Self-driving laboratories for chemistry and materials science

G Tom, SP Schmid, SG Baird, Y Cao, K Darvish… - Chemical …, 2024 - ACS Publications
Self-driving laboratories (SDLs) promise an accelerated application of the scientific method.
Through the automation of experimental workflows, along with autonomous experimental …

Data‐Driven Discovery of Organic Electronic Materials Enabled by Hybrid Top‐Down/Bottom‐Up Design

JT Blaskovits, R Laplaza, S Vela… - Advanced …, 2024 - Wiley Online Library
The high‐throughput exploration and screening of molecules for organic electronics
involves either a 'top‐down'curation and mining of existing repositories, or a 'bottom …

Electrochemical Performance of Mixed Redox-Active Organic Molecules in Redox Flow Batteries

K Amini, Y Jing, J Gao, JD Sosa… - Journal of The …, 2023 - iopscience.iop.org
Designing electrolytes based on mixture of different organic redox active molecules brings
the opportunity of enhancing the volumetric energy density of flow batteries and removes the …

Error Analysis of Fitted Q-iteration with ReLU-activated Deep Neural Networks

L Kang, H Yuan, C Zhu - 2023 - openreview.net
Deep reinforcement learning (RL) has grown rapidly with the development of backbone
feedforward neural networks (FNNs). However, there remains a theoretical gap when …

[引用][C] Electroactive organic materials for redox flow batteries

R Chen, MM Ikhsan, D Henkensmeier, P Zhang… - 2023 - Elsevier