2021

• A New Paradigm for Knowledge Discovery and Design in Nanophotonics Based on Artificial Intelligence
  Kiarashinejad, Y.
  Doctoral dissertation, Georgia Institute of Technology
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• Latent Learning for Design and Knowledge Discovery in Nanophotonics
  Kiarashi, Y., Zandehshahvar, M., Zhu, M., Maleki, H., Abdollahramezani, S., Brown, T., Barton, R., Adibi, A.
  In Metamaterials, Metadevices, and Metasystems 2021 (SPIE, Vol. 11795, p. 1179505)
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• Inverse Design of Photonic Nanostructures Using Dimensionality Reduction: Reducing the Computational Complexity
  Zandehshahvar, M., Kiarashi, Y., Chen, M., Barton, R., Adibi, A.
  Optics Letters, 46(11), pp.2634-2637
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• Toward Understanding COVID-19 Pneumonia: A Deep-Learning-Based Approach for Severity Analysis and Monitoring the Disease
  Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Abdollahramezani, S., Brown, T., Barton, R., Adibi, A.
  Scientific Reports, 11(1), p.11112
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• Manifold Learning for Reducing the Design Complexity of Photonic Nanostructures
  Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Brown, T., Adibi, A.
  In CLEO: QELS_Fundamental Science (Optica Publishing Group, JTu3A-115)
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• Breaking the Geometric Complexity of Nanostructures Using Manifold Learning
  Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Brown, T., Adibi, A.
  In Photonic and Phononic Properties of Engineered Nanostructures XI (SPIE, Vol. 11694, p. 116940S)
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• Manifold Learning for Knowledge Discovery and Design in Nanophotonics
  Kiarashi, Y., Zandehshahvar, M., Adibi, A.
  In Photonic and Phononic Properties of Engineered Nanostructures XI (SPIE, Vol. 11694, p. 116940M)
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• Revealing the Hidden Capacity of Artificial Intelligence in Nanoscience: Physics-Driven Metric Learning
  Maleki, H., Zandehshahvar, M., Kiarashi, Y., Zhu, M., Adibi, A.
  In Photonic and Phononic Properties of Engineered Nanostructures XI (SPIE, Vol. 11694, p. 116940O)
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• Dynamic Hybrid Metasurfaces
  Abdollahramezani, S., Hemmatyar, O., Taghinejad, M., Taghinejad, H., Kiarashinejad, Y., Zandehshahvar, M., Fan, T., Deshmukh, S., Eftekhar, A.A., Cai, W., Pop, E.
  Nano Letters, 21(3), pp.1238-1245
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• Accelerating Inverse Design of Nanostructures Using Manifold Learning
  Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Hemmatyar, O., Abdollahramezani, S., Pourabolghasem, R., Adibi, A.
  NeuRIPS Machine Learning for Engineering and Modeling
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