Events

Lecture ​

Lecture

18, Dec., 2023, 11:00-13:00

Hybrid-lecture “Parenthood and Science” in Magdeburg.

Workshop

Workshop

15, Dec., 2023, 10:00-12:00

Workshop on “Gender appropriate candidate assessment” in Magdeburg by Dr. Steffi Nothnagel

MGK Guest lecture ​

MGK Guest lecture

16, Aug., 2023 at 10:00 am

MGK Guest lecture by Dr. Rigopoulos, Imperial College London.

Title: “Machine Learning for Thermochemistry Tabulation”

 

The seminar will take place in lecture theatre H2 (room number A021) on the ground floor of Building 22A in Magdeburg. You may also participate electronically.

Several methods for the computation of reacting flows involve real-time integration of chemical kinetics. These methods include transported probability density function (PDF) methods, direct numerical simulation (DNS), conditional moment closure (CMC), unsteady flamelet, multiple mapping closure (MMC), thickened flame model, linear eddy model (LEM), partially stirred reactor (PaSR, as in OpenFOAM) and laminar flame computation. The need for direct integration of kinetics often renders large-scale simulations with these methods prohibitively expensive. This issue can be overcome by tabulation, which is the pre-computing and storage of computationally expensive operations. Tabulation raises further issues, however, such as the anticipation and coverage of the states to be encountered during simulation and the avoidance of excessive memory requirements.
The present seminar will describe a tabulation approach with artificial neural networks (ANNs), which are a class of machine learning models that can be employed for function approximation. After a review of the first-generation ANN tabulation methods, we will discuss recent developments that enable the generation of data-driven models able of accommodating a wide range of reacting flows, including laminar flamelets and premixed flames, turbulent non-premixed and premixed flames and flames with fuel blends and energy losses. The main elements of the methodology will be discussed, together with an explanation of how they lead to enhanced generalisation, accuracy and error control.

MGK Guest lecture ​

MGK Guest lecture

20, Sep., 2023 at 10

MGK Guest lecture by Prof. Bénédicte Cuenot, CERFACS, France.

Title: DNS and LES of turbulent reacting gas flows with detailed kinetics and liquid or solid particles

April 2.- 5., April, 2024

The CRC 287 will organize a session on DEM/CFD at the INFUB conference 2-5 April 2024 with contributions from Prof. Bernhard Peters (Univ. Luxembourg) and Prof. Stefan Radl (TU Graz) and the CRC.

PARTEC Congress​

26.-28., 09, 2023

CRC 287 will organise a session at the PARTEC Congress. Read more

June 12th-14th, 2023

Hotel Wyndham Atrium Hannover

 

April 24th – 26h, 2023

Rouen, France

organized a workshop by the CRC 287 BULK-REACTION

September 7th – 9h, 2022

Berlin, Germany 

August 30th – September 2nd, 2022

Budapest, Hungary

organized a workshop by the CRC 287 BULK-REACTION

June 8th – 9th, 2022

Ruhr-University Bochum, Germany

organized by the Collaborative Research Centre 287 BULK-REACTION

September 13th – 15th, 2021

Hotel Leornardo Hannover, Germany