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MAGISTER SIGNED

Machine learning for Advanced Gas turbine Injection SysTems to Enhance combustoR performance.

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

MAGISTER project word cloud

Explore the words cloud of the MAGISTER project. It provides you a very rough idea of what is the project "MAGISTER" about.

engines decisions outreach premixed phenomenon oscillations persistently learning 2050 talents relevance career severe network aircraft physical encounters input monitor shape rolls oems magister combustors revolution ge royce transportation industry barely germany revolutionary itn clean spirit health world combustor mixed stringent analyze automated regulations predict meet pressure utilize predictability fourth lean ecosystems reduce combustion grow fall introduces full council area sensitivity shows pollutant machine flight shaped industrial advisory lifetime ensures respect operated internet cyber participation humans innovation decades aviation manufacturers goals last engine reliability air understand thermoacoustics vision engineering surface scientists emissions risk enabler tested safran usa

Project "MAGISTER" data sheet

The following table provides information about the project.

Coordinator	UNIVERSITEIT TWENTE Organization address address: DRIENERLOLAAN 5 city: ENSCHEDE postcode: 7522 NB website: www.utwente.nl contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
Coordinator Country	Netherlands [NL]
Total cost	3˙873˙159 €
EC max contribution	3˙873˙159 € (100%)
Programme	1. H2020-EU.1.3.1. (Fostering new skills by means of excellent initial training of researchers)
Code Call	H2020-MSCA-ITN-2017
Funding Scheme	MSCA-ITN-ETN
Starting year	2017
Duration (year-month-day)	from 2017-09-01 to 2021-08-31

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	UNIVERSITEIT TWENTE UNIVERSITEIT TWENTE Organization address address: DRIENERLOLAAN 5 city: ENSCHEDE postcode: 7522 NB website: www.utwente.nl contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (ENSCHEDE)	coordinator	766˙122.00
2	THE CHANCELLOR MASTERS AND SCHOLARSOF THE UNIVERSITY OF CAMBRIDGE THE CHANCELLOR MASTERS AND SCHOLARSOF THE UNIVERSITY OF CAMBRIDGE Organization address address: TRINITY LANE THE OLD SCHOOLS city: CAMBRIDGE postcode: CB2 1TN website: www.cam.ac.uk contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (CAMBRIDGE)	participant	546˙575.00
3	GENERAL ELECTRIC DEUTSCHLAND HOLDING GMBH GENERAL ELECTRIC DEUTSCHLAND HOLDING GMBH Organization address address: BLEICHSTRASSE 64-66 city: FRANKFURT AM MAIN postcode: 60313 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (FRANKFURT AM MAIN)	participant	498˙432.00
4	TECHNISCHE UNIVERSITAET MUENCHEN TECHNISCHE UNIVERSITAET MUENCHEN Organization address address: Arcisstrasse 21 city: MUENCHEN postcode: 80333 website: www.tu-muenchen.de contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (MUENCHEN)	participant	498˙432.00
5	ANSYS FRANCE SAS ANSYS FRANCE SAS Organization address address: PLACE GEORGES POMPIDOU 14-15 city: MONTIGNY LE BRETONNEUX postcode: 78180 website: www.ansys.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (MONTIGNY LE BRETONNEUX)	participant	262˙875.00
6	ASSOCIATION POUR LA RECHERCHE ET LE DEVELOPPEMENT DES METHODES ET PROCESSUS INDUSTRIELS ASSOCIATION POUR LA RECHERCHE ET LE DEVELOPPEMENT DES METHODES ET PROCESSUS INDUSTRIELS Organization address address: BOULEVARD SAINT MICHEL 60 city: PARIS postcode: 75272 website: www.armines.net contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (PARIS)	participant	262˙875.00
7	CENTRE EUROPEEN DE RECHERCHE ET DE FORMATION AVANCEE EN CALCUL SCIENTIFIQUE CENTRE EUROPEEN DE RECHERCHE ET DE FORMATION AVANCEE EN CALCUL SCIENTIFIQUE Organization address address: Avenue Gaspard Coriolis 42 city: TOULOUSE postcode: 31057 website: www.cerfacs.fr contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (TOULOUSE)	participant	262˙875.00
8	SAFRAN HELICOPTER ENGINES SAFRAN HELICOPTER ENGINES Organization address address: Avenue du President Szydlowski city: BORDES postcode: 64510 website: www.turbomeca.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (BORDES)	participant	262˙875.00
9	SAFRAN SA SAFRAN SA Organization address address: BLVD DU GAL MARTIAL VALIN 2 city: PARIS 15 postcode: 75015 website: www.safran.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (PARIS 15)	participant	262˙875.00
10	KARLSRUHER INSTITUT FUER TECHNOLOGIE KARLSRUHER INSTITUT FUER TECHNOLOGIE Organization address address: KAISERSTRASSE 12 city: KARLSRUHE postcode: 76131 website: www.kit.edu contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (KARLSRUHE)	participant	249˙216.00
11	BOARD OF TRUSTEES OF THE LELAND STANFORD JUNIOR UNIVERSITY BOARD OF TRUSTEES OF THE LELAND STANFORD JUNIOR UNIVERSITY Organization address address: SERRA MALL 450 city: STANFORD postcode: 94305 2004 website: www.stanford.edu contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	US (STANFORD)	partner	0.00
12	FDX Fluid Dynamix GmbH FDX Fluid Dynamix GmbH Organization address address: Müller-Breslau-Straße 8 city: Berlin postcode: 10623 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (Berlin)	partner	0.00
13	GENERAL ELECTRIC (SWITZERLAND) GMBH GENERAL ELECTRIC (SWITZERLAND) GMBH Organization address address: BROWN BOVERI STRASSE 7 city: BADEN postcode: 5401 website: www.alstom.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CH (BADEN)	partner	0.00
14	GEORGIA INSTITUTE OF TECHNOLOGY GEORGIA INSTITUTE OF TECHNOLOGY Organization address address: NORTH AVENUE CARNEGIE BUILDING city: ATLANTA postcode: 30332 0325 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	US (ATLANTA)	partner	0.00
15	KONINKLIJKE LUCHTVAART MAATSCHAPPIJNV KONINKLIJKE LUCHTVAART MAATSCHAPPIJNV Organization address address: AMSTERDAMSEWEG 55 city: AMSTELVEEN postcode: 1182 GP website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	NL (AMSTELVEEN)	partner	0.00
16	ROLLS-ROYCE POWER ENGINEERING PLC ROLLS-ROYCE POWER ENGINEERING PLC Organization address address: MOOR LANE city: DERBY postcode: DE24 8BJ website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (DERBY)	partner	0.00
17	SHELL RESEARCH LIMITED SHELL RESEARCH LIMITED Organization address address: SHELL CENTRE city: LONDON postcode: SE1 7NA website: www.shell.com/globalsolutions contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (LONDON)	partner	0.00

