Jianwei Wei , Menghua Wang , Lide Jiang , Zhongping Lee , Richard Kirby , Karlis Mikelsons , Gong Lin
{"title":"全球水生生态系统中水透明度的VIIRS卫星观测","authors":"Jianwei Wei , Menghua Wang , Lide Jiang , Zhongping Lee , Richard Kirby , Karlis Mikelsons , Gong Lin","doi":"10.1016/j.rse.2025.114981","DOIUrl":null,"url":null,"abstract":"<div><div>This study presents a new satellite ocean color data record of Secchi depth (<em>Z</em><sub><em>SD</em></sub>) observations from the Visible Infrared Imaging Radiometer Suite (VIIRS). As part of the NOAA enterprise satellite data processing, the decade-long <em>Z</em><sub><em>SD</em></sub> data are derived from the visible and near-infrared reflectance measurements over oceanic, coastal, and inland waters. Based on in situ data, the model is excellent in generating low-uncertainty <em>Z</em><sub><em>SD</em></sub> data with an absolute percentage difference (APD) of 15%–29%. The satellite and in situ matchups confirm reliable satellite retrievals with APD = 19%–26% over the <em>Z</em><sub><em>SD</em></sub> range of 0.1–60 m. Although the product uncertainties are dependent on optical water types, assessments show that the satellite <em>Z</em><sub><em>SD</em></sub> estimations are very reliable, especially where <em>Z</em><sub><em>SD</em></sub> ≥ 1 m. This new satellite product has enabled the ability to access Level-2 daily <em>Z</em><sub><em>SD</em></sub> imagery and information as well as Level-3 data aggregated on daily to monthly scales. Our examination indicates that the ocean transparent windows are situated at 443 and 486 nm in the vast open oceans and 551 nm for most coastal waters. They shift to the red band at 671 nm for extremely turbid environments, such as large river estuaries. From a global perspective, the <em>Z</em><sub><em>SD</em></sub> data extend from less than half a meter in nearshore environments to >70 m in the South Pacific Gyre, while demonstrating a strong dependency on the optical water types. Short-term fluctuations over time are registered in the satellite <em>Z</em><sub><em>SD</em></sub> daily and monthly data from almost every aquatic environment. Trend analyses reveal significant increases in water transparency over many regions, especially the open ocean. We stress the necessity of normalizing satellite <em>Z</em><sub><em>SD</em></sub> estimations to eliminate the uncertainties induced by different solar-zenith angles. The present satellite products can be further improved by accounting for the limitations imposed by the multispectral reflectance data with hyperspectral ocean color spectra.</div></div>","PeriodicalId":417,"journal":{"name":"Remote Sensing of Environment","volume":"330 ","pages":"Article 114981"},"PeriodicalIF":11.4000,"publicationDate":"2025-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Satellite observations of water transparency from VIIRS in global aquatic ecosystems\",\"authors\":\"Jianwei Wei , Menghua Wang , Lide Jiang , Zhongping Lee , Richard Kirby , Karlis Mikelsons , Gong Lin\",\"doi\":\"10.1016/j.rse.2025.114981\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study presents a new satellite ocean color data record of Secchi depth (<em>Z</em><sub><em>SD</em></sub>) observations from the Visible Infrared Imaging Radiometer Suite (VIIRS). As part of the NOAA enterprise satellite data processing, the decade-long <em>Z</em><sub><em>SD</em></sub> data are derived from the visible and near-infrared reflectance measurements over oceanic, coastal, and inland waters. Based on in situ data, the model is excellent in generating low-uncertainty <em>Z</em><sub><em>SD</em></sub> data with an absolute percentage difference (APD) of 15%–29%. The satellite and in situ matchups confirm reliable satellite retrievals with APD = 19%–26% over the <em>Z</em><sub><em>SD</em></sub> range of 0.1–60 m. Although the product uncertainties are dependent on optical water types, assessments show that the satellite <em>Z</em><sub><em>SD</em></sub> estimations are very reliable, especially where <em>Z</em><sub><em>SD</em></sub> ≥ 1 m. This new satellite product has enabled the ability to access Level-2 daily <em>Z</em><sub><em>SD</em></sub> imagery and information as well as Level-3 data aggregated on daily to monthly scales. Our examination indicates that the ocean