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within material physics, primarily theory and modelling of atomically laminated materials. We will use open data bases and high-throughput simulations to explore a wide range of known and hypothetical 2D
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following areas. Computational simulations of chemical processes (e.g., CVD). Computational fluid dynamics or (probabilistic) numerical methods for PDEs. Generative diffusion models. Physics-informed neural
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modeling, device physics, nanotechnology, biotechnology, and system design. Our activities span the range from basic research to commercialization, the latter carried out in close collaboration with
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devices (including electron-beam lithography), and characterization and measurements of final metasurface devices. The experimental work is often complemented by optical simulations, primarily using