Martín Madrid Wagner Email & Phone Number

Mar Del Plata, Ar

Mar Del Plata, Ar

Buenos Aires Province, Argentina

San Carlos De Bariloche, Río Negro, Argentina

Conducting research on the modeling of unstable flows around a cylinder, employing various dimensional reduction techniques such as PCA, Locally Linear Embedding, k-PCA, Isomap, Umap and Autoencoders. The focus is on understanding the laminar vortex shedding phenomenon at a relatively low Reynolds number (Re ~ 50-100) by finding a suitable low dimensional coordinate basis for further derivation of the dynamics.Database generated with DNS simulations using the open source code Xcompact3D. Benchmarking and sensitivity analysis.Quantitative and qualitative data analysis contrasting the performance of Manifold Learning techniques and deep Autoencoders against standard PCA, achieving superior precision and generalization.

Nuclear Engineering (5 Year Degree)

Physics

Computer Engineering