A close-up shot showing a red laser beam from an industrial machine processing a metallic, 3D-printed object.

ProPere | Promotion funding

03.2024 – 03.2027

 

Extension of the laser flash analysis to include a PINN-supported input area evaluation

 

Project content
The technical objective of the doctoral project is to adapt the non-destructive measurement method laser flash analysis (LFA) to additive manufacturing processes. The combination of active thermography to localise manufacturing problems and the evaluation of the collected temperature-over-time data to quantitatively determine the thermal resistance should result in a threshold value that enables in-situ process control, especially in additive manufacturing (AM). This requires the development of front-side LFA, as the classic measurement method is not possible for installation in state-of-the-art AM systems. Due to the high thermal dynamics of the cooling melts, it can be assumed that analytical front-side LFA models with static parameter assumptions are unsuitable for determining the thermal resistance of the multilayer components. Here, the evaluation range is to be extended using machine learning.

Sponsor

Clicking on the logo will take you to the THWS homepage.

Research associates
Amir Shandy

Professor
Prof. Dr. Jürgen Hartmann

Contact 
Prof. Dr. Jürgen Hartmann

More Info
Promotionsstipendien@THWS