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RAGNAROCH
Radiative analysis of glass furnaces: novel approaches for computational hyperspectral imaging
FunderFrench National Research Agency (ANR)
Funder Contribution €680,924.00
DurationFrom 01 Mar 2025
Project codeANR-24-CE51-2798
Identifiers
Description
Reliable space- and time-resolved non-intrusive measurements of temperature and species concentrations are essential in the development of future generations of clean and efficient combustion systems. The ANR RAGNAROCH aims to contribute to this problem by investigating the possibility to use hyperspectral imaging to infer temperature and concentrations of radiatively participating combustion products in combustion systems of increasing complexities, including lab-scale well-controlled laminar and turbulent flames and a realistic reduced-scale glass furnace scenario. In this work, the analysis of hyperspectral data will be based on modern and computationally efficient statistical machine learning methods. The training of these meta models will be made from data provided by a high-fidelity CFD. Once constructed, the various metamodels will be first validated in numerical scenarios, where the hyperspectral images will be generated from the numerical data. In a second step, the metamodels will be applied to real experimental scenarios of incremental difficulties. The RAGNAROCH project is built on the complementary skills of 7 teams widely recognized for their expertise in the fields involved in the project: 1) IUSTI/UMR 7343 and 2) M2P2/UMR 7340 are developing the CFD code. This code will be used to provide high-fidelity forward calculations of both laminar and turbulent flames, used for the training and the validation of the meta models. 3) LEMTA/UMR 7563 will perform the hyperspectral imaging of experimental flames, 4) CETHIL/UMR 5008 will perform the experimental analysis of both laminar and turbulent flames. 5) LOA/UMR 5818 and 6) St Gobain Research will provide the reduced-scale industrial experiments. The final objective of the RAGNAROCH project is to develop and validate a set of theoretical and numerical tools aimed at reconstructing temperature fields and species concentrations (including soot) from hyperspectral imaging. These tools will be distributed under a free license and accompanied by educational content (technical reports and video support). The project will also make it possible to train three new experts in radiative transfer in high temperature conditions (38% of the budget is dedicated to their recruitment). 13% of the budget is dedicated to experimental developments, 12% to the subcontracting of IT data management tasks, the rest (36%) being allocated to the implementation of digital components (simulations), to the environment and management fees (14.5% for most partners).
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Reliable space- and time-resolved non-intrusive measurements of temperature and species concentrations are essential in the development of future generations of clean and efficient combustion systems. The ANR RAGNAROCH aims to contribute to this problem by investigating the possibility to use hyperspectral imaging to infer temperature and concentrations of radiatively participating combustion products in combustion systems of increasing complexities, including lab-scale well-controlled laminar and turbulent flames and a realistic reduced-scale glass furnace scenario. In this work, the analysis of hyperspectral data will be based on modern and computationally efficient statistical machine learning methods. The training of these meta models will be made from data provided by a high-fidelity CFD. Once constructed, the various metamodels will be first validated in numerical scenarios, where the hyperspectral images will be generated from the numerical data. In a second step, the metamodels will be applied to real experimental scenarios of incremental difficulties. The RAGNAROCH project is built on the complementary skills of 7 teams widely recognized for their expertise in the fields involved in the project: 1) IUSTI/UMR 7343 and 2) M2P2/UMR 7340 are developing the CFD code. This code will be used to provide high-fidelity forward calculations of both laminar and turbulent flames, used for the training and the validation of the meta models. 3) LEMTA/UMR 7563 will perform the hyperspectral imaging of experimental flames, 4) CETHIL/UMR 5008 will perform the experimental analysis of both laminar and turbulent flames. 5) LOA/UMR 5818 and 6) St Gobain Research will provide the reduced-scale industrial experiments. The final objective of the RAGNAROCH project is to develop and validate a set of theoretical and numerical tools aimed at reconstructing temperature fields and species concentrations (including soot) from hyperspectral imaging. These tools will be distributed under a free license and accompanied by educational content (technical reports and video support). The project will also make it possible to train three new experts in radiative transfer in high temperature conditions (38% of the budget is dedicated to their recruitment). 13% of the budget is dedicated to experimental developments, 12% to the subcontracting of IT data management tasks, the rest (36%) being allocated to the implementation of digital components (simulations), to the environment and management fees (14.5% for most partners).
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Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. 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