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评估浊度、降水和土地利用对伊利诺伊州地表水营养水平和莠去津浓度的影响,由公民科学家确定。

Evaluating the impact of turbidity, precipitation, and land use on nutrient levels and atrazine concentrations in Illinois surface water as determined by citizen scientists.

机构信息

Idaho Water Resources Research Institute, University of Idaho, Moscow, ID, USA.

Department of Civil Engineering, University of Nebraska, Lincoln, NE, USA.

出版信息

Sci Total Environ. 2022 Dec 1;850:158081. doi: 10.1016/j.scitotenv.2022.158081. Epub 2022 Aug 17.

Abstract

The objective of this study was to evaluate the impact of turbidity, precipitation, land use, and five-week variation on nutrient levels and atrazine concentrations across Illinois state. To acquire the greatest number of samples in a cost and time-sensitive manner, data were collected by citizen scientists. Volunteers collected data regarding five water quality metrics: nitrites, nitrates, phosphates, atrazine, and turbidity once per week from April 19 until May 17, 2017. A subset (24 %) of volunteers also collected turbidity measurements. Data regarding precipitation was obtained from the Community Collaborative Rain, Hail and Snow Network (CoCoRaHS), a long-standing grassroots volunteer network of backyard weather observers. Three ordinal regression analyses were performed: one without a blocking effect, a second with week as a blocking effect, and a third with watershed as a blocking effect. In all cases, turbidity was significantly associated with elevated levels of nitrate (Pseudo R-0.48 to 0.94) and phosphate (Pseudo R-0.60 to 0.80), while precipitation was significantly associated with elevated levels of nitrate (Pseudo R-0.25 to 0.35). While analyzing five-week variation, the nitrite and nitrate levels, but not phosphate or atrazine, tended to increase at each site. Further, nitrite and nitrate levels significantly varied between the four land uses - agricultural, urban, suburban, and park. When data were analyzed by the three most well-sampled watersheds, Kankakee, Des Plaines, and Chicago, it was identified that the nutrient levels in the Kankakee and Chicago watersheds were significantly elevated relative to the Des Plaines watershed. Finally, cluster analysis identified that clusters dominated by agricultural land, and to a lesser extent suburban land use, had the most elevated nutrient concentration and the greatest frequency of atrazine hits. Data collected by citizen scientists can provide insight into the geospatial variability of nutrients and agrichemicals and can do so across large geographies.

摘要

本研究的目的是评估浊度、降水、土地利用和五周变化对伊利诺伊州营养水平和莠去津浓度的影响。为了以具有成本效益和时间效益的方式获得最多数量的样本,数据是由公民科学家收集的。志愿者每周从 2017 年 4 月 19 日至 5 月 17 日收集有关五个水质指标的数据:亚硝酸盐、硝酸盐、磷酸盐、莠去津和浊度。一小部分(24%)志愿者还收集了浊度测量值。降水数据来自社区合作雨、冰雹和雪网络(CoCoRaHS),这是一个长期存在的后院气象观测者草根志愿者网络。进行了三次有序回归分析:一次没有阻塞效应,一次用周作为阻塞效应,另一次用流域作为阻塞效应。在所有情况下,浊度与硝酸盐(伪 R20.48 至 0.94)和磷酸盐(伪 R20.60 至 0.80)水平升高显著相关,而降水与硝酸盐水平升高显著相关(伪 R20.25 至 0.35)。在分析五周变化时,每个站点的亚硝酸盐和硝酸盐水平都呈上升趋势,但磷酸盐和莠去津水平没有变化。此外,硝酸盐和硝酸盐水平在农业、城市、郊区和公园四种土地利用类型之间存在显著差异。当按三个采样最多的流域——坎卡基、德斯普兰斯和芝加哥进行数据分析时,发现坎卡基和芝加哥流域的养分水平明显高于德斯普兰斯流域。最后,聚类分析确定以农业用地为主,其次是郊区土地利用为主的聚类具有最高的营养浓度和最高的莠去津含量。公民科学家收集的数据可以深入了解营养物质和农用化学品的地理空间变异性,并且可以在大范围内进行。

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