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Akshay Iyer
Akshay Iyer
Verified email at u.northwestern.edu
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Cited by
Cited by
Year
Numerical modeling of the thermal behavior and residual stress in the direct metal laser sintering process of titanium alloy products
X Zhao, A Iyer, P Promoppatum, SC Yao
Additive Manufacturing 14, 126-136, 2017
1102017
Machine-learning-assisted de novo design of organic molecules and polymers: opportunities and challenges
G Chen, Z Shen, A Iyer, UF Ghumman, S Tang, J Bi, W Chen, Y Li
Polymers 12 (1), 163, 2020
612020
A spectral density function approach for active layer design of organic photovoltaic cells
U Farooq Ghumman, A Iyer, R Dulal, J Munshi, A Wang, TY Chien, ...
Journal of Mechanical Design 140 (11), 2018
292018
Composition and processing dependent miscibility of P3HT and PCBM in organic solar cells by coarse-grained molecular simulations
J Munshi, UF Ghumman, A Iyer, R Dulal, W Chen, TY Chien, ...
Computational Materials Science 155, 112-115, 2018
262018
Featureless adaptive optimization accelerates functional electronic materials design
Y Wang, A Iyer, W Chen, JM Rondinelli
Applied Physics Reviews 7 (4), 041403, 2020
222020
Effect of polydispersity on the bulk‐heterojunction morphology of P3HT: PCBM solar cells
J Munshi, UF Ghumman, A Iyer, R Dulal, W Chen, TY Chien, ...
Journal of Polymer Science Part B: Polymer Physics 57 (14), 895-903, 2019
222019
Mining structure–property relationships in polymer nanocomposites using data driven finite element analysis and multi-task convolutional neural networks
Y Wang, M Zhang, A Lin, A Iyer, AS Prasad, X Li, Y Zhang, LS Schadler, ...
Molecular Systems Design & Engineering 5 (5), 962-975, 2020
202020
Designing anisotropic microstructures with spectral density function
A Iyer, R Dulal, Y Zhang, UF Ghumman, TY Chien, G Balasubramanian, ...
Computational Materials Science 179, 109559, 2020
192020
Data-centric mixed-variable Bayesian optimization for materials design
A Iyer, Y Zhang, A Prasad, S Tao, Y Wang, L Schadler, LC Brinson, ...
International Design Engineering Technical Conferences and Computers and …, 2019
192019
A conditional generative model for predicting material microstructures from processing methods
A Iyer, B Dey, A Dasgupta, W Chen, A Chakraborty
arXiv preprint arXiv:1910.02133, 2019
172019
A perspective on the data-driven design of polymer nanodielectrics
LS Schadler, W Chen, LC Brinson, R Sundararaman, P Gupta, ...
Journal of Physics D: Applied Physics 53 (33), 333001, 2020
112020
Investigating the effect of surface modification on the dispersion process of polymer nanocomposites
AS Prasad, Y Wang, X Li, A Iyer, W Chen, LC Brinson, LS Schadler
Nanocomposites 6 (3), 111-124, 2020
102020
Data centric nanocomposites design via mixed-variable Bayesian optimization
A Iyer, Y Zhang, A Prasad, P Gupta, S Tao, Y Wang, P Prabhune, ...
Molecular Systems Design & Engineering 5 (8), 1376-1390, 2020
82020
Materials Informatics and Data System for Polymer Nanocomposites Analysis and Design
W Chen, L Schadler, C Brinson, Y Wang, Y Zhang, A Prasad, X Li, A Iyer
HANDBOOK ON BIG DATA AND MACHINE LEARNING IN THE PHYSICAL SCIENCES: Volume 1 …, 2020
82020
Elongated Nanodomains and Molecular Intermixing Induced Doping in Organic Photovoltaic Active Layers with Electric Field Treatment
R Dulal, A Iyer, UF Ghumman, J Munshi, A Wang, G Balasubramanian, ...
ACS Applied Polymer Materials 2 (2), 335-341, 2019
72019
A Spectral Density Function Approach for Design of Organic Photovoltaic Cells
UF Ghumman, A Iyer, R Dulal, A Wang, J Munshi, TY Chien, ...
International Design Engineering Technical Conferences and Computers and …, 2018
62018
Scalable Gaussian processes for data-driven design using big data with categorical factors
L Wang, S Yerramilli, A Iyer, D Apley, P Zhu, W Chen
Journal of Mechanical Design 144 (2), 2022
52022
Data Centric Design: A New Approach to Design of Microstructural Material Systems
W Chen, A Iyer, R Bostanabad
Engineering 10, 89-98, 2022
12022
Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design
H Zhang, W Chen, A Iyer, DW Apley
arXiv preprint arXiv:2207.04994, 2022
2022
Combining Machine Learning, DFT, EFM, and Modeling to Design Nanodielectric Behavior
LS Schadler, W Chen, LC Brinson, R Sundararaman, P Prabhune, A Iyer
ECS Transactions 108 (2), 51, 2022
2022
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