A simulation-based and data-augmented shear force inversion method for offshore platform connector

IF 4 2区 工程技术 Q1 ENGINEERING, CIVIL Marine Structures Pub Date : 2024-01-29 DOI:10.1016/j.marstruc.2024.103577
Tao Zhang , Selda Oterkus , Erkan Oterkus , Xueliang Wang , Fang Wang , Song Shiqian
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Abstract

This study introduces a Simulation-Based and Data-Augmented method for shear force inversion to address the challenge of directly measuring shear force on connector pins in multi-module floating platforms. Stress sensors are strategically placed in adjacent areas. Extensive Finite Element simulation scenarios lead to the identification of optimal features sensitive to both force magnitude and direction. Subsequently, an Artificial Neural Network (ANN) is developed to distill the simulation data into characteristic sensor responses. Fine-tuning with physical measurements further enhances shear force inversion accuracy. Using simulated and experimental data, the method demonstrates a shear force inversion error below 3.2 % and an angular inversion error under 1.4 % across test conditions. This methodology provides essential load data for connector safety assessments and crucial guidelines for the assembly of multi-module floating platforms.

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基于模拟和数据增强的海上平台连接器剪力反演方法
本研究介绍了一种基于模拟和数据增强的剪切力反演方法,以解决直接测量多模块浮动平台连接器插脚剪切力的难题。应力传感器被战略性地放置在相邻区域。通过大量有限元模拟场景,确定了对力大小和方向敏感的最佳特征。随后,开发了一个人工神经网络(ANN),将模拟数据提炼为传感器响应特征。通过物理测量进行微调,进一步提高了剪切力反演的准确性。利用模拟和实验数据,该方法在各种测试条件下的剪切力反演误差低于 3.2%,角度反演误差低于 1.4%。该方法为连接器安全评估提供了重要的载荷数据,并为多模块浮动平台的组装提供了重要指导。
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来源期刊
Marine Structures
Marine Structures 工程技术-工程:海洋
CiteScore
8.70
自引率
7.70%
发文量
157
审稿时长
6.4 months
期刊介绍: This journal aims to provide a medium for presentation and discussion of the latest developments in research, design, fabrication and in-service experience relating to marine structures, i.e., all structures of steel, concrete, light alloy or composite construction having an interface with the sea, including ships, fixed and mobile offshore platforms, submarine and submersibles, pipelines, subsea systems for shallow and deep ocean operations and coastal structures such as piers.
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