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Deep Learning-Based Prediction of Contact Maps and Crystal Structures of Inorganic Materials.
ACS Omega. 2023 Jul 11;8(29):26170-26179. doi: 10.1021/acsomega.3c02115. eCollection 2023 Jul 25.
ACS Omega. 2023.
PMID: 37521616
Free PMC article.
Accurate Prediction of Voltage of Battery Electrode Materials Using Attention-Based Graph Neural Networks.
Louis SY, Siriwardane EMD, Joshi RP, Omee SS, Kumar N, Hu J.
Louis SY, et al. Among authors: siriwardane emd.
ACS Appl Mater Interfaces. 2022 Jun 6. doi: 10.1021/acsami.2c00029. Online ahead of print.
ACS Appl Mater Interfaces. 2022.
PMID: 35666275
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TCSP: a Template-Based Crystal Structure Prediction Algorithm for Materials Discovery.
Wei L, Fu N, Siriwardane EMD, Yang W, Omee SS, Dong R, Xin R, Hu J.
Wei L, et al. Among authors: siriwardane emd.
Inorg Chem. 2022 Jun 6;61(22):8431-8439. doi: 10.1021/acs.inorgchem.1c03879. Epub 2022 Apr 14.
Inorg Chem. 2022.
PMID: 35420427
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High-Throughput Discovery of Novel Cubic Crystal Materials Using Deep Generative Neural Networks.
Zhao Y, Al-Fahdi M, Hu M, Siriwardane EMD, Song Y, Nasiri A, Hu J.
Zhao Y, et al. Among authors: siriwardane emd.
Adv Sci (Weinh). 2021 Oct;8(20):e2100566. doi: 10.1002/advs.202100566. Epub 2021 Aug 5.
Adv Sci (Weinh). 2021.
PMID: 34351707
Free PMC article.
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Computational Discovery of New 2D Materials Using Deep Learning Generative Models.
Song Y, Siriwardane EMD, Zhao Y, Hu J.
Song Y, et al. Among authors: siriwardane emd.
ACS Appl Mater Interfaces. 2021 Nov 17;13(45):53303-53313. doi: 10.1021/acsami.1c01044. Epub 2021 May 13.
ACS Appl Mater Interfaces. 2021.
PMID: 33985329
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Engineering magnetic anisotropy and exchange couplings in double transition metal MXenes via surface defects.
Siriwardane EMD, Karki P, Lee Loh Y, Çakır D.
Siriwardane EMD, et al.
J Phys Condens Matter. 2020 Oct 16;33(3). doi: 10.1088/1361-648X/abba8e.
J Phys Condens Matter. 2020.
PMID: 33107444
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Revealing the Formation Energy-Exfoliation Energy-Structure Correlation of MAB Phases Using Machine Learning and DFT.
Siriwardane EMD, Joshi RP, Kumar N, Çakır D.
Siriwardane EMD, et al.
ACS Appl Mater Interfaces. 2020 Jul 1;12(26):29424-29431. doi: 10.1021/acsami.0c03536. Epub 2020 Jun 16.
ACS Appl Mater Interfaces. 2020.
PMID: 32495630
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