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Calcium-Associated Anions Play a Dual Role in Modulating Cadmium Uptake and Translocation in Wheat 钙相关阴离子在调节小麦对镉的吸收和转移中发挥双重作用
Pub Date : 2024-07-04 DOI: 10.3390/pollutants4030023
Mahboobe Safari Sinegani, Maria Manzoor, K. H. Mühling
Cadmium accumulation in wheat as a daily food, even in low concentrations, is a serious threat to human health. Previous studies have reported conflicting results on the impact of calcium treatments on cadmium uptake and translocation in plants due to the complex soil conditions. Our hydroponic study offers clearer insights into how specific calcium treatment parameters influence cadmium uptake and translocation in wheat. The hydroponic medium was contaminated by cadmium (CdCl2) and the following treatments were applied: CaCO3, CaSO4, CaCl2, CaCO3 + CaSO4, CaCO3 + CaCl2, and CaSO4 + CaCl2. After harvesting, the wheat was analyzed for Cd2+ uptake characteristics including translocation factor, bioconcentration factor, and uptake. Furthermore, physiological growth parameters and plant nutrients were also determined. Applying CaCO3 significantly decreased wheat Cd2+ concentration by about three times in CaCO3 and two times in CaCO3 + CaSO4 and CaCO3 + CaCl2 treatments than in Cd-control. This study clearly elucidates that pH and CO32− were crucial in reducing Cd2+ concentration in wheat. SO42−, Cl−, and Ca2+ showed no effect on Cd2+ concentration. Ca2+ only reduced the translocation factor (TF) of Cd2+ in plants. CaCO3 also declined cadmium interference in the Mg2+, Mn2+, and Cu2+ uptake. Therefore, this study provides novel insight into the pure effects of calcium treatments on controlling cadmium contamination in plants, independent of soil effect.
镉在小麦这种日常食物中的积累,即使浓度很低,也会对人类健康造成严重威胁。由于土壤条件复杂,以往的研究在钙处理对植物镉吸收和转运的影响方面报告了相互矛盾的结果。我们的水培研究更清楚地揭示了特定的钙处理参数如何影响小麦对镉的吸收和转运。水培培养基受到镉(CdCl2)污染,并进行了以下处理:CaCO3、CaSO4、CaCl2、CaCO3 + CaSO4、CaCO3 + CaCl2 和 CaSO4 + CaCl2。收获后,分析小麦对 Cd2+ 的吸收特性,包括转运因子、生物富集因子和吸收量。此外,还测定了生理生长参数和植物养分。与镉对照相比,施用 CaCO3 能明显降低小麦的 Cd2+ 浓度,CaCO3 + CaSO4 处理是对照的三倍,CaCO3 + CaCl2 处理是对照的两倍。这项研究清楚地阐明,pH 值和 CO32- 是降低小麦中 Cd2+ 浓度的关键。SO42-、Cl- 和 Ca2+ 对 Cd2+ 浓度没有影响。Ca2+ 只降低了植物体内 Cd2+ 的易位因子(TF)。CaCO3 还降低了镉对 Mg2+、Mn2+ 和 Cu2+ 吸收的干扰。因此,这项研究为钙处理对控制植物镉污染的纯粹影响提供了新的见解,而不受土壤影响的影响。
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引用次数: 0
Forecasting End-of-Life Vehicle Generation in the EU-27: A Hybrid LSTM-Based Forecasting and Grey Systems Theory-Based Backcasting Approach 欧盟 27 国报废汽车生成量预测:基于 LSTM 的预测和基于灰色系统理论的反推混合方法
Pub Date : 2024-07-02 DOI: 10.3390/pollutants4030022
Selman Karagoz
End-of-life vehicle (ELV) forecasting constitutes a crucial aspect of sustainable waste management and resource allocation strategies. While the existing literature predominantly employs time-series forecasting and machine learning methodologies, a dearth of studies leveraging deep learning techniques, particularly Long Short-Term Memory (LSTM) networks, is evident. Moreover, the focus on localized contexts within national or municipal boundaries overlooks the imperative of addressing ELV generation dynamics at an international scale, particularly within entities such as the EU-27. Furthermore, the absence of methodologies to reconcile missing historical data presents a significant limitation in forecasting accuracy. In response to these critical gaps, this study proposes a pioneering framework that integrates grey systems theory (GST)-based backcasting with LSTM-based deep learning methodologies for forecasting ELV generation within the EU until 2040. By introducing this innovative approach, this study not only extends the methodological repertoire within the field but also enhances the applicability of findings to supranational regulatory frameworks. Moreover, the incorporation of backcasting techniques addresses data limitations, ensuring more robust and accurate forecasting outcomes. The results indicate an anticipated decline in the recovery and recycling of ELVs, underscoring the urgent need for intervention by policymakers and stakeholders in the waste management sector. Through these contributions, this study enriches our understanding of ELV generation dynamics and facilitates informed decision-making processes in environmental sustainability and resource management domains.
