东/日本海叶绿素-a及其协变量的变异性评估:来自ARIMAX模式和小波相干性的新见解

IF 1.8 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS
Salman Tariq , Ayesha Mariam , Muhammad Khan
{"title":"东/日本海叶绿素-a及其协变量的变异性评估:来自ARIMAX模式和小波相干性的新见解","authors":"Salman Tariq ,&nbsp;Ayesha Mariam ,&nbsp;Muhammad Khan","doi":"10.1016/j.jastp.2025.106450","DOIUrl":null,"url":null,"abstract":"<div><div>The atmospheric aerosols and the concentration of Chlorophyll-a (Chl-a) in coastal and clear water is an important research field that involves the multiple aspects of environmental degradation and analyzing the health of the marine environment. Therefore, ocean color satellite remote sensing is an efficient way to observe and monitor the aquatic system and the ocean at various spatial, temporal, and spectral scales. Therefore, this study analyzes the spatiotemporal dynamic variability in various ocean color variables, i.e., Sea surface temperature (SST), Aerosol optical depth (AOD), Black carbon dry deposition (BCD), Calcite concentration (CC), Ocean Rain (O-Rain), and Sensible heat flux (SHF) over the East/Japan Sea (EJS) from 2002 to 2023. Furthermore, we used the ARIMAX model and Wavelet coherence (WTC) analysis for analyzing the variability of these oceanic parameters with Chl-a. The spatial concentration of Chl-a is observed high over the northern EJS, particularly around 141ᵒ E, 50ᵒ N, southwestern EJS, and around 141ᵒ E, 43ᵒ N (along the Japanese coast). Furthermore, the western EJS also showed the highest concentration of Chl-a than the eastern EJS. Generally, the mean concentration of Chl-a in EJS increasing at the rate of 0.4 mg m<sup>−3</sup>/yr showed the maximum value of 0.8 mg m<sup>−3</sup> during the study period. Moreover, the ARIMAX models elucidated a direct coupling of the Chl-a with O-Rain and BCD while it showed an inverse and statistically significant association with AOD, SST, CC, and SHF. The WTC analysis indicated a strong association of above 0.8 of Chl-a with all selected variables between a scale period of 8–16. Among all selected variables, CC, SHF, and BCD show a stronger association with Chl-a over the EJS. Therefore, this study will help the policymakers in identifying the major hotspots of Chl-a in EJS to analyze the water quality and health of the marine environment.</div></div>","PeriodicalId":15096,"journal":{"name":"Journal of Atmospheric and Solar-Terrestrial Physics","volume":"269 ","pages":"Article 106450"},"PeriodicalIF":1.8000,"publicationDate":"2025-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Assessment of variability in chlorophyll-a and covariates in East/Japan sea: New insights from the ARIMAX model and wavelet coherence\",\"authors\":\"Salman Tariq ,&nbsp;Ayesha Mariam ,&nbsp;Muhammad Khan\",\"doi\":\"10.1016/j.jastp.2025.106450\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The atmospheric aerosols and the concentration of Chlorophyll-a (Chl-a) in coastal and clear water is an important research field that involves the multiple aspects of environmental degradation and analyzing the health of the marine environment. Therefore, ocean color satellite remote sensing is an efficient way to observe and monitor the aquatic system and the ocean at various spatial, temporal, and spectral scales. Therefore, this study analyzes the spatiotemporal dynamic variability in various ocean color variables, i.e., Sea surface temperature (SST), Aerosol optical depth (AOD), Black carbon dry deposition (BCD), Calcite concentration (CC), Ocean Rain (O-Rain), and Sensible heat flux (SHF) over the East/Japan Sea (EJS) from 2002 to 2023. Furthermore, we used the ARIMAX model and Wavelet coherence (WTC) analysis for analyzing the variability of these oceanic parameters with Chl-a. The spatial concentration of Chl-a is observed high over the northern EJS, particularly around 141ᵒ E, 50ᵒ N, southwestern EJS, and around 141ᵒ E, 43ᵒ N (along the Japanese coast). Furthermore, the western EJS also showed the highest concentration of Chl-a than the eastern EJS. Generally, the mean concentration of Chl-a in EJS increasing at the rate of 0.4 mg m<sup>−3</sup>/yr showed the maximum value of 0.8 mg m<sup>−3</sup> during the study period. Moreover, the ARIMAX models elucidated a direct coupling of the Chl-a with O-Rain and BCD while it showed an inverse and statistically significant association with AOD, SST, CC, and SHF. The WTC analysis indicated a strong association of above 0.8 of Chl-a with all selected variables between a scale period of 8–16. Among all selected variables, CC, SHF, and BCD show a stronger association with Chl-a over the EJS. Therefore, this study will help the policymakers in identifying the major hotspots of Chl-a in EJS to analyze the water quality and health of the marine environment.</div></div>\",\"PeriodicalId\":15096,\"journal\":{\"name\":\"Journal of Atmospheric and Solar-Terrestrial Physics\",\"volume\":\"269 \",\"pages\":\"Article 106450\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2025-02-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Atmospheric and Solar-Terrestrial Physics\",\"FirstCategoryId\":\"89\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1364682625000343\",\"RegionNum\":4,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"GEOCHEMISTRY & GEOPHYSICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Atmospheric and Solar-Terrestrial Physics","FirstCategoryId":"89","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1364682625000343","RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"GEOCHEMISTRY & GEOPHYSICS","Score":null,"Total":0}
引用次数: 0

