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C

Chanaka Batuwatta-Gamage

Queensland University of Technology

9H指数
25论文数
479被引数
收录论文 7
发表时间
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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一种新颖的Sigmexd激活函数，用于增强物理信息神经网络（PINNs）求解微分方程，并从激活函数在PINNs中的作用角度进行探讨
errNeurocomputing
IF6.5
err2025-12-08
err0
errOAAI
errManoj Kurukulasuriya; Chanaka Batuwatta-Gamage; Chaminda Karunasena; Hyogu Jeong; Kalani Ranathunga; Charith Rathnayaka; YuanTong Gu
err分享
err收藏
Fourier feature embedded physics-informed neural network-based topology optimization (FF-PINNTO) framework for geometrically nonlinear structures基于傅里叶特征嵌入的物理信息神经网络拓扑优化（FF-PINNTO）框架，用于几何非线性结构
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-08-02
err0
errOAAI
errHyogu Jeong; Jinshuai Bai; Chanaka Batuwatta-Gamage; Zachary J. Wegert; Connor N. Mallon; Vivien J. Challis; Yilin Gui; YuanTong Gu
err分享
err收藏
An advanced physics-informed neural network-based framework for nonlinear and complex topology optimization基于高级物理信息的神经网络框架，用于非线性和复杂拓扑优化
errENGINEERING STRUCTURES
IF6.4
err2025-01-01
err5
errOAAI
errJeong, Hyogu; Batuwatta-Gamage, Chanaka; Bai, Jinshuai; Rathnayaka, Charith; Zhou, Ying; Gu, Yuantong
err分享
err收藏
A physics-informed neural network framework to investigate nonlinear and heterogenous shrinkage of drying plant cells
errINTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
IF9.4
err2024-08-01
err3
errOAAI
errBatuwatta-Gamage, C. P.; Rathnayaka, C. M.; Karunasena, H. C. P.; Jeong, H.; Karim, M. A.; Gu, Y. T.
err分享
err收藏
A complete Physics-Informed Neural Network-based framework for structural topology optimization一个完整的基于物理信息的神经网络结构拓扑优化框架
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2023-12-01
err25
errOAAI
errJeong, Hyogu; Batuwatta-Gamage, Chanaka; Bai, Jinshuai; Xie, Yi Min; Rathnayaka, Charith; Zhou, Ying; Gu, Yuantong
err分享
err收藏
A Physics-Informed Neural Network-based Topology Optimization (PINNTO) framework for structural optimization用于结构优化的基于物理信息的神经网络的拓扑优化 (PINNTO) 框架
errENGINEERING STRUCTURES
IF6.4
err2023-03-01
err61
errOAAI
errJeong, Hyogu; Bai, Jinshuai; Batuwatta-Gamage, C. P.; Rathnayaka, Charith; Zhou, Ying; Gu, YuanTong
err分享
err收藏
A physics-informed neural network-based surrogate framework to predict moisture concentration and shrinkage of a plant cell during drying
errJOURNAL OF FOOD ENGINEERING
IF5.8
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.
err分享
err收藏

研究方向

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合作学者
合作期刊
Y
Yi Min Xie
H 指数: 91 · 论文数: 698
Y
Yuantong Gu
H 指数: 68 · 论文数: 829
A
Azharul Karim
H 指数: 54 · 论文数: 533
Y
Yilin Gui
H 指数: 24 · 论文数: 93
J
Jinshuai Bai
H 指数: 22 · 论文数: 57
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