NeuralFlow
Fully implicit finite-volume CFD for compressible, aerothermal, reacting and particle-laden flows. Its modular numerical architecture supports rapid customization of physical models, boundary conditions, source terms and workflows.
CMPS liefert präzise, missionskritische Strömungssimulationen durch ein robustes implizites Framework, fortschrittliche Turbulenzmodelle, strikte Erhaltung von Masse, Impuls und Energie sowie effiziente Skalierbarkeit auf modernen HPC-Architekturen.
LIKUA develops, validates and applies computational methods for problems where accuracy, numerical robustness and rapid problem-specific customization are essential. The work combines solver development, high-fidelity simulation and performance-focused scientific computing.
Fully implicit finite-volume CFD for compressible, aerothermal, reacting and particle-laden flows. Its modular numerical architecture supports rapid customization of physical models, boundary conditions, source terms and workflows.
Graph Neural Operator CFD research trained directly from finite-volume residuals and discrete numerical operators, without reference-solution datasets.
High-resolution compressible multi-material dynamics and physically consistent fragmentation initial conditions for strongly transient solvers.
Real-time solver control and parallel post-processing for large local and distributed simulations.
Numerical results are supported by validation cases, mesh and numerical-quality assessment, and explicit modelling assumptions.
Model selection follows the governing physics, stability requirements and discretization behaviour of the problem.
The solver stack is designed to adapt quickly when a project requires new physical models, boundary conditions, source terms or analysis workflows.
Parallel scaling, linear-solver strategy, memory behaviour and workflow throughput are treated as part of the numerical engineering problem.
Typical work includes rocket propulsion and internal flow, high-speed aerodynamics and aerothermal environments, reacting and particle-laden flows, shocks and multi-material dynamics, and HPC-intensive engineering analysis.
LIKUA UG is based in Heidelberg, Germany. Work spans numerical software development, engineering analysis and computational research, with methods selected according to the technical requirements of each problem.
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