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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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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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 CNN-PINN-DRL driven method for shape optimization of airfoils by Ying Yuan Liu, Jian Xiong Shen, Ping Ping Yang, Xin Wen Yang

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Health assessment of a brushless direct current motor stator using a physics-informed long short-term memory network by Yi Ren, Runfei Yi, Zhaoxin Lian, Quan Xia, Dezhen Yang, Bo Sun, Qiang Feng

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Hybrid CFD PINN FSI Simulation in Coronary Artery Trees by Nursultan Alzhanov, Eddie Y. K. Ng, Yong Zhao

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Modeling transient mixed flows in sewer systems with data fusion via physics-informed machine learning by Shixun Li, Wenchong Tian, Hexiang Yan, Wei Zeng, Tao Tao, Kunlun Xin

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Physics Informed Neural Networks for Modeling Large-Scale Wind Driven Ocean Circulation by Boohyun An, Mohammad Z. Shanti, Chan Yeob Yeun, Ernesto Damiani, Sungmun Lee, Tae-Yeon Kim

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Magnetic Resonance Spectroscopy (MRS) transforming multiple sclerosis (MS) diagnosis by Landoline Bonnin, Pascal Bourdon, Carole Guillevin, Remy Guillevin, Clement Giraud, Christine Fernandez-Maloigne

Subjects: “…Physics Informed Neural Network…”
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Geophysical Frequency Domain Electromagnetic Field Simulation Using Physics-Informed Neural Network by Bochen Wang, Zhenwei Guo, Jianxin Liu, Yanyi Wang, Fansheng Xiong

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A holistic physics-informed neural network solution for precise destruction of breast tumors using focused ultrasound on a realistic breast model by Salman Lari, Hossein Rajabzadeh, Mohammad Kohandel, Hyock Ju Kwon

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Point neuron learning: a new physics-informed neural network architecture by Hanwen Bi, Thushara D. Abhayapala

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Physics-Informed Neural Network-Based Input Shaping for Vibration Suppression of Flexible Single-Link Robots by Tingfeng Li, Tengfei Xiao

Subjects: “…physics-informed neural network (PINN)…”
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Surface Profile Recovery from Electromagnetic Fields with Physics-Informed Neural Networks by Yuxuan Chen, Ce Wang, Yuan Hui, Nirav Vasant Shah, Mark Spivack

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Optimising Physics-Informed Neural Network Solvers for Turbulence Modelling: A Study on Solver Constraints Against a Data-Driven Approach by William Fox, Bharath Sharma, Jianhua Chen, Marco Castellani, Daniel M. Espino

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Research on temperature prediction model of molten steel of tundish in continuous casting by Bowen Dong, Wu Lv, Zhi Xie

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A Navier–Stokes-Informed Neural Network for Simulating the Flow Behavior of Flowable Cement Paste in 3D Concrete Printing by Tianjie Zhang, Donglei Wang, Yang Lu

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Physics-Informed Neural Network for Solving a One-Dimensional Solid Mechanics Problem by Vishal Singh, Dineshkumar Harursampath, Sharanjeet Dhawan, Manoj Sahni, Sahaj Saxena, Rajnish Mallick

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