics-informed neural networks for low Reynolds number flows over cylinder by Ang, Elijah Hao Wei, Wang, Guangjian, Ng, Bing Feng

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Optimizing Aircraft Route Planning Based on Data-Driven and Physics-Informed Wind Field Predictions by Jieying Ma, Pengyu Xiang, Qinghe Yao, Zichao Jiang, Jiayao Huang, Hejie Li

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