Rampi Ramprasad

Department of Materials Science and Engineering, University of Illinois, Urbana, IL 61801, USA

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Papers259 papers

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Polymer design using genetic algorithm and machine learning

Chiho Kim, Rohit Batra,Lihua Chen, Huan Tran,Rampi Ramprasad

Computational Materials Science, (2021): 110067

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Author Correction: Activating low-temperature diesel oxidation by single-atom Pt on TiO 2 nanowire array

Son Hoang,Yanbing Guo,Andrew J Binder,Wenxiang Tang, Sibo Wang,Jingyue Jimmy Liu, Huan Tran, Xingxu Lu, Yu Wang,Yong Ding,Eleni A Kyriakidou, Ji Yang

Nature Communications, no. 1 (2020): 1317

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A multi-fidelity information-fusion approach to machine learn and predict polymer bandgap

Abhirup Patra, Rohit Batra, Anand Chandrasekaran, Chiho Kim,Tran Doan Huan,Rampi Ramprasad

Computational Materials Science, (2020): 109286

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Emerging materials intelligence ecosystems propelled by machine learning

Rohit Batra,Le Song,Rampi Ramprasad

Nature Reviews Materials, pp.1-24, (2020)

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Machine-learning predictions of polymer properties with Polymer Genome

Huan Doan Tran, Chiho Kim,Lihua Chen, Anand Chandrasekaran, Rohit Batra, Shruti Venkatram, Deepak Kamal, Jordan P. Lightstone, Rishi Gurnani, Pranav Shetty, Manav Ramprasad, Julia Laws

Journal of Applied Physics, no. 17 (2020): 171104

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Multiscale Modeling of Defect Phenomena in Platinum Using Machine Learning of Force Fields

James Chapman,Rampi Ramprasad

JOM, (2020)

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Activating low-temperature diesel oxidation by single-atom Pt on TiO 2 nanowire array

Son Hoang,Yanbing Guo,Andrew J Binder,Wenxiang Tang, Sibo Wang,Jingyue Jimmy Liu,Tran D Huan, Xingxu Lu, Yu Wang,Yong Ding,Eleni A Kyriakidou, Ji Yang

Nature communications, no. 1 (2020): 1062-10

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Nano-Scale Modelling of Surface Phenomena in Aluminum Using Machine Learning Force Fields

James Chapman,Rampi Ramprasad

Journal of Physical Chemistry C, no. 40 (2020): 22127-22136

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A Deep Learning Solvent-Selection Paradigm Poweredby a Massive Solvent/Nonsolvent Database for Polymers

Anand Chandrasekaran, Chiho Kim, Shruti Venkatram,Rampi Ramprasad

Macromolecules, no. 12 (2020): 4764-4769

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Refractive index prediction models for polymers using machine learning

Jordan P. Lightstone,Lihua Chen, Chiho Kim, Rohit Batra,Rampi Ramprasad

Journal of Applied Physics, no. 21 (2020): 215105

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Computational framework for polymer synthesis to study dielectric properties using polarizable reactive molecular dynamics

Ankit Mishra, Lihua Chen, ZongZe Li,Ken-ichi Nomura,Aravind Krishnamoorthy, Shogo Fukushima, Subodh C. Tiwari,Rajiv K. Kalia,Aiichiro Nakano,Rampi Ramprasad, Greg Sotzing,Yang Cao

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Polymers for Extreme Conditions Designed Using Syntax-Directed Variational Autoencoders

Rohit Batra,Hanjun Dai,Tran Doan Huan,Lihua Chen, Chiho Kim, Will R. Gutekunst,Le Song,Rampi Ramprasad

Chemistry of Materials, no. 24 (2020): 10489-10500

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An Efficient Deep Learning Scheme To Predict the Electronic Structure of Materials and Molecules: The Example of Graphene-Derived Allotropes

Beatriz G Del Rio, Christopher Kuenneth,Huan Doan Tran,Rampi Ramprasad

The journal of physical chemistry. A, no. 45 (2020): 9496-9502

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Polymer Informatics: Current Status and Critical Next Steps

Lihua Chen,Ghanshyam Pilania, Rohit Batra,Tran Doan Huan, Chiho Kim, Christopher Kuenneth,Rampi Ramprasad

Materials Science & Engineering R-reports, (2020): 100595

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Polymer Informatics with Multi-Task Learning

Christopher Künneth, Arunkumar Chitteth Rajan, Huan Tran,Lihua Chen, Chiho Kim,Rampi Ramprasad

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Machine learning models for the prediction of energy, forces, and stresses for Platinum

J. Chapman, R. Batra,R. Ramprasad

Computational Materials Science, (2020): 109483

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Flexible Temperature-Invariant Polymer Dielectrics with Large Bandgap

Chao Wu, Ajinkya A Deshmukh, Zongze Li, Lihua Chen, Abdullah Alamri, Yifei Wang,Rampi Ramprasad,Gregory A Sotzing,Yang Cao

ADVANCED MATERIALS, no. 21.0 (2020)

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Frequency-dependent dielectric constant prediction of polymers using machine learning

Chen Lihua, Kim Chiho, Batra Rohit, Lightstone Jordan P.,Wu Chao, Li Zongze, Deshmukh Ajinkya A., Wang Yifei,Tran Huan D.,Vashishta Priya,Sotzing Gregory A.,Cao Yang

NPJ COMPUTATIONAL MATERIALS, no. 1.0 (2020)

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Screening of Therapeutic Agents for COVID-19 using Machine Learning and Ensemble Docking Simulations

Batra Rohit, Chan Henry, Kamath Ganesh,Ramprasad Rampi, Cherukara Mathew J.,Sankaranarayanan Subramanian

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Computable Bulk and Interfacial Electronic Structure Features as Proxies for Dielectric Breakdown of Polymers

Deepak Kamal, Yifei Wang,Huan Doan Tran, Lihua Chen, Zongze Li, Chao Wu, Shamima Nasreen,Yang Cao,Rampi Ramprasad

ACS applied materials & interfaces, no. 33 (2020): 37182-37187

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Rampi RamprasadBinding

Papers259 papers

Rampi Ramprasad