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Tutorial on Graph Reinforcement Learning: RL, Graph Neural Networks, and Applications to Mobility

Tutorial on Graph Reinforcement Learning: RL, Graph Neural Networks, and Applications to Mobility
Daniele Gammelli, postdoctoral scholar in the Autonomous Systems Lab, will lead this tutorial to introduce core concepts in the fields of Deep Reinforcement Learning and Graph Neural Networks from the ground up. By the end of the tutorial we will have introduced modern (graph-)reinforcement learning methods, and how to apply them in practice through a case study on intelligent transportation systems.

Grid And Charging Speed Bumps Ahead As Amazon, FedEx And Transit Fleets Go Electric

Stanford researchers estimate the impact of rising EV ownership in the western U.S. could boost power demand as much as 25% by 2035, the year when California has banned the sale of new gasoline-powered passenger vehicles.The study says more EV charging should be done during midday hours—ideally at work or public stations—when wind and solar power supplies are at their peak, sometimes producing more energy than the grid can handle.

Charging lithium-ion cells at different rates boosts the lifetimes of battery packs for electric vehicles, Stanford study finds

New modeling of how lithium-ion cells in a pack degrade show a way to tailor charging to each cell's capacity so EV batteries can handle more charge cycles and stave off failure. Simulations by Stanford professor and senior study author, Simona Onori, suggest batteries managed with the new technology could handle at least 20% more charge-discharge cycles even with frequent fast charging.

California's move to phase out gas-powered cars could spark battery innovations

By 2035, California will ban sales of new gasoline powered cars and light trucks. Yi Cui, professor, materials science and engineering and director, Precourt Institute for Energy predicts the broad adoption of EVs will force a revolution in battery design. The need for fast charging, he says, “will definitely provide opportunities for new battery chemistries to emerge.” By using new materials for electrodes or charge-carrying ions, he and others have already come up with promising candidates. 

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