城市勘测2024,Issue(5) :94-99.

一种融合的青海湖水体面积遥感影像提取方法

A Fusion-based Method for Extracting the Surface Area of Qinghai Lake from Remote Sensing Images

卢金晴 张思慧 杨光 吴云龙
城市勘测2024,Issue(5) :94-99.

一种融合的青海湖水体面积遥感影像提取方法

A Fusion-based Method for Extracting the Surface Area of Qinghai Lake from Remote Sensing Images

卢金晴 1张思慧 2杨光 1吴云龙3
扫码查看

作者信息

  • 1. 防灾科技学院信息工程学院,河北 三河 065201
  • 2. 防灾科技学院地球科学学院,河北 三河 065201
  • 3. 中国地质大学(武汉)地理与信息工程学院,湖北 武汉 430074
  • 折叠

摘要

青海湖位于中国西北高原地区,是中国最大的高原内陆咸水湖,同时也是世界上海拔最高的湖泊之一,其水体面积的准确提取对湖泊生态环境管理至关重要.利用遥感技术,构造了一种将改进的归一化差异水体指数(Modified Normalized Difference Water Index,MNDWI)、增强型植被指数(Enhanced Vegetation Index,EVI)和监督分类这三种方法相融合的方法,以实现对青海湖水体面积的高精度提取.比较三种单一水体提取方法和融合方法的水体提取结果、总体分类精度(Overall Accuracy,OA)和Kappa系数(KappaCoefficient,Kappa),结果表明该融合方法对比三种单一方法的提取精度有显著的提升,总体分类精度最多提高了 2.928 4%,Kappa系数最多提高了 0.386 2,表明了该融合方法能够有效地提高青海湖水体面积提取的精度.

Abstract

Situated in the northwestern plateau of China,Qinghai Lake is the largest inland saltwater lake on the Tibetan Plateau and one of the highest-altitude lakes in the word.Accurate extraction of its water surface area is crucial for the management of the lake's ecological environment.Utilizing remote sensing technology,we have developed a fusion-based method that integrates three approaches:Modified Normal-ized Difference Water Index(MNDWI),Enhanced Vegetation Index(EVI),and supervised classification.Thismethod aims to achieve high-precision extraction of Qinghai Lake's water surface area.By Comparing the results of the three individual water extraction methods with the fusion-based method,including water extraction results,overall classification accuracy,and Kappa coefficient,the results demonstrate a signifi-cant enhancement in accuracy usingthefusion-basedmethod.Theoverallclassificationaccuracy(OA)increasedbyupto2.9284%,andthe Kappa coefficient(Kappa)increased by a maximum of 0.3862,indicating the effectiveness of the fusion-based method in improving the preci-sion of Qinghai Lake's water surface area extraction.

关键词

青海湖/融合方法/水体提取/总体分类精度/Kappa系数

Key words

Qinghai Lake/fusion-based method/water extraction/overall classification accuracy/kappa coefficient

引用本文复制引用

出版年

2024
城市勘测
中国城市规划协会 武汉市测绘研究院

城市勘测

影响因子:0.488
ISSN:1672-8262
段落导航相关论文