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Active Learning via Bayesian Optimization for Materials Discovery
Online Presentations | 25 Jun 2021 | Contributor(s):: Hieu Doan, Garvit Agarwal
In this tutorial, we will demonstrate the use of active learning via Bayesian optimization (BO) to identify ideal molecular candidates for an energy storage application.
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Bayesian optimization tutorial using Jupyter notebook
Tools | 11 Jun 2021 | Contributor(s):: Hieu Doan, Garvit Agarwal
Active learning via Bayesian optimization for materials discovery
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Symposium on Nanomaterials for Energy: Atomic Force Microscopy for Energy Applications - A Review
Online Presentations | 05 Feb 2021 | Contributor(s):: Arvind Raman
Atomic Force Microscopy is unique in its ability to measure sub -nanonewton forces arising from a variety physical phenomena between a sharp tip and a sample. In this talk we review the most recent applications of atomic force microscopy to explore and characterize quantitatively the properties...
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Module 7: Active Learning for Design of Experiments
Online Presentations | 30 Sep 2020 | Contributor(s):: Alejandro Strachan, Juan Carlos Verduzco Gastelum
This module introduces active learning in the context of materials discovery with hands-on online simulations. Active learning is a subset of machine learning where the information available at a given time is used to decide what areas of space to explore next. In this module, we will explore...
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romdegradation: Physics-based, Reduced Order Degradation Model of Lithium-ion Batteries
Tools | 24 Jul 2020 | Contributor(s):: Aniruddha Jana, Surya Mitra Ayalasomayajula, Edwin Garcia
Physics-based, Reduced Order Degradation Model of Lithium-ion Batteries
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The Quest for Safer Rechargeable Batteries
Online Presentations | 19 Dec 2018 | Contributor(s):: Vilas Pol
The ViPER (Vilas Pol Energy Research) laboratory focuses on the development of high-capacity electrode materials, their engineering for longer cycle life and improved safety.
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DFT Study of Anisotropic Elastic Property of LiCoO2 During Lithium Intercalation and Deintercalation Process
Presentation Materials | 06 Dec 2018 | Contributor(s):: Lingbin Meng, Alejandro Strachan
Lithium cobalt oxide (LiCoO2) is a popular cathode material of lithium-ion batteries due to its excellent electrochemical properties. In this study, the anisotropic elastic property of LiCoO2 has been studied by comparing the ratio of C11 and C33 between LiCoO2 and CoO2. As a result, the...
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Bridging Mechanics and Electrochemistry: Experiments and Modeling on Battery Materials
Online Presentations | 03 Oct 2018 | Contributor(s):: Kejie Zhao
This talk focuses on the interplay of mechanics, such as large deformation, plasticity, and fracture, with chemical reactions in Li-ion batteries. I will discuss the theories of coupled diffusion and stress, stress regulated interfacial reactions, reactive flow, and corrosive fracture in...
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In-Situ Examination of Thermal Runaway in Lithium-ion Batteries under Dynamic Loading and at High Temperatures using Nanomechanical Raman Spectroscopy
Online Presentations | 22 Mar 2018 | Contributor(s):: Vikas Tomar
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An Introduction to Rechargeable Batteries
Online Presentations | 27 Nov 2017 | Contributor(s):: Vilas Pol
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Electro-Chemo-Mechanics of Electrodes in Li-ion Batteries
Online Presentations | 10 Nov 2017 | Contributor(s):: Kejie Zhao
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Batteries - Challenges and Solutions
Online Presentations | 15 Jun 2017 | Contributor(s):: Vilas Pol
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Common Materials for Uncommon Microsystems
Online Presentations | 18 Jan 2017 | Contributor(s):: Babak Ziaie
2016 Adams Lecture, Mechanical Engineering, Purdue University
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Power for Pulse Power Applications
Online Presentations | 12 Dec 2016 | Contributor(s):: Robert P. Hamlen
The focus of this talk will be to provide information of electrochemical systems capable of providing pulse power for a variety of applications, from electric buses to pulse power weapons. There will be a review of the various primary and rechargeable batteries, as well as a discussion of...
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Battery Optimization
Tools | 27 Jul 2016 | Contributor(s):: Lefei Zhang, Guang Lin, Salar Safarkhani
Tool for modeling Porous Lithium-Ion Batteries for optimization and uncertainty quantification.
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[Illinois] AMC 2016 workshop: In-situ and real time study of SEI formation on anode in a Lithium battery cell using atomic force microscope
Online Presentations | 09 Jun 2016 | Contributor(s):: Song Xu
Advanced Material Characterization Workshop June 7-8 2016 Federick Seitz Materials Research Laboratory, University of Illinois at Urbana Champaign
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Bifunctional Air Electrode Studies
Presentation Materials | 01 Apr 2016 | Contributor(s):: Brian Demczyk, C. T. Liu
This presentation outlines a number of fundamental and processing studies conducted on carbon-based bifunctional air electrodes
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Challenges and Opportunities in the Design of Rechargeable Batteries
Online Presentations | 26 Feb 2016 | Contributor(s):: R. Edwin García
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Degradation in Rechargeable Li-Ion Batteries
Online Presentations | 17 Mar 2016 | Contributor(s):: R. Edwin García
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dualfoil.py Tutorial: User-Friendly Electrochemical Simulations for Porous Electrodes
Online Presentations | 09 Feb 2016 | Contributor(s):: R. Edwin García
Tutorial lecture for the tool dualfoil.py.