A Deep Reinforcement Learning Framework for Fast Charging of Li-ion Batteries

2022 ◽  
pp. 1-1
Author(s):  
Saehong Park ◽  
Andrea Pozzi ◽  
Michael Whitmeyer ◽  
Hector Perez ◽  
Aaron Kandel ◽  
...  
Keyword(s):  
Reinforcement Learning ◽  
Li Ion Batteries ◽  
Learning Framework ◽  
Fast Charging ◽  
Li Ion

scholarly journals Enabling 6C Fast Charging of Li‐Ion Batteries with Graphite/Hard Carbon Hybrid Anodes

2020 ◽  
pp. 2003336
Author(s):  
Kuan‐Hung Chen ◽  
Vishwas Goel ◽  
Min Ji Namkoong ◽  
Markus Wied ◽  
Simon Müller ◽  
...  
Keyword(s):  
Li Ion Batteries ◽  
Hard Carbon ◽  
Fast Charging ◽  
Li Ion

Using In Situ High-Energy X-ray Diffraction to Quantify Electrode Behavior of Li-Ion Batteries from Extreme Fast Charging

2021 ◽  
Author(s):  
Partha P. Paul ◽  
Chuntian Cao ◽  
Vivek Thampy ◽  
Hans-Georg Steinrück ◽  
Tanvir R. Tanim ◽  
...  
Keyword(s):  
High Energy ◽  
Li Ion Batteries ◽  
X Ray Diffraction ◽  
X Ray ◽  
Fast Charging ◽  
Li Ion

Multi-Layer Anodes for Fast Charging of Li-Ion Batteries

2021 ◽  
Vol MA2021-02 (4) ◽  
pp. 473-473
Author(s):  
Amir Sina Hamedi ◽  
Adrian Yao ◽  
Dean Wheeler
Keyword(s):  
Li Ion Batteries ◽  
Fast Charging ◽  
Li Ion

scholarly journals Application of DFT-based machine learning for developing molecular electrode materials in Li-ion batteries

RSC Advances ◽  
2018 ◽  
Vol 8 (69) ◽  
pp. 39414-39420 ◽  
Author(s):  
Omar Allam ◽  
Byung Woo Cho ◽  
Ki Chul Kim ◽  
Seung Soon Jang
Keyword(s):  
Machine Learning ◽  
Density Functional Theory ◽  
High Throughput Screening ◽  
Density Functional ◽  
Electrode Materials ◽  
Screening Method ◽  
Li Ion Batteries ◽  
Functional Theory ◽  
Learning Framework ◽  
Li Ion

In this study, we utilize a density functional theory-machine learning framework to develop a high-throughput screening method for designing new molecular electrode materials.

Enabling > 4C Fast Charging of Li-Ion Batteries with Graphite/Hard Carbon Hybrid Anodes to Overcome Energy/Power Density Tradeoffs

2020 ◽  
Vol MA2020-02 (3) ◽  
pp. 539-539
Author(s):  
Kuan-Hung Chen ◽  
Vishwas Goel ◽  
Min Ji Namkoong ◽  
Markus Wied ◽  
Simon Müller ◽  
...  
Keyword(s):  
Power Density ◽  
Li Ion Batteries ◽  
Hard Carbon ◽  
Fast Charging ◽  
Li Ion

Adaptive fast charging methodology for commercial Li‐ion batteries based on the internal resistance spectrum

2020 ◽  
Vol 2 (4) ◽  
Author(s):  
Sandeep S. Sebastian ◽  
Bo Dong ◽  
Taner Zerrin ◽  
Pedro A. Pena ◽  
Amirali S. Akhavi ◽  
...  
Keyword(s):  
Internal Resistance ◽  
Li Ion Batteries ◽  
Fast Charging ◽  
Li Ion ◽  
Resistance Spectrum
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