报废汽车(ELV)预测是可持续废物管理和资源分配战略的一个重要方面。虽然现有文献主要采用时间序列预测和机器学习方法,但利用深度学习技术(尤其是长短期记忆(LSTM)网络)的研究明显不足。此外,对国家或城市边界内局部环境的关注忽视了在国际范围内,特别是在欧盟 27 国等实体内解决 ELV 生成动态的必要性。此外,由于缺乏调和缺失历史数据的方法,预测的准确性受到很大限制。针对这些关键差距,本研究提出了一个开创性的框架,将基于灰色系统理论(GST)的反向预测与基于 LSTM 的深度学习方法相结合,用于预测欧盟到 2040 年的 ELV 发电量。通过引入这一创新方法,本研究不仅扩展了该领域的方法论范围,还提高了研究结果在超国家监管框架中的适用性。此外,反向预测技术的采用解决了数据的局限性,确保了预测结果更加稳健和准确。研究结果表明,预计 ELVs 的回收和循环利用率将下降,这突出表明迫切需要政策制定者和废物管理部门的利益相关者进行干预。通过这些贡献,本研究丰富了我们对 ELV 生成动态的理解,并促进了环境可持续性和资源管理领域的知情决策过程。
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引用次数: 0
Isotopic Differentiation (δ18OPO4) of Inorganic Phosphorus among Organic Wastes for Nutrient Runoff Tracing Studies: A Summary of the Literature with Refinement of Livestock Estimates for Grand Lake St. Marys Watershed (Ohio) 用于养分径流溯源研究的有机废物中无机磷的同位素差异(δ18OPO4):大圣玛丽斯湖流域(俄亥俄州)的文献综述及牲畜估计值的改进
Pub Date : 2024-07-01 DOI: 10.3390/pollutants4030021
Melanie M. Marshall, Stephen J. Jacquemin, Aubrey L. Jaqueth
The use of stable isotopes, specifically δ18OPO4 ratios, in differentiating potential sources of inorganic phosphorus (e.g., wastewater, septic, wild animals, domesticated animals, livestock, substrates, or commercial fertilizers) to watersheds is a growing field. This method produces data that, used in conjunction with statistical mixing models, enables a better understanding of contributing sources of runoff. However, given the recent development of this research area there are obvious limitations that have arisen, due in large part to the limited available reference data to compare water samples. Here, we attempt to expand the availability of reference samples by applying stable isotope methods to three types of common agricultural manures: poultry, dairy, and swine. We also aim to concatenate the organic waste literature on this topic, creating a more robust comparison database for future study and application in phosphorus source partitioning research. Among our samples, δ18OPO4 ratios for poultry were considerably elevated compared to dairy and swine manures (values of 18.5‰, 16.5‰, and 17.9‰, respectively). Extending this to other published ratios of δ18OPO4 from various types of waste products (e.g., septic, wastewater, livestock, other animals), a total range from 8.7‰ to 23.1‰ emerged (with existing poultry manure samples also ranking among the highest overall). Variation among samples in the larger dataset demonstrates the need for a further compilation of δ18OPO4 ratios for various types of waste, especially specific to geographic regions and watershed scales. With an increased sample size, the statistical strength associated with these methods would greatly improve.
