A case study of biogeophysical and optical water quality indicators-of-change along marine-terminating glaciers including fjördal zones west of Iceland and Greenland
{"title":"A case study of biogeophysical and optical water quality indicators-of-change along marine-terminating glaciers including fjördal zones west of Iceland and Greenland","authors":"Shungudzemwoyo P. Garaba","doi":"10.1016/j.rsma.2025.104259","DOIUrl":null,"url":null,"abstract":"<div><div>The discharge of particulate and dissolved material into high latitude estuarine systems has been increasing due to melting of ice sheets, sea ice and glaciers. High quality in-situ datasets of biogeophysical and optical water quality variables (WQVs, indicators-of-change) are therefore essential to improve scientific evidence-based knowledge especially of the dynamic changes along marine-terminating glaciers and related remote high latitude waters. Here, a quantification of WQVs is described based on the surveyed surface waters west of Greenland and Iceland between July and August 2012. Measured WQVs included chlorophyll-a, coloured dissolved organic matter (CDOM), Forel-Ule colour Index, hyperspectral radiometric quantities, salinity, Secchi disk depth, suspended particulate material, temperature and turbidity covering a wide geo-spatial gradient. The study also investigated the geo-spatial distribution and trends exhibited by the gathered WQVs. Statistical tests were applied to investigate associations among the WQVs and to establish predictive regression models. The spectral slope of CDOM was observed to share an indirect relationship with the derived absorption coefficient. The algorithms established were evaluated and showcased as alternative solutions to support filling data gaps in WQVs measurements by leveraging ocean colour remote sensing as well as classic water clarity tools. The presented research also emphasises the importance of contributing towards high quality open-access datasets that can be assimilated into relevant ocean models and observing repositories (e.g., Greenland Ice Sheet - Ocean Observing System). Furthermore, gathering more WQVs from remote high latitude waters using in-situ and remote sensing approaches has the potential to improve scientific knowledge about environmental changes that might be linked to the United Nations coined Triple Planetary Crisis. Additionally, large diverse high quality datasets of WQVs will play a vital role in accurate predictive regression models that could be supported by machine learning for enhanced now- and forecasting of environmental changes.</div></div>","PeriodicalId":21070,"journal":{"name":"Regional Studies in Marine Science","volume":"89 ","pages":"Article 104259"},"PeriodicalIF":2.1000,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Regional Studies in Marine Science","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2352485525002506","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ECOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
The discharge of particulate and dissolved material into high latitude estuarine systems has been increasing due to melting of ice sheets, sea ice and glaciers. High quality in-situ datasets of biogeophysical and optical water quality variables (WQVs, indicators-of-change) are therefore essential to improve scientific evidence-based knowledge especially of the dynamic changes along marine-terminating glaciers and related remote high latitude waters. Here, a quantification of WQVs is described based on the surveyed surface waters west of Greenland and Iceland between July and August 2012. Measured WQVs included chlorophyll-a, coloured dissolved organic matter (CDOM), Forel-Ule colour Index, hyperspectral radiometric quantities, salinity, Secchi disk depth, suspended particulate material, temperature and turbidity covering a wide geo-spatial gradient. The study also investigated the geo-spatial distribution and trends exhibited by the gathered WQVs. Statistical tests were applied to investigate associations among the WQVs and to establish predictive regression models. The spectral slope of CDOM was observed to share an indirect relationship with the derived absorption coefficient. The algorithms established were evaluated and showcased as alternative solutions to support filling data gaps in WQVs measurements by leveraging ocean colour remote sensing as well as classic water clarity tools. The presented research also emphasises the importance of contributing towards high quality open-access datasets that can be assimilated into relevant ocean models and observing repositories (e.g., Greenland Ice Sheet - Ocean Observing System). Furthermore, gathering more WQVs from remote high latitude waters using in-situ and remote sensing approaches has the potential to improve scientific knowledge about environmental changes that might be linked to the United Nations coined Triple Planetary Crisis. Additionally, large diverse high quality datasets of WQVs will play a vital role in accurate predictive regression models that could be supported by machine learning for enhanced now- and forecasting of environmental changes.
期刊介绍:
REGIONAL STUDIES IN MARINE SCIENCE will publish scientifically sound papers on regional aspects of maritime and marine resources in estuaries, coastal zones, continental shelf, the seas and oceans.