Simultaneous optimization of capacity and topology of seismic isolation systems in multi-story buildings using a fuzzy reinforced differential evolution method

IF 4 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Advances in Engineering Software Pub Date : 2024-09-27 DOI:10.1016/j.advengsoft.2024.103781
Ali Mortazavi, Elif Çağda Kandemir
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Abstract

Inter-story isolation systems, as an alternative earthquake protection system, reduce in-building movement compared to base isolation systems. In this context, the current study focuses on simultaneously optimizing the topology and capacity of base and inter-story isolation systems for a multi-story building exposed to multiple earthquake scenarios. In addressing this challenge, an optimization model is developed that simultaneously considers both the topology (vertical arrangement) and capacity (required stiffness) of the seismic isolators as the decision variables of the model. To attain more practical and feasible solutions, the side constraints of the problem involve the inter-story drift and the total cost of seismic isolation systems. A gradient-free and self-adaptive search method, Fuzzy Differential Evolution incorporated Virtual Mutant (FDEVM), is employed to solve the optimization problem. The FDEVM approach applies a fuzzy mechanism to adopt its search behavior with governing condition(s) of the current problem. The selected method's performance is implicitly compared with its standard version. The obtained results indicate that optimally placing inter-story isolators with an optimal configuration and capacity not only improves the seismic performance of the systems but also its more cost-efficient approach compared with conventional based isolation systems. Also, the comparative outcomes indicate that the FDEVM method exhibits a high search capability for this class of problems.
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利用模糊强化微分进化法同时优化多层建筑隔震系统的容量和拓扑结构
与基座隔震系统相比,层间隔震系统作为一种可供选择的地震防护系统,可减少建筑物内部的移动。在这种情况下,当前研究的重点是同时优化暴露于多种地震情况下的多层建筑的基础和层间隔震系统的拓扑结构和承载能力。为应对这一挑战,我们开发了一个优化模型,同时将隔震装置的拓扑结构(垂直布置)和承载能力(所需刚度)作为模型的决策变量。为了获得更加切实可行的解决方案,问题的侧约束条件涉及层间漂移和隔震系统的总成本。为了解决优化问题,我们采用了一种无梯度和自适应搜索方法,即模糊差分进化虚拟突变(FDEVM)。FDEVM 方法采用模糊机制,根据当前问题的管理条件来调整搜索行为。所选方法的性能与其标准版本进行了隐式比较。得出的结果表明,以最佳配置和容量优化放置层间隔震器,不仅能提高系统的抗震性能,而且与传统的隔震系统相比,这种方法更具成本效益。此外,比较结果表明,FDEVM 方法对这类问题具有很强的搜索能力。
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来源期刊
Advances in Engineering Software
Advances in Engineering Software 工程技术-计算机:跨学科应用
CiteScore
7.70
自引率
4.20%
发文量
169
审稿时长
37 days
期刊介绍: The objective of this journal is to communicate recent and projected advances in computer-based engineering techniques. The fields covered include mechanical, aerospace, civil and environmental engineering, with an emphasis on research and development leading to practical problem-solving. The scope of the journal includes: • Innovative computational strategies and numerical algorithms for large-scale engineering problems • Analysis and simulation techniques and systems • Model and mesh generation • Control of the accuracy, stability and efficiency of computational process • Exploitation of new computing environments (eg distributed hetergeneous and collaborative computing) • Advanced visualization techniques, virtual environments and prototyping • Applications of AI, knowledge-based systems, computational intelligence, including fuzzy logic, neural networks and evolutionary computations • Application of object-oriented technology to engineering problems • Intelligent human computer interfaces • Design automation, multidisciplinary design and optimization • CAD, CAE and integrated process and product development systems • Quality and reliability.
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