Presentations
Research Talks | Technical Presentations | Workshops
Upcoming talks & Workshops
Invited Talk: Phase-Field DeepONet: Physics-informed deep operator neural network for fast simulations of pattern formation governed by gradient flows of free-energy functionals. ACS Fall 2023
Invited talks in the past
MIT Energy Webinar: Modeling the Mechanics in Batteries: Safety, Reliability, and Lifetime. May 18, 2023
Seminar: Electro-Chemo-Mechanics in Solid-State Batteries. Department of Mechanical Engineering, University of Connecticut. December 2, 2022
Invited Talk: Energy-based Deep Operator Learning for Solving Battery Physics Equations.
Advanced Automotive Battery Conference, Hotel Del Coronado, San Diego, CA. December 5-8, 2022
Invited Talk at the mini-series on machine learning for battery aging and safety on BMWS. June 14, 2022
Invited Talk at Georgia Tech, School of Mechanical Engineering. March 9, 2022
Invited Talk at Northeastern University, Department of Mechanical & Industrial Engineering. March 1, 2022
Invited Talk at UT Austin, Department of Mechanical Engineering. February 16, 2022
Invited talk at Boston University, Mechanical Engineering and Electrical & Computer Engineering. February 1, 2022
Invited Talk at Rice University, CEE Graduate Seminar. January 28, 2022
Invited Talk at U of Houston, Distinguished Mechanical Engineering Seminar. January 27, 2022
Invited Talk at Univ. of Wisconsin - Madison, Dept of Mechanical Engineering. January 10, 2022
Worcester Polytechnic Institute ME Graduate Seminar. December 1, 2021
Title: Intelligent Data-Physics Integration for Characterizing Electro-Chemo-Mechanical Systems
Automotive CAE Grand Challenge. October 19, 2021
Title: "Safety-Focused Characterization of Lithium-ion Batteries: From Micro Testing to Macro Modeling"
Applied Energy Symposium MIT A+B. August 11-13, 2021
Title: "Mechanical Safety of Li-ion Batteries: Physics-Based Models, Data-Driven Approaches, and Their Intelligent Combination"
2021 Virtual MRS Spring Meeting & Exhibit, April 22, 2021
Title: "Mechanical Modeling of Li-ion Batteries: from Physics-based to Data-Driven "
NREL Machine Learning and Batteries Workshop, March 25, 2021
Title: "Safety-Focused Modeling of Li-ion Batteries: Physics-Based Models, Data-Driven Approaches, & Their Intelligent Combination"
Texas A&M Ocean Engineering Seminar Series OCEN 481/681, March 17, 2021
Title: "Electro-Chemo-Mechanics of Li-ion Batteries: from Physics-based to Data-Driven "
Engineering and Applied Science Forum, October 4, 2020
Title: "A Physics-Guided Machine Learning Framework for Elastic Plates and Shells"
Automotive Battery Safety Conference. May 28, 2020
Title: "Decoupled Modeling of the Mechanics and Electrochemistry of Batteries"
Workshops
Symposium: Data-Driven Approaches for Complex Multiphysics Systems, Structures, and Materials.
Society of Engineering Science Annual Technical Meeting, College Station, TX. October 16 - 19, 2022
Steering Meeting of the MIT Industrial Battery Consortium. June 30, 2022
Minisymposium: Data-Driven Approaches for Multiscale and/or Multiphysics Systems
19th U.S. National Congress on Theoretical and Applied Mechanics. Austin TX. June 19-24, 2022
Minisymposium: Large Deformation and Failure of Lithium-ion Batteries.
19th U.S. National Congress on Theoretical and Applied Mechanics. Austin TX. June 19-24, 2022
Steering Meeting of the MIT Industrial Battery Consortium. November 9 & 10, 2021
Interim Meeting of the MIT Industrial Battery Consortium. June 16-18, 2021
This is an internal meeting between our MIT team and the consortium members. External participants are welcome but invite-only.
Engineering and Applied Science Forum, April 4, 2021
I hosted the session on "Data-Driven Battery Modeling"
Part 1. Wei Li's talk on PINN
Part 2. Hongbo Zhao's talk on learning physics
Part 3. Steve Kench's talk on 2D-3D data transition
Part 4. Panel discussion
Annual Review Meeting of MIT Industrial Battery Consortium, November 2020
Interim Meeting of MIT Industrial Battery Consortium, June 2020
Annual Review Meeting of MIT Battery Modeling Consortium & Kick-off Meeting of MIT Industrial Battery Consortium, November 2019
Symporsium of Impact Mechanics and Crash Protection, October 2017
Other Presentations
2020 Virtual MRS Spring/Fall Meeting & Exhibit, November 2020
"Physics-Guided Machine Learning Model of Li-ion Battery Systems Involving Multiple Scales, Physics, and Phases"
The 57th Annual Technical Meeting of the Society of Engineering Science, Virtual Meeting, 2020
"Characterization of the Large-Deformation Plasticity of Pure Lithium Foils"
The 56th Annual Technical Meeting of the Society of Engineering Science, Washington University, St. Louis, MO, 2019
"Mechanism of strengthening of battery resistance under dynamic loading"
ASME International Mechanical Engineering Congress & Exposition, Pittsburgh, PA, 2018
"Recent progress of mechanical modeling program of lithium-ion batteries at ICL-MIT"
18th U.S. National Congress fro Theoretical and Applied Mechanics, Chicago, 2018
"Modeling the granular/metal multi-layered structure of lithium-ion batteries"
ASME International Mechanical Engineering Congress & Exposition, Tampa, FL, 2017
"Failure in lithium-ion batteries under transverse indentation loading"
The 54th Annual Technical Meeting of the Society of Engineering Science, Northeastern University, Boston, MA, 2017
"Stretch-induced Wrinkling of a Highly orthotropic thin film"
ASME International Mechanical Engineering Congress & Exposition, Phoenix, AZ, 2016
"Deformation and Failure Mechanisms of 18650 Battery Cells under Axial Compression"