A machine learning based estimation method of beach slopes at a national scale: a case study of New Zealand

A machine learning based estimation method of beach slopes at a national scale: a case study of New Zealand

Beach slope is a critical parameter for understanding coastal geomorphological dynamics, yet the acquisition of comprehensive datasets at large scales remains a significant challenge. This study bridges this gap by presenting a novel methodology for estimating beach slopes across New Zealand’s sandy...

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Bibliographic Details
Main Authors: Hao Xu, Nan Xu, Chi Zhang, Shanhang Chi, Yuan Li, Wenyu Li, Yifu Ou, Jiaqi Yao, Han-Su Zhang, Fan Mo, Hui Lu
Format: Article
Language:English
Published: Taylor & Francis Group 2025-07-01
Series:Geo-spatial Information Science
Subjects:
Beach
coastal slope
LiDAR
machine learning
sea level rise
Online Access:https://www.tandfonline.com/doi/10.1080/10095020.2025.2522142
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