Air temperature prediction models for pavement design: a gradient boosting-based approach

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

International Journal of Pavement Engineering Pub Date : 2024-07-24 DOI:10.1080/10298436.2024.2381658

Suresh Kumar Padala, Sudhanshu Kumar, Aravind Krishna Swamy, Kalaga Ramachandra Rao

引用次数: 0

Abstract

This article presents a machine learning-based approach for the prediction of 7-day maximum and 1-day minimum air temperatures in India. In this approach, a Gradient-boosting model is developed usi...

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用于路面设计的气温预测模型：基于梯度提升的方法

本文介绍了一种基于机器学习的方法，用于预测印度的 7 天最高气温和 1 天最低气温。在该方法中，利用机器学习技术开发了一个梯度提升模型。

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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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.