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Umar Farooq Ghumman
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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
1202020
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), 111408, 2018
362018
Polymer nanocomposite data: curation, frameworks, access, and potential for discovery and design
LC Brinson, M Deagen, W Chen, J McCusker, DL McGuinness, ...
ACS Macro Letters 9 (8), 1086-1094, 2020
332020
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
302020
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
282018
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
242019
Scalable adaptive batch sampling in simulation-based design with heteroscedastic noise
A van Beek, UF Ghumman, J Munshi, S Tao, TY Chien, ...
Journal of Mechanical Design 143 (3), 031709, 2021
192021
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
Calibration of cellular automaton model for microstructure prediction in additive manufacturing using dissimilarity score
UF Ghumman, L Fang, GJ Wagner, W Chen
Journal of Manufacturing Science and Engineering 145 (6), 061002, 2023
52023
Designing active layer of organic solar cells using multi-fidelity molecular simulations and spectral density function
UF Ghumman, A van Beek, J Munshi, TY Chien, G Balasubramanian, ...
Computational Materials Science 211, 111491, 2022
52022
Scalable objective-driven batch sampling in simulation-based design for models with heteroscedastic noise
A Van Beek, U Farooq Ghumman, J Munshi, S Tao, TY Chien, ...
International Design Engineering Technical Conferences and Computers and …, 2020
42020
SDF-Based Inverse Process Design of Solar Cells Using Molecular Dynamics Simulations
UF Ghumman, A van Beek, J Munshi, TY Chien, G Balasubramanian, ...
International Design Engineering Technical Conferences and Computers and …, 2021
12021
Crack Surface Analysis of Elastomers Using Transfer Learning
UF Ghumman, Q Chen, VE D’Angelo, M Clark, J Chen, KR Shull, W Chen
ACS Applied Materials & Interfaces 15 (11), 14901-14913, 2023
2023
Microstructure Characterization for Analysis and Design of Microstructural Material System
UF Ghumman
Northwestern University, 2022
2022
Miscibility of P3HT and PCBM in Organic Solar Cells
J Munshi, UF Ghumman, A Iyer, R Dulal, W Chen
Organic Photovoltaics: Processing Driven Morphology and Properties of Bulk …, 2021
2021
Microstructure Comparison Using Dissimilarity Metric for Additive Manufacturing of Metals
U Farooq Ghumman, S Saha, L Fang, WK Liu, G Wagner, W Chen
International Symposium on Flexible Automation 83617, V001T07A008, 2020
2020
Observation of Elongated Nano Domains in Organic Photovoltaic Active Layers with Electric Field Treatment using Cross-Sectional Scanning Tunneling Microscopy and Spectroscopy.
R Dulal, A Iyer, U Ghumman, J Munshi, A Wang, G Balasubramanian, ...
Bulletin of the American Physical Society 65, 2020
2020
Understanding Quasi-random Nanostructures of the Bulkheterojunctions (BHJ) in Organic Solar Cell Active Layers with Spectral Density Function (SDF)
R Dulal, U Ghumman, A Iyer, J Munshi, G Balasubramanian, W Chen, ...
APS March Meeting Abstracts 2019, K50. 012, 2019
2019
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Articles 1–19