利用稳定同位素,特别是 δ18OPO4 比率,来区分流域中无机磷的潜在来源(如废水、化粪池、野生动物、驯养动物、家畜、基质或商业肥料)是一个不断发展的领域。这种方法产生的数据与统计混合模型结合使用,可以更好地了解径流的贡献源。然而,鉴于这一研究领域的最新发展,已经出现了明显的局限性,这在很大程度上是由于可用于比较水样的参考数据有限。在此,我们尝试将稳定同位素方法应用于三种常见的农业粪便:家禽粪便、奶制品粪便和猪粪,以扩大参考样本的可用性。此外,我们还旨在整合有关这一主题的有机废物文献,为今后的研究和磷源分配研究的应用创建一个更强大的比较数据库。在我们的样本中,家禽粪便的 δ18OPO4 比值比奶牛和猪粪高出很多(分别为 18.5‰、16.5‰ 和 17.9‰)。将其扩展到其他已公布的各类废物(如化粪池、废水、牲畜、其他动物)的 δ18OPO4 比率,发现总的范围从 8.7‰ 到 23.1‰(现有的家禽粪便样本也是总比率最高的样本之一)。更大数据集中各样本之间的差异表明,有必要进一步汇编各类废物的 δ18OPO4 比率,尤其是针对特定的地理区域和流域范围。随着样本量的增加,与这些方法相关的统计强度将大大提高。
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引用次数: 0
Arsenic Contamination Needs Serious Attention: An Opinion and Global Scenario 砷污染亟待重视:观点与全球形势
Pub Date : 2024-04-08 DOI: 10.3390/pollutants4020013
Abhijnan Bhat, Kamna Ravi, Furong Tian, Baljit Singh
Arsenic (As) contamination is a serious global concern, polluting our natural resources, including water and soil, and posing a danger to the environment and public health. Arsenic is present in the groundwater of several countries and this contaminated water is used for irrigation, drinking, and food preparation, which poses the greatest threat to public health. Nearly 106 countries are affected by groundwater arsenic contamination and an estimated 230 million individuals worldwide are exposed to its adverse health effects, including increased cancer risks, associated cardiovascular disease and diabetes, skin lesions, neurological effects, kidney damage, and foetal or cognitive-development-related complications. Arsenic is highly toxic and ranked first in the priority list of ATSDR (Agency for Toxic Substances and Disease Registry, 2022) and among the 10 chemicals of major public health concern on the World Health Organization (WHO) list. The maximum permissible level of arsenic in drinking water has been established at 10 µg/L by WHO, as well as by the Environmental Protection Agency (EPA) and European Union (EU). These regulatory standards underscore the gravity of the problem, and actions to prioritise the development of effective detection, mitigation strategies, and collaborative initiatives are necessary. This opinion article covers (i) arsenic footprints—global scenario and impact, (ii) awareness and education and (iii) mitigation approaches (detection and removal strategies) and future perspectives, which collectively will help in controlling and preventing As contamination of our global water resources. Regulatory and legislative bodies and development agencies are crucial for raising awareness and countering this alarming concern by implementing collaborative actions to protect our environment and public health and to provide safe drinking water for all.
