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Improved prediction for failure time of multilayer ceramic capacitors (MLCCs): A physics-based machine learning approach JOURNAL ARTICLE published 1 September 2023 in APL Machine Learning Research funded by Center for Dielectrics and Piezoelectrics, North Carolina State University (IIP-1841453,IIP-1841466) |
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M3ICRO: Machine learning-enabled compact photonic tensor core based on programmable multi-operand multimode interference JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning Research funded by Multidisciplinary University Research Initiative (FA 9550-17-1-0071) |
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Machine learning for rapid discovery of laminar flow channel wall modifications that enhance heat transfer JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning Research funded by Deutsche Forschungsgemeinschaft (SPP 2331,FR 4072/3) | Ministerium für Wissenschaft, Forschung und Kunst Baden-Württemberg (bwHPC,HoreKA project AiMat) | Bundesministerium für Bildung und Forschung (HoreKA project AiMat) |
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Deep learning of nonlinear flame fronts development due to Darrieus–Landau instability JOURNAL ARTICLE published 1 June 2023 in APL Machine Learning Research funded by Vetenskapsrådet (VR-2019-05648) |
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Machine learning based hybrid ensemble models for prediction of organic dyes photophysical properties: Absorption wavelengths, emission wavelengths, and quantum yields JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning Research funded by Human Resource Development Group (09/1277(0001)/2019-EMR-I) |
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Estimation of TbCo composition from local-minimum-energy magnetic images taken by magneto-optical Kerr effect microscope by using machine learning JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning Research funded by Japan Society for the Promotion of Science (19H02553) |
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Identification of novel organic polar materials: A machine learning study with importance sampling JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning |
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Simulating CO2 diffusivity in rigid and flexible Mg-MOF-74 with machine-learning force fields JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning Research funded by National Science Foundation (DMREF-2119276,ACI-1548562) |
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Machine learning approaches for the prediction of materials properties JOURNAL ARTICLE published 1 August 2020 in APL Materials Research funded by Grand Équipement National de Calcul Intensif (A0070807069) | Agence Nationale de la Recherche (ANR-18-CE29-0009-01) |
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Data-driven design for enhanced efficiency of Sn-based perovskite solar cells using machine learning JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning |
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Self-supervised learning of shedding droplet dynamics during steam condensation JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning Research funded by Office of Naval Research Global (N00014-16-1-2625) | National Science Foundation (1554249) |
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Prediction and control of spatiotemporal chaos by learning conjugate tubular neighborhoods JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning |
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Autoregressive transformers for data-driven spatiotemporal learning of turbulent flows JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning Research funded by Association Institute Carnot (MINDS) |
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The development of thermodynamically consistent and physics-informed equation-of-state model through machine learning JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning Research funded by DOE NNSA (DE-NA0003856) | National Science Foundation (PHY 2205521,PHY 2020249) |
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Optimization of a quantum cascade laser cavity for single-spatial-mode operation via machine learning JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning Research funded by U.S. Navy (N68936-22-C-0020,N68335-17-C-0466) |
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Learning thermodynamically constrained equations of state with uncertainty JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning Research funded by Defense Threat Reduction Agency (HDTRA12020001) | Lawrence Livermore National Laboratory (DE-AC52-07NA27344) |
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Nanophotonics-enabled optical data storage in the age of machine learning JOURNAL ARTICLE published 1 November 2021 in APL Photonics Research funded by Zhangjiang National Innovation Demonstration Zone (ZJ2019-ZD-005) | National Natural Science Foundation of China (61975123) |
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An array of microresonators as a photonic extreme learning machine JOURNAL ARTICLE published 1 September 2023 in APL Photonics Research funded by Ministero dell'Istruzione, dell'Università e della Ricerca (PRIN PELM (20177 PSCKT)) | HORIZON EUROPE European Research Council (BACKUP 788793) |
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Emerging opportunities for hybrid perovskite solar cells using machine learning JOURNAL ARTICLE published 1 September 2023 in APL Energy Research funded by National Science Foundation (20-23974) |
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Expanding biological control to bioelectronics with machine learning JOURNAL ARTICLE published 1 December 2020 in APL Materials Research funded by Defense Advanced Research Projects Agency (W911NF-18-2-0104,D20AC00003) |