利用元启发式优化技术增强机器学习模型，准确预测 FRP 加固混凝土板的 PSC

IF 3.6 3区材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING

Mechanics of Advanced Materials and Structures Pub Date : 2024-08-26 DOI:10.1080/15376494.2024.2394985

Nandini Urkude, M.S. Hora, Utkarsh

引用次数: 0

摘要

本研究探讨了如何利用元启发式优化算法来提高极端梯度提升（XGBoost）机器学习模型在预测...

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Enhancing machine learning models with metaheuristic Optimization techniques for accurate prediction of PSC in FRP-reinforced concrete slabs

The present research examines the utilization of metaheuristic optimization algorithms to enhance the predictive accuracy of the Extreme Gradient Boosting (XGBoost) machine learning model in predic...

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来源期刊

Mechanics of Advanced Materials and Structures 工程技术-材料科学：表征与测试

CiteScore

5.30

自引率

17.90%

发文量

405

审稿时长

12 months

期刊介绍： The central aim of Mechanics of Advanced Materials and Structures ( MAMS) is to promote the dissemination of significant developments and publish state-of-the-art reviews and technical discussions of previously published papers dealing with mechanics aspects of advanced materials and structures. Refereed contributions describing analytical, numerical, and experimental methods and hybrid approaches that combine theoretical and experimental techniques in the study of advanced materials and structures are published, along with critical surveys of the literature and discussions of papers in the field. Mechanics of layered structures, with layers of any materials (metallic, foams, piezoelectric, composites, ceramic, functionally graded, etc.) at various scales, milli/micro/nano-meter is of MAMS interest. Applications to structures subjected to mechanical, thermal, electrical, magnetical, hygrothermal, etc., as well as any coupled combinations of these all are of interests for MAMS. That is mechanics of multi-fields problems at various scale are of interest for MAMS, including fluid-strictures interactions. Static and dynamic as well linear and nonlinear problems are of interest; advanced development of new materials with applications to automotive, civil, marine, aeronautical, space and bioengineering structures at various scales are of interest of this journal. Of special interest are methods and techniques for a better understanding of mechanics of metamaterials as well as the interaction with additive manufacturing technologies.