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基于MODIS热红外数据的北极冰间水道产品不确定性评估

翁志龙 刘岩 贾鹏 王彩虹 程晓 陈卓奇

极地研究2025,Vol.37Issue(4):681-701,21.
极地研究2025,Vol.37Issue(4):681-701,21.DOI:10.13679/j.jdyj.20240058

基于MODIS热红外数据的北极冰间水道产品不确定性评估

Uncertainty assessment of Arctic sea ice lead products based on MODIS thermal infrared data

翁志龙 1刘岩 1贾鹏 1王彩虹 1程晓 2陈卓奇2

作者信息

  • 1. 北京师范大学地理科学学部遥感科学国家重点实验室,北京 100875
  • 2. 中山大学测绘科学与技术学院,广东 珠海 519082||南方海洋科学与工程广东省实验室(珠海),广东 珠海 519082||中国高校极地联合研究中心,北京 100875
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摘要

Abstract

Monitoring the spatial and temporal distribution of Arctic sea ice is important for improving our under-standing of oceanic heat flux and sea-air mass exchange in the polar regions and for supporting the potential opening of Arctic shipping routes.Moderate resolution imaging spectroradiometer(MODIS)thermal infra-red data,characterized by high spatial and temporal resolution and large coverage,are widely used to iden-tify leads(ice-free waterways)in sea ice.However,there are significant discrepancies and uncertainties in the different products.This paper compares and evaluates the accuracy of three major thermal infrared lead products(the Willmes,Reiser,and Hoffman products,respectively)and analyzes lead extraction uncertain-ties and their sources.The results show that there are significant discrepancies between the daily lead areas in the three products,with the Willmes,Hoffman,and Reiser products extracting 53.1%,106.0%,and 140.8%of the daily average lead area,respectively.There are three main sources of uncertainty in lead ex-traction:(1)narrow leads are inadequately extracted,resulting in misclassification rates exceeding 50%in all three products.(2)All three products are daily synthesis products that are based on the multiperiod ther-mal infrared data of a single day.Because of sea ice drift,the same lead is extracted repeatedly at different locations,resulting in overestimation of the width and area of rapidly drifting leads.(3)The Willmes and Reiser products are designed with a fuzzy cloud artifact filter(FCAF)to mitigate the effects of clouds and other high-temperature features on the extraction of ice-covered waterways.However,the different FCAF algorithms result in significant discrepancies in the extraction of the extent of ice-covered waterways.The results of this study can serve as a reference for the use of lead products in a variety of applications.

关键词

冰间水道/中分辨率成像光谱仪(MODIS)/热红外/不确定性/北极

Key words

sea ice lead/moderate resolution imaging spectroradiometer(MODIS)/thermal infrared/un-certainty/Arctic

引用本文复制引用

翁志龙,刘岩,贾鹏,王彩虹,程晓,陈卓奇..基于MODIS热红外数据的北极冰间水道产品不确定性评估[J].极地研究,2025,37(4):681-701,21.

基金项目

国家自然科学基金(42276246,41925027)资助 (42276246,41925027)

极地研究

OA北大核心

1007-7073

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