砷(As)污染是全球严重关切的问题,它污染了我们的自然资源,包括水和土壤,并对环境和公众健康构成威胁。砷存在于多个国家的地下水中,这些受污染的水被用于灌溉、饮用和烹饪食物,对公众健康构成了最大威胁。近 106 个国家受到地下水砷污染的影响,估计全球有 2.3 亿人受到砷对健康的不利影响,包括癌症风险增加、相关心血管疾病和糖尿病、皮肤损伤、神经系统影响、肾脏损伤以及与胎儿或认知发育相关的并发症。砷毒性很强,在美国毒物和疾病登记署(ATSDR)的优先列表中名列第一(美国毒物和疾病登记署,2022 年),也是世界卫生组织(WHO)列出的 10 种对公众健康有重大影响的化学品之一。世卫组织、美国环保署(EPA)和欧盟(EU)将饮用水中砷的最高允许含量定为 10 微克/升。这些监管标准凸显了问题的严重性,因此有必要采取行动,优先制定有效的检测、缓解策略和合作倡议。这篇观点文章包括:(i) 砷足迹--全球情况和影响;(ii) 认识和教育;(iii) 减缓方法(检测和清除策略)和未来展望,这些内容将有助于控制和防止全球水资源砷污染。监管和立法机构以及发展机构对于提高认识和应对这一令人担忧的问题至关重要,它们应采取合作行动,保护我们的环境和公众健康,并为所有人提供安全的饮用水。
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引用次数: 0
Measuring Biogenic Volatile Organic Compounds from Leaves Exposed to Submicron Black Carbon Using Portable Sensor 使用便携式传感器测量暴露于亚微米黑碳的叶片中的生物挥发性有机化合物
Pub Date : 2024-04-03 DOI: 10.3390/pollutants4020012
Qingyang Liu, Yanju Liu
Biogenic volatile organic compounds (BVOCs) are responsible for the formation of ozone and secondary organic aerosols (SOAs). Our knowledge about how black carbon particles influence BVOC emissions from terrestrial ecosystems is limited; terrestrial vegetation captures black carbon particles as a sink. In this research, the BVOC emissions from the leaves of four terrestrial plants were measured using an RAE PGM-7300 BVOC analyzer. Then, the leaves from four types of trees were exposed to submicron carbon black for 24 h and 48 h in an ambient environment, respectively. Comparisons between the BVOC emissions before and after exposure to submicron carbon black were performed. Our results indicated that the emissions of BVOC from the leaves of four types of trees varied from 90 to 270 μg g−1 h−1 and depended on the species. The exposure to submicron black carbon particles had negligible impacts on the BVOC emissions from the leaves of four types of trees.
生物挥发性有机化合物(BVOC)是形成臭氧和二次有机气溶胶(SOAs)的元凶。我们对黑碳颗粒如何影响陆地生态系统的生物挥发性有机化合物排放的了解十分有限;陆地植被是捕获黑碳颗粒的汇。本研究使用 RAE PGM-7300 BVOC 分析仪测量了四种陆生植物叶片的 BVOC 排放量。然后,四种树木的叶子分别在环境中暴露于亚微米碳黑 24 小时和 48 小时。比较亚微米碳黑暴露前后的 BVOC 排放量。结果表明,四种树木叶片的 BVOC 排放量从 90 到 270 μg g-1 h-1 不等,并取决于树种。暴露于亚微米黑碳颗粒对四种树木叶片的 BVOC 排放影响微乎其微。
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引用次数: 0
A Perspective on Plastics and Microplastics Contamination in Garden Soil in British Columbia, Canada 透视加拿大不列颠哥伦比亚省花园土壤中的塑料和微塑料污染
Pub Date : 2024-03-12 DOI: 10.3390/pollutants4010010
I. Falconi, Melanie Mackay, Geety Zafar, M. Holuszko
Plastic contamination is commonly reported in urban and rural soils, as well as in fresh and ocean waters. Canada’s government has attempted to limit the contamination of single-use plastic by banning the manufacturing and selling of specific types of plastic. In British Columbia, current regulations governing commercial composting state that when compost has less than 1% of its dry weight representing foreign materials (including plastic), it can be sold and used in soils. However, due to the low density of plastic and its potential to break down into microparticles, this amount may be enough to become toxic when used in agricultural soils. This paper studies contamination of plastic in garden soils and summarizes how this can affect the environment with a preliminary examination of a garden soil sample. The examination showed that the garden soil sample contained mainly low-density polyethylene, polyethylene and polypropylene plastics (identified through ATR-FTIR) in oxidized and unoxidized forms that can come from commercial composting and hypothesizes that this plastic could break down into microplastic particles. In order to limit the amount of plastic contamination in agricultural soils, it is necessary to modify current compost regulations in order to treat plastic differently than other foreign materials (glass, metal, wood).
