Paper
Shipbuilding
Modeler
Optimization
Pre-processor
Post-processor
Structures
AI/ML

[ENG] Automation of local model by using FEGate for ship and generation of structural strength prediction model based on machine learning by using simulation data

G-NAOE 2024 발표 논문 안재욱, 장신우 (라온엑스솔루션즈) / 정호영, 고특진 (한화오션)
2025-03-17
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해당 자료는 영국에서 진행된 G-NAOE 2024 제출 자료로, 영어로 제공됩니다.

Keywods

FEGate for ship (FFS), pSeven, machine learning, approximate model, Nastran, structural analysis, API (Application Programming Interface).

Abstract

Ingeneral, when performing structural strength analysis of ships, FEM models arecreated and analyzed with commercial tools and solvers.

This process oftenrequires iterative tasks such as modifying the existing model for additionalanalysis of reinforced structures. This process is very time consuming andinefficient, and there is a great demand for automation.  

Inthis paper, we automate modeling tasks using FEGate for ship's API andintegrate the entire process of structural strength analysis into one platformthrough pSeven, a PIDO (Process Integration and Design Optimization) tool.

The standardized integrated process is linked with Design of Experiment (DoE) toautomatically generate various analysis cases for evaluating the structuralstrength of the ship and accumulate feasible data.

As aresult, pSeven's machine learning algorithm was trained on the accumulated datato propose how to use a predictive model that can be evaluated in real time forthe structural strength analysis of ships that require repetitive manual tasks.


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