AI4Science workshop

Name: AI4Science workshop
Start: 2023-09-18T09:20:00+02:00
End: 2023-09-22T21:00:00+02:00
Location: FIAS

18 Sept 2023, 09:20 → 22 Sept 2023, 21:00 Europe/Zurich

FIAS

Ruth-Moufang-Str.1 60438 Frankfurt am Main

Horst Stoecker (GSi), Jan Steinheimer (Frankfurt Institute for Advanced Studies), Kai Zhou (FIAS, Goethe-University Frankfurt am Main)

Description

The AI4 Science workshop is organized by the Xidian-FIAS international Joint Research Centre at the Frankfurt Institute for Advanced Studies.

Its aim is to bring together researchers from the differrent fields and scientific communities active at FIAS and Xidian university that are using modern machine learning methods to solve fundamental problems of science.

We will have scientific presentations and discussions with the goal to get a better understanding of the research done at both institutes and to foster and promote research collaborations.

Monday 18 September
- 1
  
  Arrival and Registration
- 2
  
  Welcome and JRC introduction
  
  Speakers: Horst Stoecker (GSi), Dr Jan Steinheimer (Frankfurt Institute for Advanced Studies), Dr Kai Zhou (FIAS, Goethe-University Frankfurt am Main)
  
  Information.pdf
- 3
  
  General Introduction of Xidian University and Some Recent Research work in AI for Science.
  
  Speaker: Bazhong Shen
- 11:00
  
  Coffee break
- 4
  
  A Physics-based neural network reconstruction of the dense matter equation of state
  
  Speaker: Shriya Soma
  
  XidianFIAS_Soma.pdf
- 5
  
  AI for High energy heavy Ion collisions
  
  Speaker: Manjunath Omana Kuttan (Frankfurt Institute for Advanced Studies)
- 12:30
  
  Lunch
- 6
  
  Seek for the next trend for autonomous driving research at the turning point
  
  Speaker: Kai Sheng (Xidian)
- 7
  
  Message passing algorithm and it's application in ISAR Imaging
  
  Speaker: Hailong Kang
- 8
  
  Modulation recognition
  
  Speaker: Chunxi Dong
- 15:30
  
  Coffee break
- 9
  
  Climate change and Energy-Networks
  
  Speaker: Markus Schlott (FIAS)
- 10
  
  Optimal Power Flow in Highly Renewable Power System Based on Attention Neural Networks
  
  Speaker: Chen Li (FIAS)
- 11
  
  Mean field model and mean field game
  
  Speaker: Lijun Bo (Xidian)
- 17:30
  
  Reception
Tuesday 19 September
- 09:30
  
  Arrival
- 12
  
  AI for Seismology
  
  Speaker: Nishtha Srivastava (FIAS)
- 13
  
  SAIPy: A Python Package for Single-Station Earthquake Monitoring using Deep Learning
  
  Speaker: Megha Chakraborty (FIAS)
- 11:00
  
  Coffee break
- 14
  
  A Deep Learning Approach for Large Earthquake Monitoring using High Rate-Global Navigation Satellite System Data
  
  Speaker: Claudia Quinteros (FIAS)
- 15
  
  Testing the Potential of Deep Learning in Earthquake Forecasting
  
  Speaker: Jonas Köhler (FIAS)
- 12:30
  
  Lunch
- 16
  
  Near field ISAR Imaging Method
  
  Speaker: Jixiang Fu (FIAS)
- 17
  
  Amplitude-Phase retrieval for Terahertz Holography with Physics-Informed Deep Learning
  
  Speaker: Mingjun Xian (FIAS)
- 15:30
  
  Coffee break
- 18
  
  Application of PINNs to the spatiotemporal spread of Infectious diseases
  
  Speaker: Han Shuai (FIAS)
- 19
  
  Machine learning combined with imaging for disease detection
  
  Speaker: Ruichan Lyu (Xidian)
- 18:00
  
  Workshop Dinner
  
  @ Apfelwein Wagner
Wednesday 20 September
- 20
  
  Address from the Director of FIAS
  
  Speaker: Eckhard Elsen (Deutsches Elektronen-Synchrotron (DE))
- 21
  
  Combining Invariant and Equivariant Representations Using Contrastive and Predictive Learning
  
  Speaker: Xia Xu (FIAS)
- 22
  
  CRE: Circle relationship embedding of patches in vision transformer
  
  Speaker: Zhengyang Yu (FIAS)
- 11:00
  
  Coffee break
- 23
  
  Identifying lightning structures via machine learning
- 24
  
  Approximating Nash equilibrium for production control
  
  Speaker: Tongqing Li (Xidian)
- 12:30
  
  Lunch
- 25
  
  Space target 3D reconstruction and attitude estimation
  
  Speaker: Dan Xu (Xidian)
- 26
  
  Odor perceptron under uncontrolled environment
  
  Speaker: Taoping Liu (Xidian)
- 27
  
  Speech emotion recognition
  
  Speaker: Yu Gu (Xidian)
- 15:30
  
  Coffee break
- 28
  
  Radar remote sensing interpretation and application
  
  Speaker: Bo Ren (Xidian)
- 29
  
  TBA
  
  Speaker: Omar El Sayed (FIAS)
- 30
  
  Deep Learning for Semiconductor Materials
  
  Speaker: Yong Xie (Xidian)
Thursday 21 September
- 08:30
  
  Excursion
Friday 22 September
- 09:30
  
  Arrival
- 31
  
  Bayesian inference for mechanical stress estimation in developmental biology
  
  Speaker: Zoe Lange (FIAS)
- 32
  
  The emergence of neural representations
  
  Speaker: Matthias Kaschube (FIAS)
- 11:00
  
  Coffee break
- 33
  
  Investigating mechanisms of biomolecular self‐organization with computational intelligence
  
  Zoom talk
  
  Speaker: Roberto Covino (FIAS)
- 34
  
  Closing
- 12:30
  
  Free afternoon
- 18:00
  
  Farewell dinner at Lahmer Esel