据报道,城市和农村土壤以及淡水和海水中普遍存在塑料污染。加拿大政府试图通过禁止生产和销售特定类型的塑料来限制一次性塑料的污染。在不列颠哥伦比亚省,有关商业堆肥的现行法规规定,如果堆肥中外来物质(包括塑料)的含量低于其干重的 1%,就可以出售并用于土壤。然而,由于塑料的密度低,而且有可能分解成微颗粒,因此在农业土壤中使用时,这一含量可能足以产生毒性。本文研究了花园土壤中的塑料污染问题,并通过对花园土壤样本的初步检测,总结了塑料污染对环境的影响。检测结果表明,花园土壤样本中主要含有低密度聚乙烯、聚乙烯和聚丙烯塑料(通过 ATR-FTIR 鉴定),这些塑料可能以氧化和未氧化的形式存在于商业堆肥中,并推测这些塑料可能会分解成微塑料颗粒。为了限制农业土壤中的塑料污染量,有必要修改现行的堆肥法规,以便将塑料与其他外来材料(玻璃、金属、木材)区别对待。
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引用次数: 0
Overview of Per- and Polyfluoroalkyl Substances (PFAS), Their Applications, Sources, and Potential Impacts on Human Health 全氟和多氟烷基物质 (PFAS)、其应用、来源和对人类健康的潜在影响概述
Pub Date : 2024-03-06 DOI: 10.3390/pollutants4010009
Z. Habib, Minkyung Song, Sadaf Ikram, Zahra Zahra
Per- and polyfluoroalkyl substances (PFAS) belong to a group of synthetic compounds that have recently raised concerns about human health and environmental quality due to their great prevalence, degradation resistance, and potential toxicity. This review focuses on the applications of PFAS and their effects on human health. Specific emphasis has been laid on (i) the application/use of PFAS, (ii) sources and distribution of PFAS in diverse environmental compartments, and (iii) the impact of PFAS on human health. Significant health effects on humans are associated with exposure to PFAS, i.e., immunotoxicity, thyroid and kidney disorders, cancer, etc. Conclusions obtained from PFAS studies demonstrate that inadequate evidence should not be used to justify delaying risk reduction steps for PFAS alternatives. PFAS can be determined in different environmental matrices using both traditional analytical approaches, i.e., liquid chromatography coupled with mass spectrometry (LC-MS/MS) and semi-quantitative and passive sampling, and advanced analytical methods with colorimetric, spectrofluorimetric, and electrochemical detection. Traditional methods are costly and not broadly available, while the emerging, cost-effective methods are less sensitive and unable to meet regulatory exposure limits. There is still a significant number of studies to be performed to fully comprehend the real contamination by PFAS.
