213 citations · 666 across the 7 of their papers we have counts for
7 papers
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…
The economics of utility-scale portable energy storage systems in a high-renewable grid
Guannan He, Jeremy Michalek, Soummya Kar +3
Battery storage is expected to play a crucial role in the low-carbon transformation of energy systems. The deployment of battery storage in the power gird, however, is currently se…
Autonomous discovery of battery electrolytes with robotic experimentation and machine-learning
Adarsh Dave, Jared Mitchell, Kirthevasan Kandasamy +5
Innovations in batteries take years to formulate and commercialize, requiring extensive experimentation during the design and optimization phases. We approached the design and sele…
Benchmarking conductivity predictions of the Advanced Electrolyte Model (AEM) for aqueous systems
Adarsh Dave, Kevin L. Gering, Jared M. Mitchell +2
High-concentration aqueous electrolytes have shown promise as candidates for a safer, lower-cost battery system. Ionic conductivity is a key property required in high performing el…
Power System Dispatch with Marginal Degradation Cost of Battery Storage
Guannan He, Soummya Kar, Javad Mohammadi +2
Battery storage is essential for the future smart grid. The inevitable cell degradation renders the battery lifetime volatile and highly dependent on battery dispatch, and thus inc…
Spatiotemporal Arbitrage of Large-Scale Portable Energy Storage for Grid Congestion Relief
Guannan He, Da Zhang, Xidong Pi +3
Energy storage has great potential in grid congestion relief. By making large-scale energy storage portable through trucking, its capability to address grid congestion can be great…
The Economic End of Life of Electrochemical Energy Storage
Guannan He, Rebecca Ciez, Panayiotis Moutis +2
The useful life of electrochemical energy storage (EES) is a critical factor to EES planning, operation, and economic assessment. Today, systems commonly assume a physical end-of-l…