Interpretable deep learning for guided microstructure-property explorations in photovoltaics

Learning localized features in 3D CAD models for manufacturability analysis of drilled holes

(2018) Sambit Ghadai et al.   COMPUTER AIDED GEOMETRIC DESIGN

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

An explainable deep machine vision framework for plant stress phenotyping

(2018) Sambuddha Ghosal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Inverse molecular design using machine learning: Generative models for matter engineering

(2018) Benjamin Sanchez-Lengeling et al.   SCIENCE

Microstructure design using graphs

(2018) Pengfei Du et al.   npj Computational Materials

An explainable deep-learning algorithm for the detection of acute intracranial haemorrhage from small datasets

(2018) Hyunkwang Lee et al.   Nature Biomedical Engineering

Deep Learning for Flow Sculpting: Insights into Efficient Learning using Scientific Simulation Data

(2017) Daniel Stoecklein et al.   Scientific Reports

Can we open the black box of AI?

(2016) Davide Castelvecchi   NATURE

Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification

(2016) Srdjan Sladojevic et al.   Computational Intelligence and Neuroscience

Deep learning

(2015) Yann LeCun et al.   NATURE

Sensitivity analysis of current generation in organic solar cells—comparing bilayer, sawtooth, and bulk heterojunction morphologies

(2013) Hari K. Kodali et al.   SOLAR ENERGY MATERIALS AND SOLAR CELLS

Intermixing at the Pentacene-Fullerene Bilayer Interface: A Molecular Dynamics Study

(2012) Yao-Tsung Fu et al.   ADVANCED MATERIALS

Modeling morphology evolution during solvent-based fabrication of organic solar cells

(2012) Olga Wodo et al.   COMPUTATIONAL MATERIALS SCIENCE

A computational framework to investigate charge transport in heterogeneous organic photovoltaic devices

(2012) Hari K. Kodali et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Computer simulation of heterogeneous polymer photovoltaic devices

(2012) Hari K Kodali et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

A graph-based formulation for computational characterization of bulk heterojunction morphology

(2012) Olga Wodo et al.   ORGANIC ELECTRONICS

Direct Measurement of Electric Field-Assisted Charge Separation in Polymer:Fullerene Photovoltaic Diodes

(2010) R. Alex Marsh et al.   ADVANCED MATERIALS

Methodological assessment of kinetic Monte Carlo simulations of organic photovoltaic devices: The treatment of electrostatic interactions

(2010) Mosè Casalegno et al.   JOURNAL OF CHEMICAL PHYSICS

New SPM techniques for analyzing OPV materials

(2010) Rajiv Giridharagopal et al.   Materials Today

Dynamic Monte Carlo Simulation for Highly Efficient Polymer Blend Photovoltaics

(2009) Lingyi Meng et al.   JOURNAL OF PHYSICAL CHEMISTRY B

Photoinduced Carrier Generation in P3HT/PCBM Bulk Heterojunction Materials

(2008) In-Wook Hwang et al.   Journal of Physical Chemistry C