全氟烷基和多氟烷基物质(PFAS)属于一组合成化合物,由于其普遍性、耐降解性和潜在毒性,最近引起了人们对人类健康和环境质量的关注。本综述侧重于 PFAS 的应用及其对人类健康的影响。具体重点包括:(i) 全氟辛烷磺酸的应用/使用;(ii) 全氟辛烷磺酸在不同环境区划中的来源和分布;(iii) 全氟辛烷磺酸对人类健康的影响。接触全氟辛烷磺酸会对人体健康产生重大影响,如免疫毒性、甲状腺和肾脏疾病、癌症等。从 PFAS 研究中得出的结论表明,不应以证据不足为由,推迟采取降低 PFAS 替代品风险的措施。不同环境基质中的 PFAS 可通过传统分析方法(即液相色谱-质谱联用仪 (LC-MS/MS)、半定量和被动采样)和先进的比色、分光荧光和电化学检测分析方法进行测定。传统方法成本高昂,不能广泛使用,而新兴的、具有成本效益的方法灵敏度较低,无法达到监管规定的暴露限值。要全面了解全氟辛烷磺酸的实际污染情况,还需要进行大量的研究。
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引用次数: 0
Maximising CO2 Sequestration in the City: The Role of Green Walls in Sustainable Urban Development 在城市中最大限度地封存二氧化碳:绿墙在城市可持续发展中的作用
Pub Date : 2024-02-22 DOI: 10.3390/pollutants4010007
Mansoure Jozay, Hossein Zarei, S. Khorasaninejad, T. Miri
Environmental issues are a pressing concern for modern societies, and the increasing levels of atmospheric CO2 have led to global warming. To mitigate climate change, reducing carbon emissions is crucial, and carbon sequestration plays a critical role in this effort. Technologies for utilising CO2 can be divided into two major categories: direct use and conversion into chemicals and energy, and indirect use as a carbon source for plants. While plants’ ability to absorb and store CO2 makes them the best CO2 sink, finding suitable urban areas for significant green spaces is a challenge. Green walls are a promising solution, as they require less land, provide more ecosystem services than horizontal systems do, and can contribute to reducing environmental problems. This study evaluates the conceptual potentials and limitations of urban biomass circulation in terms of energy production, food production, and CO2 consumption, focusing on growth-promoting bacteria, urban agriculture, and vertical systems. The aim of this research is discovering new methods of carbon sequestration using multi-purpose green walls to achieve sustainable urban development and CO2 reduction strategies to contribute to a more sustainable future.
环境问题是现代社会急需解决的问题,大气中二氧化碳含量的不断增加导致了全球变暖。要减缓气候变化,减少碳排放至关重要,而碳封存在这方面发挥着关键作用。利用二氧化碳的技术可分为两大类:直接利用二氧化碳并将其转化为化学品和能源,以及间接利用二氧化碳作为植物的碳源。虽然植物吸收和储存二氧化碳的能力使其成为最佳的二氧化碳吸收汇,但在城市中寻找合适的绿地却是一项挑战。绿墙是一个很有前景的解决方案,因为它需要的土地更少,提供的生态系统服务比水平系统更多,并能为减少环境问题做出贡献。本研究评估了城市生物质循环在能源生产、粮食生产和二氧化碳消耗方面的概念潜力和局限性,重点关注促进生长的细菌、城市农业和垂直系统。这项研究的目的是发现利用多功能绿墙固碳的新方法,以实现可持续城市发展和二氧化碳减排战略,为更可持续的未来做出贡献。
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引用次数: 0
Heat Tolerance of Gammarus fossarum (Crustacea, Amphipoda) Is Influenced by the Level of Stress Associated with Reproduction and the Water Quality of Their Habitat 福氏甲壳虫(甲壳纲,两足目)的耐热性受繁殖压力水平和栖息地水质的影响
Pub Date : 2024-01-30 DOI: 10.3390/pollutants4010004
Katharina Peschke, Lilith Sawallich, Heinz-R. Köhler, R. Triebskorn
To elucidate how rising temperatures influence native amphipods, and how the expansion of wastewater treatment plants (WWTPs) with a fourth purification stage can alter temperature-related effects, studies were conducted in anthropogenically influenced rivers in Southwest Germany. Gammarids were sampled up- and downstream of two WWTPs, and exposed to elevated temperatures in the laboratory. Gammarids separated from precopula pairs were more sensitive to exposure-related stress and to a temperature increase than animals that were not in the reproductive phase. Furthermore, females were significantly more sensitive than males. Adult gammarids sampled individually at the WWTP with three purification stages showed a similar tolerance to elevated temperature at the up- and downstream site. In contrast, mortality following heat stress was substantially lower in animals sampled downstream of the WWTP with four treatment stages than in those sampled at the upstream site. We assume that the increased sensitivity of artificially separated precopula pairings reflect the situation under high hydraulic stress after heavy rainfall. Our results further illustrate the importance of WWTP upgrades in the context of climate change: gammarids sampled downstream the upgraded fourth-stage WWTP were likely exposed to lower levels of micropollutants, and thus may have allocated energy from detoxification to heat stress responses.