摘要

大气气溶胶和沿海及海水中叶绿素a浓度是一个涉及环境退化多个方面和分析海洋环境健康的重要研究领域。因此,海洋彩色卫星遥感是在不同的空间、时间和光谱尺度上对水生系统和海洋进行观测和监测的有效途径。为此,本研究分析了2002 - 2023年东/日本海(EJS)海面温度(SST)、气溶胶光学深度(AOD)、黑碳干沉降(BCD)、方解石浓度(CC)、海洋雨(O-Rain)和感热通量(SHF)等海洋颜色变量的时空动态变化。此外,利用ARIMAX模型和小波相干(WTC)分析了这些海洋参数与Chl-a的变化。Chl-a的空间浓度在EJS北部较高,特别是在EJS西南部141°E, 50°N和141°E, 43°N(沿日本海岸)附近。此外,西部EJS的Chl-a浓度也高于东部EJS。总体上,EJS中Chl-a的平均浓度以0.4 mg m−3/yr的速度递增,在研究期间最高值为0.8 mg m−3。此外,ARIMAX模式揭示了Chl-a与O-Rain和BCD的直接耦合,而与AOD、SST、CC和SHF呈负相关且具有统计学意义。WTC分析表明,Chl-a在0.8以上与所有选择变量在8-16尺度期之间有很强的相关性。在所有选定的变量中,CC、SHF和BCD与Chl-a的相关性强于EJS。因此,本研究将有助于决策者识别EJS中Chl-a的主要热点,分析海洋环境的水质和健康状况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessment of variability in chlorophyll-a and covariates in East/Japan sea: New insights from the ARIMAX model and wavelet coherence
The atmospheric aerosols and the concentration of Chlorophyll-a (Chl-a) in coastal and clear water is an important research field that involves the multiple aspects of environmental degradation and analyzing the health of the marine environment. Therefore, ocean color satellite remote sensing is an efficient way to observe and monitor the aquatic system and the ocean at various spatial, temporal, and spectral scales. Therefore, this study analyzes the spatiotemporal dynamic variability in various ocean color variables, i.e., Sea surface temperature (SST), Aerosol optical depth (AOD), Black carbon dry deposition (BCD), Calcite concentration (CC), Ocean Rain (O-Rain), and Sensible heat flux (SHF) over the East/Japan Sea (EJS) from 2002 to 2023. Furthermore, we used the ARIMAX model and Wavelet coherence (WTC) analysis for analyzing the variability of these oceanic parameters with Chl-a. The spatial concentration of Chl-a is observed high over the northern EJS, particularly around 141ᵒ E, 50ᵒ N, southwestern EJS, and around 141ᵒ E, 43ᵒ N (along the Japanese coast). Furthermore, the western EJS also showed the highest concentration of Chl-a than the eastern EJS. Generally, the mean concentration of Chl-a in EJS increasing at the rate of 0.4 mg m−3/yr showed the maximum value of 0.8 mg m−3 during the study period. Moreover, the ARIMAX models elucidated a direct coupling of the Chl-a with O-Rain and BCD while it showed an inverse and statistically significant association with AOD, SST, CC, and SHF. The WTC analysis indicated a strong association of above 0.8 of Chl-a with all selected variables between a scale period of 8–16. Among all selected variables, CC, SHF, and BCD show a stronger association with Chl-a over the EJS. Therefore, this study will help the policymakers in identifying the major hotspots of Chl-a in EJS to analyze the water quality and health of the marine environment.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Atmospheric and Solar-Terrestrial Physics
Journal of Atmospheric and Solar-Terrestrial Physics 地学-地球化学与地球物理
CiteScore
4.10
自引率
5.30%
发文量
95
审稿时长
6 months
期刊介绍: The Journal of Atmospheric and Solar-Terrestrial Physics (JASTP) is an international journal concerned with the inter-disciplinary science of the Earth''s atmospheric and space environment, especially the highly varied and highly variable physical phenomena that occur in this natural laboratory and the processes that couple them. The journal covers the physical processes operating in the troposphere, stratosphere, mesosphere, thermosphere, ionosphere, magnetosphere, the Sun, interplanetary medium, and heliosphere. Phenomena occurring in other "spheres", solar influences on climate, and supporting laboratory measurements are also considered. The journal deals especially with the coupling between the different regions. Solar flares, coronal mass ejections, and other energetic events on the Sun create interesting and important perturbations in the near-Earth space environment. The physics of such "space weather" is central to the Journal of Atmospheric and Solar-Terrestrial Physics and the journal welcomes papers that lead in the direction of a predictive understanding of the coupled system. Regarding the upper atmosphere, the subjects of aeronomy, geomagnetism and geoelectricity, auroral phenomena, radio wave propagation, and plasma instabilities, are examples within the broad field of solar-terrestrial physics which emphasise the energy exchange between the solar wind, the magnetospheric and ionospheric plasmas, and the neutral gas. In the lower atmosphere, topics covered range from mesoscale to global scale dynamics, to atmospheric electricity, lightning and its effects, and to anthropogenic changes.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信