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C

Charith Rathnayaka

queensland university of technology

15H-index
46Paper Count
717Citation Count
Published Papers 11
Publication Date
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A Fourier feature-embedded physics-informed neural network framework to investigate coupled heat and mass transfer characteristics of plant tissues during drying
errInternational Journal of Heat and Mass Transfer
IF5.8
err2026-01-20
err0
errOAAI
errC.P. Batuwatta-Gamage; H. Jeong; ZG Welsh; M.A. Karim; H.C.P. Karunasena; C.M. Rathnayaka; Y.T. Gu
errShare
errSave
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
errNeurocomputing
IF6.5
err2025-12-08
err0
errOAAI
errManoj Kurukulasuriya; Chanaka Batuwatta-Gamage; Chaminda Karunasena; Hyogu Jeong; Kalani Ranathunga; Charith Rathnayaka; YuanTong Gu
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errSave
An advanced physics-informed neural network-based framework for nonlinear and complex topology optimization
errENGINEERING STRUCTURES
IF6.4
err2025-01-01
err5
errOAAI
errJeong, Hyogu; Batuwatta-Gamage, Chanaka; Bai, Jinshuai; Rathnayaka, Charith; Zhou, Ying; Gu, Yuantong
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errSave
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.
errShare
errSave
A complete Physics-Informed Neural Network-based framework for structural topology optimization
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
errShare
errSave
A Physics-Informed Neural Network-based Topology Optimization (PINNTO) framework for structural optimization
errENGINEERING STRUCTURES
IF6.4
err2023-03-01
err61
errOAAI
errJeong, Hyogu; Bai, Jinshuai; Batuwatta-Gamage, C. P.; Rathnayaka, Charith; Zhou, Ying; Gu, YuanTong
errShare
errSave
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.
errShare
errSave
A general Neural Particle Method for hydrodynamics modeling
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2022-04-01
err25
errOAAI
errBai, Jinshuai; Zhou, Ying; Ma, Yuwei; Jeong, Hyogu; Zhan, Haifei; Rathnayaka, Charith; Sauret, Emilie; Gu, Yuantong
errShare
errSave
Particle-Based Numerical Modelling of Liquid Marbles: Recent Advances and Future Perspectives
errARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING
IF12.1
err2021-12-07
err0
PREAI
errRathnayaka, C. M.; From, C. S.; Geekiyanage, N. M.; Gu, Y. T.; Nguyen, N. -t.; Sauret, E.
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errSave
A data-driven smoothed particle hydrodynamics method for fluids
errENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS
IF4.1
err2021-11-01
err9
errOAAI
errBai, Jinshuai; Zhou, Ying; Rathnayaka, Charith Malinga; Zhan, Haifei; Sauret, Emilie; Gu, Yuantong
errShare
errSave
Novel trends in numerical modelling of plant food tissues and their morphological changes during drying - A review
errJOURNAL OF FOOD ENGINEERING
IF5.8
err2017-02-01
err30
errOAAI
errMudiyanselage, C. M. Rathnayaka; Karunasena, H. C. P.; Gu, Y. T.; Guan, L.; Senadeera, W.
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errSave

Research Directions

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Co-authors
Cooperation Journals
N
Nam‐Trung Nguyen
H-index: 101 · Papers: 1.1K
Y
Yi Min Xie
H-index: 91 · Papers: 700
YuanTong Gu cover
YuanTong Gu (Yuantong Gu)
H-index: 68 · Papers: 829
A
Azharul Karim
H-index: 54 · Papers: 533
占
占海飞 (Haifei Zhan)
H-index: 31 · Papers: 208
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