transparent windows are situated at 443 and 486 nm in the vast open oceans and 551 nm for most coastal waters. They shift to the red band at 671 nm for extremely turbid environments, such as large river estuaries. From a global perspective, the <em>Z</em><sub><em>SD</em></sub> data extend from less than half a meter in nearshore environments to >70 m in the South Pacific Gyre, while demonstrating a strong dependency on the optical water types. Short-term fluctuations over time are registered in the satellite <em>Z</em><sub><em>SD</em></sub> daily and monthly data from almost every aquatic environment. Trend analyses reveal significant increases in water transparency over many regions, especially the open ocean. We stress the necessity of normalizing satellite <em>Z</em><sub><em>SD</em></sub> estimations to eliminate the uncertainties induced by different solar-zenith angles. The present satellite products can be further improved by accounting for the limitations imposed by the multispectral reflectance data with hyperspectral ocean color spectra.</div></div>\",\"PeriodicalId\":417,\"journal\":{\"name\":\"Remote Sensing of Environment\",\"volume\":\"330 \",\"pages\":\"Article 114981\"},\"PeriodicalIF\":11.4000,\"publicationDate\":\"2025-08-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Remote Sensing of Environment\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0034425725003852\",\"RegionNum\":1,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Remote Sensing of Environment","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0034425725003852","RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Satellite observations of water transparency from VIIRS in global aquatic ecosystems
This study presents a new satellite ocean color data record of Secchi depth (ZSD) observations from the Visible Infrared Imaging Radiometer Suite (VIIRS). As part of the NOAA enterprise satellite data processing, the decade-long ZSD data are derived from the visible and near-infrared reflectance measurements over oceanic, coastal, and inland waters. Based on in situ data, the model is excellent in generating low-uncertainty ZSD data with an absolute percentage difference (APD) of 15%–29%. The satellite and in situ matchups confirm reliable satellite retrievals with APD = 19%–26% over the ZSD range of 0.1–60 m. Although the product uncertainties are dependent on optical water types, assessments show that the satellite ZSD estimations are very reliable, especially where ZSD ≥ 1 m. This new satellite product has enabled the ability to access Level-2 daily ZSD imagery and information as well as Level-3 data aggregated on daily to monthly scales. Our examination indicates that the ocean transparent windows are situated at 443 and 486 nm in the vast open oceans and 551 nm for most coastal waters. They shift to the red band at 671 nm for extremely turbid environments, such as large river estuaries. From a global perspective, the ZSD data extend from less than half a meter in nearshore environments to >70 m in the South Pacific Gyre, while demonstrating a strong dependency on the optical water types. Short-term fluctuations over time are registered in the satellite ZSD daily and monthly data from almost every aquatic environment. Trend analyses reveal significant increases in water transparency over many regions, especially the open ocean. We stress the necessity of normalizing satellite ZSD estimations to eliminate the uncertainties induced by different solar-zenith angles. The present satellite products can be further improved by accounting for the limitations imposed by the multispectral reflectance data with hyperspectral ocean color spectra.
期刊介绍:
Remote Sensing of Environment (RSE) serves the Earth observation community by disseminating results on the theory, science, applications, and technology that contribute to advancing the field of remote sensing. With a thoroughly interdisciplinary approach, RSE encompasses terrestrial, oceanic, and atmospheric sensing.
The journal emphasizes biophysical and quantitative approaches to remote sensing at local to global scales, covering a diverse range of applications and techniques.
RSE serves as a vital platform for the exchange of knowledge and advancements in the dynamic field of remote sensing.