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  • https://doi.org/10.36227/techrxiv.175736205.51292245/v1Copy DOI Icon

A New Mathematical Framework for Describing the Execution Process of NS Equation Algorithms

  • Sep 8, 2025
  • Hongtao Ling
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Abstract

The numerical solution of the Navier-Stokes (NS) equations relies on complex algorithms such as operator splitting and multi-physics field coupling. However, traditional mathematical tools (e.g., set theory, category theory) struggle to rigorously describe the algorithm selection logic and execution process: set theory cannot characterize the dynamic operation-result relationships, while category theory, despite its abstract and unified perspective, lacks computational feasibility. This leads to algorithm design often depending on experience, resulting in an "black-box" execution process. To address this issue, this paper proposes a mathematical framework based on the Generalized Mapping Theory (GMT). Through a fourelement structure of "object set-operation set-result set-generation relationship", it transforms the static parameters (physical quantities, grids), dynamic operations (convection/viscous discretization, pressure reconstruction), and branch results (multiple algorithm selections) in the numerical solution of NS equations into computable tensor mappings. This framework not only provides a rigorous mathematical language for algorithms like category theory but also, through the explicit nature of operations and traceable path characteristics, makes sub-steps of operator splitting and probability weights of multi-model fusion transparent and controllable mapping units. Taking automotive external flow field simulation and thrombus formation blood flow simulation as cases, it is verified that the framework can accurately describe the execution logic of different NS algorithms and support the quantitative tracking of flow field results and computational performance. Experiments show that compared with traditional description methods, this framework enables the realization of mathematical consistency in algorithm selection and interpretability in the execution process, providing a new tool for the standardization and transparency of NS equation numerical algorithms.

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