Research Area


  • Primary field: Computational Materials Science
  • Methods: computational thermodynamics and kinetics of materials;
    • Development of phase-field methods to describe the time evolution of microstructures; physics-based materials design; materials data infrastructure; materials informatics; ICME
  • Materials: Lead-free solder materials; Thermoelectrics materials
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.

Selected Publications

List of publications:

  • 1.
    Kunselman C, Sheikh S, Mikkelsen M, Attari V, Arróyave R. Microstructure classification in the unsupervised context. Acta Materialia [Internet]. 2022 [cited 2022 Mar 30]; 223: 117434. Available from: https://www.sciencedirect.com/science/article/pii/S1359645421008132
    1.
    Attari V, Arroyave R. Machine learning-assisted high-throughput exploration of interface energy space in multi-phase-field model with CALPHAD potential. Materials Theory [Internet]. 2022; 6: 5. Available from: https://doi.org/10.1186/s41313-021-00038-0
    1.
    McClenny L, Haile M, Attari V, Sadler B, Braga-Neto U, Arroyave R. Deep Multimodal Transfer-Learned Regression in Data-Poor Domains. arXiv preprint arXiv:200609310. 2020; .
    1.
    Davidson R, Verma A, Santos D, Hao F, Fincher CD, Zhao D, Attari V, Schofield P, Van Buskirk J, Fraticelli-Cartagena A. Mapping mechanisms and growth regimes of magnesium electrodeposition at high current densities. Materials Horizons. 2020; 7: 843–854.
    1.
    Karayagiz K, Johnson L, Seede R, Attari V, Zhang B, Huang X, Ghosh S, Duong T, Karaman I, Elwany A. Finite interface dissipation phase field modeling of Ni–Nb under additive manufacturing conditions. Acta Materialia. 2020; 185: 320–339.
    1.
    Duong TC, Hackenberg RE, Attari V, Landa A, Turchi PE, Arróyave R. Investigation of the discontinuous precipitation of U-Nb alloys via thermodynamic analysis and phase-field modeling. Computational Materials Science. 2020; 175: 109573.
    1.
    Kunselman C, Attari V, McClenny L, Braga-Neto U, Arroyave R. Semi-supervised learning approaches to class assignment in ambiguous microstructures. Acta Materialia. 2020; 188: 49–62.
    1.
    Attari V, Honarmandi P, Duong T, Sauceda DJ, Allaire D, Arroyave R. Uncertainty propagation in a multiscale CALPHAD-reinforced elastochemical phase-field model. Acta Materialia. 2020; 183: 452–470.
    1.
    Attari V, Arróyave R. Phase-Field Study of Thermomigration in 3-D IC Micro Interconnects. IEEE Transactions on Components, Packaging and Manufacturing Technology. 2020; 10: 1466–1473.
    1.
    McClenny L, Haile M, Attari V, Sadler B, Braga-Neto U, Arroyave R. Deep Multimodal Transfer-Learned Regression in Data-Poor Domains. arXiv preprint arXiv:200609310. 2020; .
    1.
    Attari V, Honarmandi P, Duong T, Sauceda DJ, Allaire D, Arroyave R. Uncertainty Propagation in a Multiscale CALPHAD-Reinforced Elastochemical Phase-field Model. arXiv:190800638 [cond-mat, physics:physics] [Internet]. 2019 [cited 2019 Aug 6]; . Available from: http://arxiv.org/abs/1908.00638
    1.
    Attari V, Cruzado A, Arroyave R. Exploration of the Microstructure Space in TiAlZrN Ultra-Hard Nanostructured Coatings. Acta Materialia [Internet]. 2019 [cited 2019 May 31]; . Available from: http://www.sciencedirect.com/science/article/pii/S1359645419303313
    1.
    Attari V, Duong T, Arroyave R. Electromigration response of microjoints in 3DIC packaging systems. arXiv preprint arXiv:190509901. 2019; .
    1.
    Sanghvi M, Honarmandi P, Attari V, Duong T, Arroyave R, Allaire DL. Uncertainty propagation via probability measure optimized importance weights with application to parametric materials models. AIAA Scitech 2019 forum. 2019. p. 0967.
    1.
    Attari V, Ghosh S, Duong T, Arroyave R. On the interfacial phase growth and vacancy evolution during accelerated electromigration in Cu/Sn/Cu microjoints. Acta Materialia. 2018; 160: 185–198.
    1.
    Yi S, Attari V, Jeong M, Jian J, Xue S, Wang H, Arroyave R, Yu C. Strain-induced suppression of the miscibility gap in nanostructured Mg 2 Si–Mg 2 Sn solid solutions. Journal of Materials Chemistry A. 2018; 6: 17559–17570.
    1.
    Yi S, Attari V, Jeong M, Jian J, Xue S, Wang H, Arroyave R, Yu C. Strain-induced suppression of the miscibility gap in nanostructured Mg 2 Si--Mg 2 Sn solid solutions. Journal of Materials Chemistry A. 2018; 6: 17559–70.
    1.
    Yi S, Attari V, Jeong M, Jian J, Xue S, Wang H, Arroyave R, Yu C. Strain-induced suppression of the miscibility gap in nanostructured Mg 2 Si–Mg 2 Sn solid solutions. Journal of Materials Chemistry A. 2018; 6: 17559–17570.
    1.
    Attari V, Arroyave R. Phase Field Modeling of Joint Formation During Isothermal Solidification in 3DIC Micro Packaging. J Phase Equilib Diffus [Internet]. 2016 [cited 2017 Feb 16]; 37: 469–80. Available from: http://link.springer.com/article/10.1007/s11669-016-0475-x
    1.
    Attari V, Arroyave R. Phase field modeling of joint formation during isothermal solidification in 3DIC micro packaging. Journal of Phase Equilibria and Diffusion. 2016; 37: 469–480.
    1.
    Attari V. Enhancement of the Low Temperature Deformation Ability of Magnesium Alloys. 2012; .

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