Dr. Mohammad Hadigheh Javani Profile

Dr. Mohammad Hadigheh Javani

at Georgia Institute of Technology

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Author

Publications (9)

Proceedings Article | 8 June 2024 Presentation

New machine learning paradigms for knowledge discovery and inverse design of photonic nanostructures

Ali Adibi, Mohammadreza Zandehshahvar, Mohammad Hadighehjavani, Yashar Kiarashi, Mahmoodreza Marzban, Mohammad Tavakol Harandi

Proceedings Volume PC13030, PC130300C (2024) https://doi.org/10.1117/12.3013800

KEYWORDS: Design and modelling, Knowledge discovery, Photonic nanostructures, Machine learning, Algorithm development, Physics, Nanophotonics, Light-matter interactions

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Proceedings Article | 13 March 2024 Presentation

Simplifying nano-photonic structure inverse design with neural networks: a study of statistical and computational complexity

Mohammad H. Javani, Mohammadreza Zandshahvar, Ali Adibi

Proceedings Volume PC12896, PC128960N (2024) https://doi.org/10.1117/12.3012748

KEYWORDS: Nanophotonics, Design and modelling, Neural networks, Data modeling, Statistical modeling, Modeling, Education and training

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Proceedings Article | 13 March 2024 Presentation

Exploring the nexus of nanophotonics and machine learning: unraveling the influence of design parameters on device response

Mohammad H. Javani, Mohammadreza Zandehshahvar, Tyler Brown, Mahmoodreza Marzban, Ali Adibi

Proceedings Volume PC12896, PC128960I (2024) https://doi.org/10.1117/12.3012747

KEYWORDS: Design and modelling, Nanophotonics, Machine learning, Physics, Numerical analysis, Maxwell equations

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Proceedings Article | 17 March 2023 Presentation

Understanding the role of different design parameters in the response of nanophotonic structures

Mohammad Hadigheh Javani, Mohammadreza Zandehshahvar, Ali Adibi

Proceedings Volume PC12431, PC124310T (2023) https://doi.org/10.1117/12.2661603

KEYWORDS: Nanophotonics, Neural networks, Machine learning, Evolutionary algorithms

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Proceedings Article | 17 March 2023 Presentation

Assessing the design complexity of nanophotonic structures using machine learning

Mohammad Hadigheh Javani, Mohammadreza Zandehshahvar, Ali Adibi

Proceedings Volume PC12431, PC124310Q (2023) https://doi.org/10.1117/12.2661602

KEYWORDS: Nanophotonics, Machine learning, Structural design, Photonic nanostructures, Neural networks, Network architectures

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Proceedings Article | 17 March 2023 Presentation

Metric learning: a new approach for defining similarity measures for nanophotonics

Mohammadreza Zandehshahvar, Yashar Kiarashi, Muliang Zhu, Daqian Bao, Mohammad Hadigheh Javani, Reza Pourabolghasem, Ali Adibi

Proceedings Volume PC12431, PC124310P (2023) https://doi.org/10.1117/12.2661572

KEYWORDS: Nanophotonics

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Proceedings Article | 15 March 2023 Presentation + Paper

New paradigms in manifold learning for knowledge discovery and inverse design of photonic nanostructures

Mohammadreza Zandehshahvar, Mohammad Hadigheh Javani, Yashar Kiarashi, Muliang Zhu, Tyler Brown, Daqian Bao, Mahmoodreza Marzban, Reza Pourabolghasem, Ali Adibi

Proceedings Volume 12430, 1243009 (2023) https://doi.org/10.1117/12.2662754

KEYWORDS: Design and modelling, Machine learning, Photonic nanostructures, Nanophotonics, Knowledge discovery, Modeling, Silica, Nanostructures, Thin films, Computer aided design

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Proceedings Article | 5 March 2022 Presentation

Manifold learning: A promising tool for knowledge discovery and inverse design in nanophotonics

Mohammadreza Zandehshahvar, Yashar Kiarashi, Muliang Zhu, Tyler Brown, Mohammad Hadighe Javani, Ali Adibi

Proceedings Volume PC12010, PC120100U (2022) https://doi.org/10.1117/12.2617486

KEYWORDS: Nanophotonics, Nanostructures, Knowledge discovery, Artificial intelligence, Physics, Visualization, Structural design, Optimization (mathematics), Light-matter interactions, Genetic algorithms

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Proceedings Article | 5 March 2022 Presentation

Machine learning for efficient inverse design of nanophotonics structures

Mohammadreza Zandehshahvar, Mohammad Hadighe Javani, Michael Chen, Tyler Brown, Yashar Kiarashi, Ali Adibi

Proceedings Volume PC12010, PC120100W (2022) https://doi.org/10.1117/12.2617485

KEYWORDS: Nanophotonics, Structural design, Machine learning, Data modeling, Physics, Nanostructures, Knowledge discovery, Inverse problems

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Showing 5 of 9 publications

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