为了阐明温度升高如何影响本地片脚类动物,以及扩建第四净化阶段的污水处理厂(WWTP)如何改变与温度相关的影响,研究人员在德国西南部受人为影响的河流中进行了研究。研究人员在两座污水处理厂的上游和下游采集了软体动物样本,并在实验室中将其置于高温环境中。与未进入繁殖期的蝾螈相比,从成对雌蝾螈中分离出来的蝾螈对与暴露相关的压力和温度升高更为敏感。此外,雌性的敏感性明显高于雄性。在污水处理厂三个净化阶段单独取样的成体伽马对上游和下游温度升高的耐受性相似。与此相反,在污水处理厂下游采样的四级处理动物在热应激后的死亡率大大低于在上游采样的动物。我们认为,人工分离的前鳞片配对的敏感性增加反映了暴雨后高水压下的情况。我们的研究结果进一步说明了污水处理厂升级在气候变化背景下的重要性:在升级后的第四级污水处理厂下游采样的伽马类可能暴露于较低水平的微污染物,因此可能将解毒的能量分配给了热应力反应。
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引用次数: 0
Monitoring the Spatio-Temporal Distribution of Soil Salinity Using Google Earth Engine for Detecting the Saline Areas Susceptible to Salt Storm Occurrence 利用谷歌地球引擎监测土壤盐度的时空分布,检测易受盐风暴影响的盐碱地区
Pub Date : 2024-01-08 DOI: 10.3390/pollutants4010001
Mohammad Kazemi Kazemi Garajeh
Recent droughts worldwide have significantly affected ecosystems in various regions. Among these affected areas, the Lake Urmia Basin (LUB) has experienced substantial effects from both drought and human activity in recent years. Lake Urmia, known as one of the hypersaline lakes globally, has been particularly influenced by these activities. The extraction of water since 1995 has resulted in an increase in the extent of salty land, leading to the frequent occurrence of salt storms. To address this issue, the current study utilized various machine learning algorithms within the Google Earth Engine (GEE) platform to map the probability of saline storm occurrences. Landsat time-series images spanning from 2000 to 2022 were employed. Soil salinity indices, Ground Points (GPs), and Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol products were utilized to prepare the training data, which served as input for constructing and running the models. The results demonstrated that the Support Vector Machine (SVM) performed effectively in identifying the probability of saline storm occurrence areas, achieving high R2 values of 91.12%, 90.45%, 91.78%, and 91.65% for the years 2000, 2010, 2015, and 2022, respectively. Additionally, the findings reveal an increase in areas exhibiting a very high probability of saline storm occurrences from 2000 to 2022. In summary, the results of this study indicate that the frequency of salt storms is expected to rise in the near future, owing to the increasing levels of soil salinity resources within the Lake Urmia Basin.
最近世界各地的干旱严重影响了不同地区的生态系统。在这些受影响的地区中,乌尔米耶湖盆地(LUB)近年来经历了干旱和人类活动的双重严重影响。乌尔米耶湖是全球著名的高盐湖之一,受这些活动的影响尤为严重。自 1995 年以来的取水活动导致盐碱地范围扩大,导致盐风暴频繁发生。为解决这一问题,本研究利用谷歌地球引擎(GEE)平台中的各种机器学习算法来绘制盐风暴发生概率图。研究采用了 2000 年至 2022 年的陆地卫星时间序列图像。土壤盐度指数、地面点(GPs)和中分辨率成像分光仪(MODIS)气溶胶产品被用来准备训练数据,作为构建和运行模型的输入。结果表明,支持向量机(SVM)在识别盐碱风暴发生区域的概率方面表现出色,2000 年、2010 年、2015 年和 2022 年的 R2 值分别高达 91.12%、90.45%、91.78% 和 91.65%。此外,研究结果表明,从 2000 年到 2022 年,盐碱风暴发生概率极高的地区有所增加。总之,这项研究的结果表明,由于乌尔米耶湖盆地内土壤盐分资源的水平不断提高,预计在不久的将来盐风暴的频率将上升。
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引用次数: 0
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Pollutants
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