[Date]:2022/02/04～2022/02/06

【Changed to Online Only】Perspectives on Artificial Intelligence and Machine Learning in Materials Science｜20210014

Title of Research Project: Perspectives on Artificial Intelligence and Machine Learning in Materials Science
Principal Investigator: Daniel PACKWOOD (Junior Associate Professor/Institute for Integrated Cell-Material Sciences, Kyoto University)
Research Period： February 4, 2022 – February 6, 2022

Program

February 4（Fri）

Chair: Alex STAYKOV

8:30-8:40
Opening Remarks (Yasuhide FUKUMOTO)

08:40-09:40
Speaker: Petros SOFRONIS（I²CNER, Kyushu University and UIUC）
Title: Mathematical Challenges in Linking the Micro- with Macro-Scale Behavior of Materials in Adverse Chemomechanical Environments

09:40-10:40
Speaker: Kulbir Kaur GHUMAN (INRS)
Title: Designing Energy Materials via Genetic Algorithm Based Machine Learning Approach

10:40-11:00
Break

11:00-12:00
Speaker: David RIVERA（Hiroshima University）
Title: Density Functional Theory and Machine Learning Description and Prediction of Oxygen Atom Chemisorption on Platinum Nanoparticles

12:00-13:00
Speaker: Gergely JUHASZ（Tokyo Institute of Technology）Title: Electrochemistry of Nanoparticles and Nanotube

13:00-14:00
Lunch Break

14:00-16:00
Student talks session

February 5（Sat）

Chair: Daniel Packwood

08:30-09:30
Speaker: Shigenori FUJIKAWA（I²CNER, Kyushu University）
Title: Membrane Design for Negative CO2 Emissions Technology

09:30-10:30
Speaker: Yu KANEKO (Daicel Corporation)
Title: Introduction of Machine Learning Approach for Chemical Compound Search in Daicel

10:30-11:00
Break

11:00-12:00
Speaker: Ichigaku TAKIGAWA（RIKEN and Hokkaido University）
Title: Machine Learning for Molecules: Lessons and Challenges of Data-Centric Chemistry

12:00-13:00
Speaker: Ippei OBAYASHI (RIKEN）
Title: 3D Data Analysis of X-Ray CT Images with Persistent Homology and Nonnegative Matrix Factorization

13:00-14:00
Lunch Break

14:00-16:00
Student talks session

February 6（Sun）

Chair: Pierluigi CESANA

08:30-09:30
Speaker: Daniel PACKWOOD (iCeMS, Kyoto University)
Title: Data-Driven Approaches for Surface Materials and Beyond

09:30-10:30
Speaker: Yoshinobu KAWAHARA （IMI, Kyushu University and RIKEN）
Title: Data-Driven Analysis of Dynamical Systems: From an Operator-Theoretic Perspective

10:30-11:00
Break

11:00-12:00
Speaker: Sherry CHEN（Hong Kong University of Science and Technology）
Title: Data-Driven Approach for Indexing Free X-Ray Crystallography

12:00-13:00
Speaker: Xiangdong DING (Xi’an Jiaotong University）
Title: Artificial Intelligence Enhanced Atomic Simulations of Complex Phase Transformation

13:00-13:10
Closing remarks

13:10-14:00
Lunch Break

14:00-16:00
Room breakout/free discussions/Student talks session

Registration

Anyone (up to 100 people) can participate in this conference for free.
To get Zoom URL, please fill out the registration form:

＼To participate in this meeting, please apply below／

Poster

Zoom

If you have not downloaded the Zoom application yet, please download it (https://zoom.us) in advance.
https://zoom.us/download#client_4meeting

How to install it on your computer or smartphone.
https://zoom.nissho-ele.co.jp/blog/manual/zoom-install.html