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.
Harrington GH, Kelly C, Attari V, Arroyave R, Kalidindi SR. Application of a Chained-ANN for Learning the Process–Structure Mapping in Mg2SixSn1−x Spinodal Decomposition. Integr Mater Manuf Innov [Internet]. 2022 Sep 1 [cited 2022 Oct 27];11(3):433–49.
1.
Kunselman C, Sheikh S, Mikkelsen M, Attari V, Arróyave R. Microstructure classification in the unsupervised context. Acta Materialia [Internet]. 2022 Jan 15 [cited 2022 Mar 30];223:117434.
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 Sep;10(9):1466–73.
1.
McClenny L, Haile M, Attari V, Sadler B, Braga-Neto U, Arroyave R. Deep Multimodal Transfer-Learned Regression in Data-Poor Domains [Internet]. arXiv; 2020 [cited 2022 Oct 27].
1.
Kunselman C, Attari V, McClenny L, Braga-Neto U, Arroyave R. Semi-supervised learning approaches to class assignment in ambiguous microstructures. Acta Materialia [Internet]. 2020 Apr 15 [cited 2022 Oct 27];188:49–62.
1.
Duong TC, Hackenberg RE, Attari V, Landa A, Turchi PEA, Arróyave R. Investigation of the discontinuous precipitation of U-Nb alloys via thermodynamic analysis and phase-field modeling. Computational Materials Science [Internet]. 2020 Apr 1 [cited 2022 Oct 27];175:109573.
1.
Davidson R, Verma A, Santos D, Hao F, Fincher CD, Zhao D, et al. Mapping mechanisms and growth regimes of magnesium electrodeposition at high current densities. Mater Horiz [Internet]. 2020 Mar 9 [cited 2022 Oct 27];7(3):843–54.
1.
Karayagiz K, Johnson L, Seede R, Attari V, Zhang B, Huang X, et al. Finite interface dissipation phase field modeling of Ni–Nb under additive manufacturing conditions. Acta Materialia [Internet]. 2020 Feb 15 [cited 2022 Oct 27];185:320–39.
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 [Internet]. 2020 Jan 15 [cited 2022 Oct 27];183:452–70.
1.
Attari V, Cruzado A, Arroyave R. Exploration of the Microstructure Space in TiAlZrN Ultra-Hard Nanostructured Coatings. Acta Materialia [Internet]. 2019 May 31 [cited 2019 May 31];
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. In: 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 [Internet]. 2018 Nov 1 [cited 2022 Oct 27];160:185–98.
1.
Attari V, Arroyave R. Phase Field Modeling of Joint Formation During Isothermal Solidification in 3DIC Micro Packaging. J Phase Equilib Diffus [Internet]. 2016 Aug 1 [cited 2017 Feb 16];37(4):469–80.
1.
Attari V. Enhancement of the Low Temperature Deformation Ability of Magnesium Alloys. 2012;

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