Materials Insight Research Group: Publications

Recent Publications

  1. 2024 - Attari, V., Banerjee, S., Arroyave, R. "On the Kinetics of Electrodeposition in a Magnesium Metal Anode." Acta Materialia
  2. 2024 - Munoz, E.J., Attari, V., Martinez, M., Dickerson, M., Radovic, M., Arroyave, R. "Phase-field model of silicon carbide growth during isothermal condition." Computational Materials Science
  3. 2024 - Mulukutla, M., Attari, V., et al. "Illustrating an Effective Workflow for Accelerated Materials Discovery." Integrating Materials and Manufacturing Innovation
  4. 2024 - Sheikh, S., Attari, V., et al. "Exploring chemistry and additive manufacturing design spaces: A perspective on computationally-guided design of printable alloys." Materials Research Letters
  5. 2023 - Attari, V., Khatamsaz, D., Allaire, D., Arroyave, R. "Towards Inverse Microstructure-Centered Materials Design using Generative Phase-field Modeling and Deep Variational AutoEncoders." Acta Materialia
  6. 2023 - Khatamsaz, D., Attari, V., et al. "Efficient Propagation of Uncertainty via Reordering Monte Carlo Samples." arXiv
  7. 2022 - Attari, V., Arroyave, R. "Machine learning-assisted high-throughput exploration of interface energy space in multi-phase-field model with CALPHAD potential." Materials Theory
  8. 2022 - Honarmandi, P., Attari, V., Arroyave, R. "Accelerated materials design using batch Bayesian optimization: A case study for solving the inverse problem from materials microstructure to process specification." Computational Materials Science
  9. 2022 - Kunselman, C., Sheikh, S., Attari, V., et al. "Microstructure classification in the unsupervised context." Acta Materialia
  10. 2021 - Salas, D., Attari, V., Arroyave, R. "Competing interactions between mesoscale length-scales, order-disorder, and martensitic transformation in ferromagnetic shape memory alloys." Acta Materialia
  11. 2021 - Barta, N.E., Attari, V., Arroyave, R. "Fabrication and characterization of aluminum-magnetic shape memory alloy composites." Materials Science and Engineering: A
  12. 2020 - Karayagiz, K., Attari, V., et al. "Finite interface dissipation phase field modeling of Ni–Nb under additive manufacturing conditions." Acta Materialia
  13. 2020 - Kunselman, C., Attari, V., et al. "Semi-supervised learning approaches to class assignment in ambiguous microstructures." Acta Materialia
  14. 2020 - Attari, V., Honarmandi, P., et al. "Uncertainty propagation in a multiscale CALPHAD-reinforced elastochemical phase-field model." Acta Materialia
  15. 2020 - Davidson, R., Attari, V., et al. "Mapping mechanisms and growth regimes of magnesium electrodeposition at high current densities." Materials Horizons
  16. 2019 - Attari, V., Cruzado, A., Arroyave, R. "Exploration of the microstructure space in TiAlZrN ultra-hard nanostructured coatings." Acta Materialia
  17. 2018 - Yi, S., Attari, V., et al. "Strain-induced suppression of the miscibility gap in nanostructured Mg2Si–Mg2Sn solid solutions." Journal of Materials Chemistry A
  18. 2018 - Attari, V., Ghosh, S., Arroyave, R. "On the interfacial phase growth and vacancy evolution during accelerated electromigration in Cu/Sn/Cu microjoints." Acta Materialia
  19. 2016 - Attari, V., Arroyave, R. "Phase field modeling of joint formation during isothermal solidification in 3DIC micro packaging." Journal of Phase Equilibria and Diffusion

The process-structure-property uncertainty propagation framework deployed in composition, strain and temperature space based on the process definition and natural uncertainties in input parameters.
The process-structure-property uncertainty propagation framework