arXiv:2507.17990eess.SYcs.MA2025-07中稿 · the 2025 IEEE 21st…被引 1

提出轻量级快速建模架构,显著缩短工厂设计仿真时间。

Rapid Modeling Architecture for Lightweight Simulator to Accelerate and Improve Decision Making for Industrial Systems

  • 设计轻量级建模架构,加速工业系统仿真构建
  • 实测建模时间减少78.3%,提升决策效率
  • 适合需快速迭代的工厂布局与流程优化场景

工业系统设计(如配送中心、制造工厂)在早期阶段常因信息不足导致决策不准,后期难以修正。使用仿真器可提前发现问题,但传统仿真建模耗时过长,难以满足快速决策需求。本文提出轻量级快速建模架构(RMA),在保留关键细节的前提下大幅降低建模负担。基于RMA实现的原型仿真器应用于实际工厂布局设计,并与现有仿真器对比,建模时间平均减少78.3%。

原文摘要 · Abstract (English)

Designing industrial systems, such as building, improving, and automating distribution centers and manufacturing plants, involves critical decision-making with limited information in the early phases. The lack of information leads to less accurate designs of the systems, which are often difficult to resolve later. It is effective to use simulators to model the designed system and find out the issues early. However, the modeling time required by conventional simulators is too long to allow for rapid model creation to meet decision-making demands. In this paper, we propose a Rapid Modeling Architecture (RMA) for a lightweight industrial simulator that mitigates the modeling burden while maintaining the essential details in order to accelerate and improve decision-making. We have prototyped a simulator based on the RMA and applied it to the actual factory layout design problem. We also compared the modeling time of our simulator to that of an existing simulator, and as a result, our simulator achieved a 78.3% reduction in modeling time compared to conventional simulators.

工业仿真快速建模决策支持

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