arXiv:2503.11723cs.AI2025-03被引 30

构建工程仿真知识框架,实现物理模型跨求解器复用

Physics-based simulation ontology: an ontology to support modelling and reuse of data for physics-based simulation

  • 基于上层本体扩展出物理现象与仿真数据双层术语体系
  • 支持经典力学场景下偏微分方程建模与求解器输入数据表达
  • 案例验证可在不同仿真工具间复用物理模型,提升研发效率

本文提出面向工程设计的物理仿真本体(Physics-based Simulation Ontology, PSO),旨在以真实方式建模目标物理现象,并捕获可复用的仿真求解器信息。通过扩展上层本体基本形式本体(BFO),PSO分为两部分:PSO-Physics用于基于经典力学和偏微分方程建模物理现象,独立于具体求解器;PSO-Sim用于表示与这些模型相关的求解器特定数据实体。前者可跨求解器复用,后者用于实例化求解器输入。通过两个仿真求解器的案例研究验证了该能力。同时讨论了使用BFO的优缺点,对后续基于现有上层本体开发工程领域本体具有参考价值。

原文摘要 · Abstract (English)

The current work presents an ontology developed for physics-based simulation in engineering design, called Physics-based Simulation Ontology (PSO). The purpose of the ontology is to assist in modelling the physical phenomenon of interest in a veridical manner, while capturing the necessary and reusable information for physics-based simulation solvers. The development involved extending an existing upper ontology, Basic Formal Ontology (BFO), to define lower-level terms of PSO. PSO has two parts: PSO-Physics, which consists of terms and relations used to model physical phenomena based on the perspective of classical mechanics involving partial differential equations, and PSO-Sim, which consists of terms used to represent the information artefacts that are about the physical phenomena modelled with PSO-Physics. The former terms are used to model the physical phenomenon of interest independent of solver-specific interpretations, which can be reused across different solvers, while the latter terms are used to instantiate solver-specific input data. A case study involving two simulation solvers was conducted to demonstrate this capability of PSO. Discussion around the benefits and limitations of using BFO for the current work is also provided, which should be valuable for any future work that extends an existing upper ontology to develop ontologies for engineering applications.

仿真本体知识复用物理建模

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