Map

Project objective

Air transportation is expected to grow persistently over the next decades. Clean combustion technology for aircraft engines is a key enabler to reduce the impact of this growth on ecosystems and humans’ health. The vision for European aviation is shaped by the Advisory Council for Aviation Research and Innovation in Europe in the Flight Path 2050 goals, which define stringent regulations on pollutant emissions. To meet these goals, the major engine manufacturers develop lean premixed combustors operated at very high pressure. This development introduces a large risk for reduced reliability and lifetime of engines: pressure oscillations in the combustor called thermoacoustics. Much research has been dedicated to study this phenomenon over the last decades with mixed success. Industrial experience shows that the pressure oscillations often surface as late as the full engine has been built and tested. Traditional engineering methods fall short of predictability during the design of the engines due to a high sensitivity of thermoacoustics with respect to barely known input parameters. Aviation industry encounters currently the fourth industrial revolution: cyber-physical systems analyze and monitor technical systems and take automated decisions. This industrial revolution is known as “Industry 4.0” in Germany and “Industrial Internet” in the USA. An essential enabler of the fourth industrial revolution is Machine Learning. The ITN MAGISTER will utilize Machine Learning to predict and understand thermoacoustics in aircraft engine combustors, and lead combustion research a revolutionary new approach in this area. The participation of the major aircraft engine OEMs GE, Rolls Royce, Safran ensures industrial relevance and outreach of the results. The project will shape early career talents in a network of world leading scientists and industrial partners to work on one of the most severe design issues in aviation technology in the spirit of the fourth industrial revolution.

Deliverables

List of deliverables.
Comparison of different machine learning algorithms.	Documents, reports	2020-02-17 16:47:38
Workshop C	Other	2020-02-17 16:47:35
Data Management Plan (DMP)	Open Research Data Pilot	2020-02-17 16:47:43
Application of machine learning in CFD.	Documents, reports	2020-02-17 16:47:58
Workshop B	Other	2020-02-17 16:47:35
Modelling of acoustically absorbing liners.	Documents, reports	2020-02-17 16:48:10
MAGISTER web site operational	Websites, patent fillings, videos etc.	2020-01-28 16:25:38
Summer school: Thermo-acoustics and combustion dynamics in aero gas turbine engines	Other	2020-01-28 16:25:38
Workshop A	Other	2020-01-28 16:25:38

Take a look to the deliverables list in detail: detailed list of MAGISTER deliverables.

Publications

List of publications.
year	authors and title	journal	last update
2019	Sara Navarro Arredondo, Jim Kok A model to study spontaneous oscillations in a lean premixed combustor using non-linear analysis published pages: , ISSN: , DOI:	Proceedings of the 26th International Congress on Sound and Vibration	2020-01-28
2019	McCartney M., Haeringer M., Polifke W., Comparison of Machine Learning Algorithms in the Interpolation and Extrapolation of Flame Describing Functions. published pages: , ISSN: , DOI:	Proceedings of the ASME Turbo Expo 2019	2020-01-28
2019	Alireza Ghasemi, J.B.W. Kok Numerical Study Of A Swirl Atomized Spray Response To Acoustic Perturbations. published pages: , ISSN: , DOI:	Proceedings of the 26th International Congress on Sound and Vibration	2020-01-28

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The information about "MAGISTER" are provided by the European Opendata Portal: CORDIS opendata.