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Unlocking Battery Mysteries: X-Ray "Computer Vision" Reveals Unprecedented Physical and Chemical Details

It lets researchers extract pixel-by-pixel information from nanoscale X-ray movies of electrode particles absorbing and releasing lithium ions. Billions of tiny particles packed into rechargeable lithium-ion battery electrodes are responsible for storing charge and making it available when it’s n ....

Martin Bazant , Yiyang Li , Williamc Chueh , Richard Bratz , Chongbo Zhao , Martinz Bazant , Dimitrios Fraggedakis , Alexandere Cohen , William Chueh , Benben Jiang , Richardd Braatz , Princeton University , Toyota Research Institute , Department Of Energy , Lawrence Berkeley National Laboratory Advanced Light Source , National Accelerator Laboratory , Office Of Science , Stanford University , Toyota Research Institute Storey , Slac Stanford Battery Center , Massachusetts Institute Of Technology , Accelerator Laboratory , Massachusetts Institute , Stanford Battery Center , Brian Storey , Lawrence Berkeley National Laboratory ,

Pixel-by-pixel analysis yields insights into lithium-ion batteries - In a first, researchers have observed how lithium ions flow through a battery interface, which could help optimize the material's design

By mining data from X-ray images, researchers at MIT, Stanford University, SLAC National Accelerator, and the Toyota Research Institute have made significant new discoveries about the reactivity o . ....

Benben Jiang , Richardd Braatz , Williamc Chueh , Yiyang Li , William Chueh , Chongbo Zhao , Richard Bratz , Martinz Bazant , Alexandere Cohen , Martin Bazant , Edwinr Gilliland , Dimitrios Fraggedakis , Toyota Research Institute , Slac Stanford Battery Center , Princeton University , Chemical Engineering , Zhao Phd , Stanford Battery Center , Brian Storey , Toyota Research , Haitao Dean Deng , Jongwoo Lim , Lithium Iron Phosphate , Battery Materials , X Ray Microscopy ,

X-ray images reveal inner workings of battery electrodes

X-ray images reveal inner workings of battery electrodes
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William Chueh , Martin Bazant , Toyota Research Institute , Slac Stanford Battery Center , Massachusetts Institute Of Technology , Stanford University , National Accelerator , Massachusetts Institute , Stanford Battery , Brian Storey , Toyota Research ,

X-Ray Movies, Computer Vision Bring Battery Breakthrough

A method to improve Li-ion battery efficiency at the electrode is the result of machine learning and 18 years of computer modeling work. ....

Stanford William Chueh , Martin Bazant , Toyota Research Institute , Department Of Energy , National Accelerator Laboratory , Massachusetts Institute Of Technology , Stanford University , Accelerator Laboratory , Massachusetts Institute , William Chueh ,

New Machine Learning Method Reveals Unprecedented Details of Lithium-Ion Battery Operation

Billions of tiny particles packed into rechargeable lithium-ion battery electrodes are responsible for storing charge and making it available when it's needed to do work. X-ray movies of this process show the particles absorbing and releasing lithium ions as the battery charges and discharges. ....

Chongbo Zhao , William Chueh , Laura Thomsonsep , Richard Bratz , Martin Bazant , Lawrence Berkeley National Laboratory Advanced Light Source , Office Of Science , Department Of Energy , Slac Stanford Battery Center , Toyota Research Institute , Stanford University , Princeton University , Toyota Research Institute Storey , National Accelerator Laboratory , Massachusetts Institute Of Technology , Accelerator Laboratory , Massachusetts Institute , Stanford Battery Center , Brian Storey , Lawrence Berkeley National Laboratory , Advanced Light Source , Advanced Materials Show , Research Institute , Accelerated Materials Design ,