Hyperspectral rapid detection of bacterial content and water quality parameters in coastal bathing waters

IF 4.9 3区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
A.L. Luque-Söllheim , J. Martín , A. Medina , M. Carrasco-Acosta , P. García-Jiménez , N. Ferrer , O. Bergasa
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引用次数: 0

Abstract

This study addresses the significant issue of water pollution in coastal areas, exacerbated by extensive residential and tourist activities. Monitoring bathing water quality is crucial, necessitating efficient observation and new analysis methods. This research presents a methodology using drone-based hyperspectral remote sensing and radiative transfer modelling (RTM) in shallow waters to measure chlorophyll, turbidity and bacterial content with a spatial resolution of 10 cm. The bacterial concentration is determined by incorporating the absorption spectra into the model. Results indicate the methodology's efficacy in differentiating between various coastal water types in the Canary Islands through water quality parameter accuracy tests. Promising bacterial content results were observed, with RTM-derived values compared with in situ colony forming unit measurements. While innovative, further development is required. Nonetheless, the methodology shows potential for rapid pollution detection and early warning systems, significantly reducing detection time compared to conventional methods.

Abstract Image

海岸带洗浴水体细菌含量及水质参数的高光谱快速检测。
这项研究解决了沿海地区水污染的重大问题,广泛的住宅和旅游活动加剧了这一问题。监测洗浴水质至关重要,需要有效的观察和新的分析方法。本研究提出了一种基于无人机的高光谱遥感和辐射传输模型(RTM)的方法,在浅水中以10厘米的空间分辨率测量叶绿素、浊度和细菌含量。通过将吸收光谱纳入模型来确定细菌浓度。结果表明,通过水质参数精度测试,该方法在区分加那利群岛各种沿海水域类型方面是有效的。观察到有希望的细菌含量结果,rtm衍生值与原位菌落形成单位测量值进行了比较。虽然创新,但需要进一步发展。尽管如此,该方法显示了快速污染检测和早期预警系统的潜力,与传统方法相比,大大缩短了检测时间。
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来源期刊
Marine pollution bulletin
Marine pollution bulletin 环境科学-海洋与淡水生物学
CiteScore
10.20
自引率
15.50%
发文量
1077
审稿时长
68 days
期刊介绍: Marine Pollution Bulletin is concerned with the rational use of maritime and marine resources in estuaries, the seas and oceans, as well as with documenting marine pollution and introducing new forms of measurement and analysis. A wide range of topics are discussed as news, comment, reviews and research reports, not only on effluent disposal and pollution control, but also on the management, economic aspects and protection of the marine environment in general.
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