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Physics-Informed Neural Network with Transfer Learning for State Estimation in Lithium-Ion Batteries using the Single Particle Model with Electrolyte

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Physics-Informed Neural Network with Transfer Learning for State Estimation in Lithium-Ion Batteries using the Single Particle Model with Electrolyte

·7 min read·Gift Modekwe, Qiugang Lu

This paper addresses the computational inefficiency and limited generalization of physics-informed neural networks (PINNs) applied to the electrochemical modeling of lithium-ion batteries, specific…

researchphysics-informed-neural-networkstransfer-learninglithium-ion-batteriessingle-particle-model

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Star Formation and Accretion in Nearby Galaxies

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Star Formation and Accretion in Nearby Galaxies

·8 min read·J. Moldon, A. Alberdi, M. Perez-Torres et al.

This chapter outlines the transformative potential of the Square Kilometre Array (SKA) AA4 configuration for disentangling and characterizing star formation and accretion processes in nearby galaxi…

researchradio-astronomystar-formationagncosmic-ray-transport

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Astrochemical Study of Early Embedded Disks

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Astrochemical Study of Early Embedded Disks

·9 min read·Eleonora Bianchi

This paper addresses the significant gap in understanding the early stages of star and planet formation by focusing on characterizing the physical and chemical properties of young embedded protoste…

researchastrochemistryplanet-formationprotostellar-disksmachine-learning

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