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Hyogu Jeong

queensland university of technology

12H-index
27Paper Count
559Citation Count
Published Papers 12
Publication Date
A novel Sigmexd activation function to enhance Physics-Informed Neural Networks (PINNs) for differential equations with a perspective on the role of activation functions in PINNs
err2025-12-08
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errOAAI
errManoj Kurukulasuriya; Chanaka Batuwatta-Gamage; Chaminda Karunasena; Hyogu Jeong; Kalani Ranathunga; Charith Rathnayaka; YuanTong Gu
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Fourier feature embedded physics-informed neural network-based topology optimization (FF-PINNTO) framework for geometrically nonlinear structures
err2025-08-02
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errOAAI
errHyogu Jeong; Jinshuai Bai; Chanaka Batuwatta-Gamage; Zachary J. Wegert; Connor N. Mallon; Vivien J. Challis; Yilin Gui; YuanTong Gu
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Towards the future of physics- and data-guided AI frameworks in computational mechanics
err2025-07-09
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PREAI
errJinshuai Bai; Yizheng Wang; Hyogu Jeong; Shiyuan Chu; Qingxia Wang; Laith Alzubaidi; Xiaoying Zhuang; Timon Rabczuk; Yi Min Xie; Xi-Qiao Feng; Yuantong Gu
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An advanced physics-informed neural network-based framework for nonlinear and complex topology optimization
err2025-01-01
err5
errOAAI
errJeong, Hyogu; Batuwatta-Gamage, Chanaka; Bai, Jinshuai; Rathnayaka, Charith; Zhou, Ying; Gu, Yuantong
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A physics-informed neural network framework to investigate nonlinear and heterogenous shrinkage of drying plant cells
err2024-08-01
err3
errOAAI
errBatuwatta-Gamage, C. P.; Rathnayaka, C. M.; Karunasena, H. C. P.; Jeong, H.; Karim, M. A.; Gu, Y. T.
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A complete Physics-Informed Neural Network-based framework for structural topology optimization
err2023-12-01
err25
errOAAI
errJeong, Hyogu; Batuwatta-Gamage, Chanaka; Bai, Jinshuai; Xie, Yi Min; Rathnayaka, Charith; Zhou, Ying; Gu, Yuantong
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A Physics-Informed Neural Network-based Topology Optimization (PINNTO) framework for structural optimization
err2023-03-01
err61
errOAAI
errJeong, Hyogu; Bai, Jinshuai; Batuwatta-Gamage, C. P.; Rathnayaka, Charith; Zhou, Ying; Gu, YuanTong
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Pore-scale modeling of multiphase flow in porous media using a conditional generative adversarial network (cGAN)
err2022-12-15
err11
errOAAI
errWang, Zhongzheng; Jeong, Hyogu; Gan, Yixiang; Pereira, Jean-Michel; Gu, Yuantong; Sauret, Emilie
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A physics-informed neural network-based surrogate framework to predict moisture concentration and shrinkage of a plant cell during drying
err2022-11-01
err27
PREAI
errBatuwatta-Gamage, C. P.; Rathnayaka, C. M.; Karunasena, H. C. P.; Wijerathne, W. D. C. C.; Jeong, H.; Welsh, Z. G.; Karim, M. A.; Gu, Y. T.
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A general Neural Particle Method for hydrodynamics modeling
err2022-04-01
err25
errOAAI
errBai, Jinshuai; Zhou, Ying; Ma, Yuwei; Jeong, Hyogu; Zhan, Haifei; Rathnayaka, Charith; Sauret, Emilie; Gu, Yuantong
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