Intelligent Design Concept of Rural Light Steel Frame Structure Based on BIM Technology and Genetic Algorithm

IF 1.1 4区 工程技术 Q3 CONSTRUCTION & BUILDING TECHNOLOGY International Journal of Steel Structures Pub Date : 2023-08-24 DOI:10.1007/s13296-023-00772-w
Kezhao Sun, Ting Zhou, Zhihua Chen, Hongbo Liu, Zhexi Yang
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Abstract

The traditional structural design process of rural buildings requires a lot of trial calculations and iterations of modelling work. However, rural buildings are subject to construction costs and cannot be professionally designed and checked by designers like urban buildings. Their safety and economy are difficult to meet the requirements. Therefore, an intelligent design concept of rural light steel frame structure was proposed, including intelligent modeling and intelligent optimization. Based on the automatic layer recognition method and optical character recognition technology, the BIM intelligent modeling method of rural light steel frame structure corresponding to the standard atlas of rural buildings was proposed, including layer recognition, axis text data extraction, primary selection and automatic arrangement of components. The intelligent modeling results basically met the requirements of practical application. Based on the proposed two-stage genetic algorithm, an intelligent optimization method of rural light steel frame structure was given. The optimization speed was fast and the optimization effect was good. The proposed intelligent design method was verified by practical case. The results showed that the proposed intelligent design concept of rural light steel frame structure was feasible. Compared with the traditional manual design method, the design period could be shortened by more than 80%, and the structural design indexes were comparable.

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基于BIM技术和遗传算法的农村轻钢框架结构智能化设计理念
传统的农村建筑结构设计过程需要大量的试算和建模工作的迭代。然而,农村建筑要承担建设成本,不能像城市建筑那样由设计师进行专业设计和检查。它们的安全性和经济性难以满足要求。为此,提出了农村轻钢框架结构的智能化设计理念,包括智能建模和智能优化。基于自动图层识别方法和光学字符识别技术,提出了与农村建筑标准图集相对应的农村轻钢框架结构BIM智能建模方法,包括图层识别、轴线文本数据提取、构件初选和自动排列。智能建模结果基本满足实际应用的要求。基于所提出的两阶段遗传算法,提出了一种农村轻钢框架结构的智能优化方法。优化速度快,优化效果好。通过实例验证了所提出的智能设计方法。结果表明,提出的农村轻钢框架结构智能化设计理念是可行的。与传统的手工设计方法相比,设计周期可缩短80%以上,结构设计指标具有可比性。
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来源期刊
International Journal of Steel Structures
International Journal of Steel Structures 工程技术-工程:土木
CiteScore
2.70
自引率
13.30%
发文量
122
审稿时长
12 months
期刊介绍: The International Journal of Steel Structures provides an international forum for a broad classification of technical papers in steel structural research and its applications. The journal aims to reach not only researchers, but also practicing engineers. Coverage encompasses such topics as stability, fatigue, non-linear behavior, dynamics, reliability, fire, design codes, computer-aided analysis and design, optimization, expert systems, connections, fabrications, maintenance, bridges, off-shore structures, jetties, stadiums, transmission towers, marine vessels, storage tanks, pressure vessels, aerospace, and pipelines and more.
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