Resources (1-20 of 59)

1. Active Learning via Bayesian Optimization for Materials Discovery

   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.

2. Bayesian optimization tutorial using Jupyter notebook

   11 Jun 2021 | | Contributor(s):: Hieu Doan, Garvit Agarwal

   Active learning via Bayesian optimization for materials discovery

3. Symposium on Nanomaterials for Energy: Atomic Force Microscopy for Energy Applications - A Review

   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...

4. Module 7: Active Learning for Design of Experiments

   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...

5. romdegradation: Physics-based, Reduced Order Degradation Model of Lithium-ion Batteries

   24 Jul 2020 | | Contributor(s):: Aniruddha Jana, Surya Mitra Ayalasomayajula, Edwin Garcia

   Physics-based, Reduced Order Degradation Model of Lithium-ion Batteries

6. The Quest for Safer Rechargeable Batteries

   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.

7. DFT Study of Anisotropic Elastic Property of LiCoO2 During Lithium Intercalation and Deintercalation Process

   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...

8. Bridging Mechanics and Electrochemistry: Experiments and Modeling on Battery Materials

   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...

9. In-Situ Examination of Thermal Runaway in Lithium-ion Batteries under Dynamic Loading and at High Temperatures using Nanomechanical Raman Spectroscopy

   22 Mar 2018 | | Contributor(s):: Vikas Tomar

10. An Introduction to Rechargeable Batteries

    27 Nov 2017 | | Contributor(s):: Vilas Pol

11. Electro-Chemo-Mechanics of Electrodes in Li-ion Batteries

    10 Nov 2017 | | Contributor(s):: Kejie Zhao

12. Batteries - Challenges and Solutions

    15 Jun 2017 | | Contributor(s):: Vilas Pol

13. Common Materials for Uncommon Microsystems

    18 Jan 2017 | | Contributor(s):: Babak Ziaie

    2016 Adams Lecture, Mechanical Engineering, Purdue University

14. Power for Pulse Power Applications

    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...

15. Battery Optimization

    27 Jul 2016 | | Contributor(s):: Lefei Zhang, Guang Lin, Salar Safarkhani

    Tool for modeling Porous Lithium-Ion Batteries for optimization and uncertainty quantification.

16. [Illinois] AMC 2016 workshop: In-situ and real time study of SEI formation on anode in a Lithium battery cell using atomic force microscope

    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  

17. Bifunctional Air Electrode Studies

    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

18. Challenges and Opportunities in the Design of Rechargeable Batteries

    26 Feb 2016 | | Contributor(s):: R. Edwin García

19. Degradation in Rechargeable Li-Ion Batteries

    17 Mar 2016 | | Contributor(s):: R. Edwin García

20. dualfoil.py Tutorial: User-Friendly Electrochemical Simulations for Porous Electrodes

    09 Feb 2016 | | Contributor(s):: R. Edwin García

    Tutorial lecture for the tool dualfoil.py.