Periodic Reporting for period 2 - MHz-TOMOSCOPY (MHz rate mulTiple prOjection X-ray MicrOSCOPY)
Periodo di rendicontazione: 2023-06-01 al 2024-05-31
In cavitation peening, an industrially relevant phenomenon for aerospace and new materials, we have no volumetric information, due to its high speed. This breakthrough will be achieved by the construction of a prototype that will demonstrate MHz rate tomoscopy at the European XFEL, taking advantage of world-unique European laboratories for the benefit of industry. Observing MHz-fast phenomena in opaque samples enables an entirely new branch of research, with possibilities for all sectors where such fast phenomena has, to date, been left to simulations and speculations. For industry and society, it would open new possibilities in the development and management of several techniques, including laser driven additive manufacturing, shock waves, fractures, evaporation, light alloy metallurgy, fast fluid dynamics, and cavitation phenomena.
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We successfully improved the simulation framework and the fast data interface. The fast data interface was implemented in several increments and delivered (not yet published) to a Git-Lab repository. The developed framework is a computer program called FATRA (FAst Train Review Application) which was installed at SPB SFX beamline and is ready to be used by not just MHz-TOMOSCOPY apparaturs but for purpose of any experiment where fast 2D cameras. We have successfully developed a deep-learning framework, named 4D-ONIX, for 4D (3D+time) reconstruction from sparse projections. This method was validated using simulated data of binary droplet collisions due to the need for ground truth and the noisy, scarce data from the commissioning experiment. The results demonstrated the first MHz 4D reconstruction at XFELs and are under review in Nature Communications (with received positive review), with the algorithm described in an article available on ArXiV. Efforts are ongoing to make the algorithm more memory-efficient and faster, explore novel constraints to reduce the number of required experiments, and prepare simulations for cavitation peening studies in collaboration with WP3. The Dynamical tools for 4D analysis (wp2.4) is in progress.
The portable experimental setup and the sample environment were developed based on the technical parameters provided in Task 1.1. The experimental setup was equipped with accurate sensors, including pressure transmitters, pressure gauges, a mass flowmeter, a control valve, and acoustic sensors. Furthermore, the sample environment featured several venturi tubes manufactured using a state-of-the-art 3D printer and clear resin. After integrating the sample environment into the setup, we characterized the cavitation properties of different Venturi tubes using direct imaging techniques. This characterization aimed to select the optimal Venturi tubes and the corresponding operating conditions for further investigations using the MHz_TOMOSCOPY technique. This sample environment is now ready to be used for cavitation peening experiments in future beamtime.
The overall status and perspective of is with positive outlook to fullfill all project objectives.