利用实验室、现场和EMIT卫星光谱对提华纳河口废水进行高光谱表征

IF 8 1区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Eva Scrivner , Natalie Mladenov , Trent Biggs , Alexandra Grant , Elise Piazza , Stephany Garcia , Christine M. Lee , Christiana Ade , Nick Tufillaro , Philipp Grötsch , Omar Zurita , Benjamin Holt , Daniel Sousa
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引用次数: 0

摘要

每年有数亿升未经处理的废水排入蒂华纳河,影响了美墨边境两侧的社区。目前的监测方法资源密集,覆盖范围有限。光学卫星成像可以实现更广泛的时空监测,但细菌浓度和其他关键水质指标的检索仍然具有挑战性。在这里,我们研究了光谱传感器的效用来监测这个河口-海岸系统中废水的存在,作为细菌浓度和其他水质参数的代理。我们配制了未经处理的废水和未污染的海水的稀释液,通过短波红外(VSWIR)测量可见光;350 - 2500nm)每个样品的反射光谱。在高浓度废水中,以620nm附近为中心的明显光谱特征与成对水质测量结果密切相关(R2≥0.97,p值<;0.01)。在多光谱分辨率、野外观测和高光谱卫星图像中也可以观察到这一特征。本文介绍了羽流测绘的一个应用实例,这是最早采用EMIT高光谱卫星图像进行水质监测的例子之一。这些结果有望用于光谱传感器来绘制和监测提华纳河河口以及潜在的类似污染的沿海和河口系统的废水污染。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Hyperspectral characterization of wastewater in the Tijuana River Estuary using laboratory, field, and EMIT satellite spectroscopy

Hyperspectral characterization of wastewater in the Tijuana River Estuary using laboratory, field, and EMIT satellite spectroscopy
Hundreds of millions of liters of untreated wastewater are discharged into the Tijuana River annually, impacting communities on both sides of the US-Mexico border. Current monitoring methods are resource-intensive and limited in coverage. Optical satellite imaging may enable broader spatiotemporal monitoring, yet retrievals of bacterial concentrations and other key water quality indicators remain challenging. Here we investigate the utility of spectroscopic sensors to monitor the presence of wastewater in this estuarine-coastal system, as a proxy for bacterial concentrations and other water quality parameters. We prepared dilutions of untreated wastewater and uncontaminated seawater, measuring visible through shortwave infrared (VSWIR; 350–2500 nm) reflectance spectra of each sample. At high wastewater concentrations, a distinct spectral feature centered near 620 nm strongly correlated with paired water quality measurements (R2 ≥ 0.97, p-value < 0.01). This feature is additionally observed in multispectral resolution, in field observations, and in hyperspectral satellite imagery. An example application of plume mapping with this feature is presented, representing one of the earliest adoptions of EMIT hyperspectral satellite imagery for water quality monitoring. These results are promising for the use of spectroscopic sensors to map and monitor wastewater pollution in the Tijuana River Estuary and potentially, similarly polluted coastal and estuarine systems.
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来源期刊
Science of the Total Environment
Science of the Total Environment 环境科学-环境科学
CiteScore
17.60
自引率
10.20%
发文量
8726
审稿时长
2.4 months
期刊介绍: The Science of the Total Environment is an international journal dedicated to scientific research on the environment and its interaction with humanity. It covers a wide range of disciplines and seeks to publish innovative, hypothesis-driven, and impactful research that explores the entire environment, including the atmosphere, lithosphere, hydrosphere, biosphere, and anthroposphere. The journal's updated Aims & Scope emphasizes the importance of interdisciplinary environmental research with broad impact. Priority is given to studies that advance fundamental understanding and explore the interconnectedness of multiple environmental spheres. Field studies are preferred, while laboratory experiments must demonstrate significant methodological advancements or mechanistic insights with direct relevance to the environment.
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