利用贝叶斯优化集合机器学习和自适应合成采样技术加强地方道路路面状况预测

IF 3.4 3区工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY

International Journal of Pavement Engineering Pub Date : 2024-07-10 DOI:10.1080/10298436.2024.2365957

Nehal Elshaboury, Mohamed S. Yamany, Samuel Labi, Omar Smadi

引用次数: 0

摘要

路面状况预测有助于道路机构安排养护、修复和重建工作，并将有限的资金和资源分配给这些活动。与国家高等级公路相比，...

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 local road pavement condition prediction using Bayesian-optimized ensemble machine learning and adaptive synthetic sampling technique

Pavement condition prediction helps road agencies to schedule maintenance, rehabilitation, and reconstruction, and to allocate limited funds and resources to such activities. Compared to state high...

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来源期刊

International Journal of Pavement Engineering CONSTRUCTION & BUILDING TECHNOLOGY-ENGINEERING, CIVIL

CiteScore

7.10

自引率

7.90%

发文量

208

审稿时长

4.5 months

期刊介绍： Pavement Engineering is important for facilitating national and international movement of people, services, and goods. Building and preserving efficient, reliable, and sustainable highway and airport pavement systems is crucial for economic and social development. The International Journal of Pavement Engineering is dedicated to the publication of cutting edge research and development in such important types of structures and facilities, including advanced analytical and computational techniques and pavement mechanics; material characterization and innovative laboratory testing techniques, non-destructive testing and evaluation; novel design approaches and their implementation; construction techniques and strategies; rehabilitation, preservation, and maintenance strategies and approaches; bound and unbound pavement performance; pavement life cycle assessment and life cycle cost analysis; pavement management systems. The Journal publishes the latest research findings from all over the world as well as case studies. Hence, one of the journal aims is to bring together and disseminate results of advanced research and its implementation across the world. Occasionally, the journal publishes state-of-the-art reviews on pavement engineering aiming to transfer advanced pavement understanding to the international user community as well as special issues focusing on subjects of importance and interest to the pavement community.