840 citations · 4.2k across the 66 of their papers we have counts for
10 papers · 1 filter
Autonomous optimization of nonaqueous battery electrolytes via robotic experimentation and machine learning
Adarsh Dave, Jared Mitchell, Sven Burke +3
In this work, we introduce a novel workflow that couples robotics to machine-learning for efficient optimization of a non-aqueous battery electrolyte. A custom-built automated expe…
Validation and parameterization of a novel physics-constrained neural dynamics model applied to turbulent fluid flow
Varun Shankar, Gavin D. Portwood, Arvind T. Mohan +6
In fluid physics, data-driven models to enhance or accelerate solution methods are becoming increasingly popular for many application domains, such as alternatives to turbulence cl…
Cell-Level State of Charge Estimation for Battery Packs Under Minimal Sensing
Dong Zhang, Luis D. Couto, Ross Drummond +2
This manuscript presents an algorithm for individual Lithium-ion (Li-ion) battery cell state of charge (SOC) estimation in a large-scale battery pack under minimal sensing, where o…
Differentiable Physics: A Position Piece
Bharath Ramsundar, Dilip Krishnamurthy, Venkatasubramanian Viswanathan
Differentiable physics provides a new approach for modeling and understanding the physical systems by pairing the new technology of differentiable programming with classical numeri…
Principles of the Battery Data Genome
Logan Ward, Susan Babinec, Eric J. Dufek +24
Electrochemical energy storage is central to modern society -- from consumer electronics to electrified transportation and the power grid. It is no longer just a convenience but a…
Tunable electrochemistry with moiré flat bands and topological defects at twisted bilayer graphene
Yun Yu, Kaidi Zhang, Holden Parks +9
Tailoring electron transfer dynamics across solid-liquid interfaces is fundamental to the interconversion of electrical and chemical energy. Stacking atomically thin layers with a…