{"title":"Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies","authors":"Yong Du , Xiaoyu Zhang , Shuchang Ma , Nan Yao","doi":"10.1016/j.bdr.2024.100440","DOIUrl":null,"url":null,"abstract":"<div><p>This study extensively explores the intricate dynamics of the Bohai Sea ecosystem, a semi-closed marginal sea in China, influenced by both environmental complexity and human activities. By utilizing chlorophyll-a as an indicator, we closely examine how phytoplankton responds to coastal environmental conditions and stressors. The temporal analysis conducted over the 23-year period from 1998 to 2020 reveals a distinctive \"bell-shaped\" variation in chlorophyll-a concentration. Spatially, a declining trend is observed from coastal to central regions, characterized by widespread low-value areas. Employing M-K and slope trend analyses, we observe a 42.13 % decline in the northern Bohai Sea, contrasting with a significant 57.87 % increase in the central and southern regions. The innovative aspects of this research lie in identifying the complex interplay between chlorophyll-a concentration, human pollution controls, and nutrient inputs. Factors contributing to chlorophyll-a concentration, ranked by significance, include sea surface temperature, photosynthetically available radiation (PAR), and wind speed. Remarkably, the negligible impact of the \"2015 Tianjin explosion\" underscores the robustness of the Bohai Sea's chlorophyll-a dynamics. Furthermore, the positive correlation between phosphorus input and chlorophyll classifies Bohai Bay as a phosphorus-limited aquatic ecosystem. In conclusion, this study provides crucial insights for the preservation of the Bohai Sea ecosystem, emphasizing the necessity for ongoing monitoring and management strategies in the face of evolving environmental and anthropogenic influences.</p></div>","PeriodicalId":56017,"journal":{"name":"Big Data Research","volume":"36 ","pages":"Article 100440"},"PeriodicalIF":3.5000,"publicationDate":"2024-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Big Data Research","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2214579624000169","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
This study extensively explores the intricate dynamics of the Bohai Sea ecosystem, a semi-closed marginal sea in China, influenced by both environmental complexity and human activities. By utilizing chlorophyll-a as an indicator, we closely examine how phytoplankton responds to coastal environmental conditions and stressors. The temporal analysis conducted over the 23-year period from 1998 to 2020 reveals a distinctive "bell-shaped" variation in chlorophyll-a concentration. Spatially, a declining trend is observed from coastal to central regions, characterized by widespread low-value areas. Employing M-K and slope trend analyses, we observe a 42.13 % decline in the northern Bohai Sea, contrasting with a significant 57.87 % increase in the central and southern regions. The innovative aspects of this research lie in identifying the complex interplay between chlorophyll-a concentration, human pollution controls, and nutrient inputs. Factors contributing to chlorophyll-a concentration, ranked by significance, include sea surface temperature, photosynthetically available radiation (PAR), and wind speed. Remarkably, the negligible impact of the "2015 Tianjin explosion" underscores the robustness of the Bohai Sea's chlorophyll-a dynamics. Furthermore, the positive correlation between phosphorus input and chlorophyll classifies Bohai Bay as a phosphorus-limited aquatic ecosystem. In conclusion, this study provides crucial insights for the preservation of the Bohai Sea ecosystem, emphasizing the necessity for ongoing monitoring and management strategies in the face of evolving environmental and anthropogenic influences.
期刊介绍:
The journal aims to promote and communicate advances in big data research by providing a fast and high quality forum for researchers, practitioners and policy makers from the very many different communities working on, and with, this topic.
The journal will accept papers on foundational aspects in dealing with big data, as well as papers on specific Platforms and Technologies used to deal with big data. To promote Data Science and interdisciplinary collaboration between fields, and to showcase the benefits of data driven research, papers demonstrating applications of big data in domains as diverse as Geoscience, Social Web, Finance, e-Commerce, Health Care, Environment and Climate, Physics and Astronomy, Chemistry, life sciences and drug discovery, digital libraries and scientific publications, security and government will also be considered. Occasionally the journal may publish whitepapers on policies, standards and best practices.