Modeling Complex (Astro)Chemical Systems - Astrochemistry meets Data Science

24 February - 07 March 2025

Alexander Ruf, Eleonora Bianchi, Jonas Würzinger, Lukas Heinrich

Week 1
Mon 24/02/2025
Time Session
10:00 - 17:00

ASTROCHEMICAL NETWORK MODELING

Time Talk
10:00 - 10:30

Welcome Talk

Sandra Schmid-Willers

10:30 - 11:30

INTRO/MOTIVATION OF WORKSHOP

Alexander Ruf

Ruf_Slides.pdf

12:00 - 13:00

Lunch Break

13:00 - 14:30

Chemical network generation without knowing the reactions

Praneet Nandan

Nandan_Slides.pdf

15:30 - 17:00

Automated Reaction Network Exploration

Moritz Bensberg

Bensberg_Slides.pdf

Tue 25/02/2025
Time Session
10:00 - 19:00

ASTROCHEMSITRY / OBSERVATIONAL AND SIMULATION DATA

Time Talk
10:00 - 11:30

Overview astrochemistry

Cecilia Ceccarelli

12:00 - 13:00

Lunch Break

13:00 - 14:30

Observational data: Protostars

Marta De Simone

De Simone_Slides.pdf

15:30 - 17:00

Simulation data: Quantum chemistry and gas phase chemistry

Nadia Balucani

17:00 - 19:00

Social event and networking - Pizza

Wed 26/02/2025
Time Session
10:00 - 18:00

MACHINE LEARNING IN (ASTRO)CHEMISTRY

Time Talk
10:00 - 11:30

Overview Machine learning in chemistry

Frederic Felsen

Felsen_Slides.pdf

12:00 - 13:00

Lunch Break

13:00 - 14:30

Graph-based data Science, network science, (causal) graph learning and GNNs

Ingo Scholtes

15:30 - 17:00

Machine learning in astrochemistry

Gijs Vermariën

Vermariën_Slides.pdf

Thu 27/02/2025
Time Session
10:00 - 17:00

ASTROCHEMICAL NETWORK MODELING

Time Talk
10:00 - 11:30

Overview Astrochemical modeling

Stefano Bovino

Bovino_Slides.pdf

12:00 - 13:00

Lunch Break

13:00 - 14:30

Astrochemical modeling molecular clouds

Alessandro Lupi

Lupi_Slides.pdf

15:30 - 17:00

Astrochemical modeling protoplanetary discs

Claudia Toci

Toci_Slides.pdf

Fri 28/02/2025
Time Session
10:00 - 20:00

(ASTRO)CHEMICAL NETWORK PROPERTIES

Time Talk
10:00 - 11:30

Chemical networks & information

Ulrich Gerland

12:00 - 13:00

Lunch Break

13:00 - 14:30

Chemical networks & time

Jeremie Unterberger

Unterberger_Slides.pdf

15:30 - 17:00

Complexity of astrochemical networks

Tommaso Grassi

Grassi_Slides.pdf

Week 2
Mon 03/03/2025
Time Session
10:00 - 17:00

MODERN DATA SCIENCE TOOLS

Time Talk
10:00 - 11:30

Observational data vs synthetic spectra

Akash Gupta

Gupta_Slides.pdf

12:00 - 13:00

Lunch Break

13:00 - 14:30

Graph-based methods for few-body systems

Sebastian Dorn

Dorn_Slides.pdf

15:30 - 17:00

Overview simulation-based inference

Lukas Heinrich

Tue 04/03/2025
Time Session
10:00 - 17:00

ASTROCHEMICAL NETWORKS & TELESCOPE AND SIMULATION DATA

Time Talk
10:00 - 11:30

Overview astrochemical networks

Catherine Walsh

Walsh_Slides.pdf

12:00 - 13:00

Lunch Break

13:00 - 14:30

Telescope data in astrochemistry

Eleonora Bianchi

Bianchi_Slides.pdf

15:30 - 17:00

Simulation data: Quantum chemistry and surface chemistry

Joan Enrique Romero

Enrique Romero_Slides.pdf

Wed 05/03/2025
Time Session
10:00 - 19:00

ML / SIMULATION AND OBSERVATIONAL DATA

Time Talk
10:00 - 11:30

Machine learning in atmospheric science

Patrick Rinke

Rinke_Slides.pdf

12:00 - 13:00

Lunch Break

13:30 - 14:30

Chemical networks from laboratory experiments

Oliver Trapp

Trapp_Slides.pdf

15:30 - 17:00

Simulation data: Laboratory experiments

Pavol Jusko

Jusko_Slides.pdf

17:30 - 19:00

Social event and networking - Brotzeit

Thu 06/03/2025
Time Session
10:00 - 17:00

SOLVERS, SENSITIVY ANALYSIS, SURROGATE MODELS

Time Talk
10:00 - 11:30

Uncertainty and sensitivity analysis

Marie Van de Sande

van de Sande_Slides.pdf

12:00 - 13:00

Lunch Break

13:00 - 14:30

Surrogate models for the resolution of ODEs and applications in astrochemistry

Lorenzo Branca

Branca_Slides.pdf

15:30 - 17:00

Recipe for astrochemistry simulations in star-forming environments: chemical networks, public codes, and forming molecules in the interstellar medium

Munan Gong

Gong_Slides.pdf

Fri 07/03/2025
Time Session
10:00 - 12:00

tba

Time Talk
10:00 - 12:00

tba

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