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Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations


Jul 09, 2021
Pranshu Pant, Ruchit Doshi, Pranav Bahl, Amir Barati Farimani

* 16 pages, 11 figures 

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Dominant motion identification of multi-particle system using deep learning from video


Apr 26, 2021
Yayati Jadhav, Amir Barati Farimani


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An Energy-Saving Snake Locomotion Gait Policy Using Deep Reinforcement Learning


Mar 08, 2021
Yilang Liu, Amir Barati Farimani


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MolCLR: Molecular Contrastive Learning of Representations via Graph Neural Networks


Feb 19, 2021
Yuyang Wang, Jianren Wang, Zhonglin Cao, Amir Barati Farimani


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Deep Reinforcement Learning Optimizes Graphene Nanopores for Efficient Desalination


Feb 09, 2021
Yuyang Wang, Zhonglin Cao, Amir Barati Farimani

* Yuyang Wang and Zhonglin Cao contributed equally to this work 

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Thermal Control of Laser Powder Bed Fusion Using Deep Reinforcement Learning


Jan 29, 2021
Francis Ogoke, Amir Barati Farimani


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Airfoil GAN: Encoding and Synthesizing Airfoils forAerodynamic-aware Shape Optimization


Jan 12, 2021
Yuyang Wang, Kenji Shimada, Amir Barati Farimani


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Graph Convolutional Neural Networks for Body Force Prediction


Dec 03, 2020
Francis Ogoke, Kazem Meidani, Amirreza Hashemi, Amir Barati Farimani


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Deep Learning for Efficient Reconstruction of High-Resolution Turbulent DNS Data


Oct 21, 2020
Pranshu Pant, Amir Barati Farimani

* 12 pages, 7 figures 

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Data-driven Identification of 2D Partial Differential Equations using extracted physical features


Oct 20, 2020
Kazem Meidani, Amir Barati Farimani


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FaultNet: A Deep Convolutional Neural Network for bearing fault classification


Oct 05, 2020
Rishikesh Magar, Lalit Ghule, Junhan Li, Yang Zhao, Amir Barati Farimani

* 5 figures. Preprint the work is currently under review 

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StressGAN: A Generative Deep Learning Model for 2D Stress Distribution Prediction


May 30, 2020
Haoliang Jiang, Zhenguo Nie, Roselyn Yeo, Amir Barati Farimani, Levent Burak Kara


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Deep Learning Convective Flow Using Conditional Generative Adversarial Networks


May 13, 2020
Changlin Jiang, Amir Barati Farimani


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Potential Neutralizing Antibodies Discovered for Novel Corona Virus Using Machine Learning


Mar 18, 2020
Rishikesh Magar, Prakarsh Yadav, Amir Barati Farimani

* We have computationally predicted the neutralizing candidates against COVID -19 using machine learning techniques. The main paper is 25 pages(4 figures) and Supporting information is 10 pages(5 figures) 

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Effects of sparse rewards of different magnitudes in the speed of learning of model-based actor critic methods


Jan 18, 2020
Juan Vargas, Lazar Andjelic, Amir Barati Farimani

* 10 pages, 5 figures 

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Creativity in Robot Manipulation with Deep Reinforcement Learning


Oct 16, 2019
Juan Carlos Vargas, Malhar Bhoite, Amir Barati Farimani

* 17 pages, 7 figures 

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Weakly-Supervised Deep Learning of Heat Transport via Physics Informed Loss


Aug 21, 2018
Rishi Sharma, Amir Barati Farimani, Joe Gomes, Peter Eastman, Vijay Pande


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Deep Learning Phase Segregation


Mar 23, 2018
Amir Barati Farimani, Joseph Gomes, Rishi Sharma, Franklin L. Lee, Vijay S. Pande

* arXiv admin note: text overlap with arXiv:1709.02432 

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Machine Learning Harnesses Molecular Dynamics to Discover New $μ$ Opioid Chemotypes


Mar 12, 2018
Evan N. Feinberg, Amir Barati Farimani, Rajendra Uprety, Amanda Hunkele, Gavril W. Pasternak, Susruta Majumdar, Vijay S. Pande

* 28 pages, machine learning, computational biology, GPCRs, molecular dynamics, molecular docking, molecular simulation 

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Deep Learning the Physics of Transport Phenomena


Sep 07, 2017
Amir Barati Farimani, Joseph Gomes, Vijay S. Pande


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