首页 > 最新文献

Frontiers in Water最新文献

英文 中文
Hydrogeochemical characteristics and evaluation of groundwater resources of Jilin Province, China 中国吉林省地下水资源的水文地质化学特征与评价
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-19 DOI: 10.3389/frwa.2023.1315805
Zhaojun Zeng, Yueju Cui, Xiaocheng Zhou, Xiaodong Pan, Fengxia Sun, Yinan Liu, Jiao Tian, Miao He, Yongxian Zhang, Yucong Yan, Zhenyu Zou, Yuwen Wang, Bingyu Yao, Gaoyuan Xing, Shihan Cui
As one of China's nine border provinces, Jilin Province is an important window for China's “Belt and Road” to open up to the north, and an important channel for China's foreign trade and foreign exchanges. Therefore, understanding hydrogeochemical characteristics is very important for effective water resources management in Jilin Province. A total of 64 groundwater samples were collected from 32 monitoring Wells in Jilin Province. Use of hydrogeochemical analysis techniques, WQI index and human health risk index methods to assess hydrogeochemical processes and groundwater quality, including the determination of hydrogeochemical parameters, conventional ions, trace elements and stable isotopes (δD and δ18O). The results show that the groundwater is slightly alkaline, the cations are mainly Na+, Ca2+, Mg2+, and K+, and the anions are mainly HCO3-, Cl−, and SO42-. Most of the groundwater samples belong to Ca-HCO3 and Na-HCO3 types, which are formed by the dissolution of calcite, dolomite, gypsum, silicates and carbonates. Stable isotope analysis shows that groundwater recharge in Jilin mainly comes from atmospheric precipitation at an altitude of 1,430~2,348 m. The strong correlation between trace elements indicates a common source. Most of the groundwater quality index (WQI) in the study area is Class I to Class III, and hazard quotient (HQ) and hazard index (HI) are both below 1. This indicates excellent water quality and minimal health risks associated with human consumption. It is worth noting that trace elements are enriched in the Tanlu fault zone. It provides scientific guidance for the utilization and allocation of groundwater resources in Jilin Province.
作为中国九个边境省份之一,吉林省是中国 "一带一路 "向北开放的重要窗口,也是中国对外贸易和对外交流的重要通道。因此,了解水文地质化学特征对于有效管理吉林省水资源非常重要。吉林省 32 口监测井共采集了 64 个地下水样本。利用水文地质化学分析技术、WQI 指数和人体健康风险指数方法评估水文地质化学过程和地下水质量,包括测定水文地质化学参数、常规离子、微量元素和稳定同位素(δD 和 δ18O)。结果表明,地下水呈弱碱性,阳离子主要为 Na+、Ca2+、Mg2+ 和 K+,阴离子主要为 HCO3-、Cl- 和 SO42-。大部分地下水样本属于 Ca-HCO3 和 Na-HCO3 类型,由方解石、白云石、石膏、硅酸盐和碳酸盐溶解形成。稳定同位素分析表明,吉林地下水补给主要来自海拔 1,430~2,348 米的大气降水。研究区大部分地下水水质指数(WQI)为一级至三级,危害商数(HQ)和危害指数(HI)均低于 1。值得注意的是,郯庐断裂带富含微量元素。为吉林省地下水资源的利用和配置提供了科学指导。
{"title":"Hydrogeochemical characteristics and evaluation of groundwater resources of Jilin Province, China","authors":"Zhaojun Zeng, Yueju Cui, Xiaocheng Zhou, Xiaodong Pan, Fengxia Sun, Yinan Liu, Jiao Tian, Miao He, Yongxian Zhang, Yucong Yan, Zhenyu Zou, Yuwen Wang, Bingyu Yao, Gaoyuan Xing, Shihan Cui","doi":"10.3389/frwa.2023.1315805","DOIUrl":"https://doi.org/10.3389/frwa.2023.1315805","url":null,"abstract":"As one of China's nine border provinces, Jilin Province is an important window for China's “Belt and Road” to open up to the north, and an important channel for China's foreign trade and foreign exchanges. Therefore, understanding hydrogeochemical characteristics is very important for effective water resources management in Jilin Province. A total of 64 groundwater samples were collected from 32 monitoring Wells in Jilin Province. Use of hydrogeochemical analysis techniques, WQI index and human health risk index methods to assess hydrogeochemical processes and groundwater quality, including the determination of hydrogeochemical parameters, conventional ions, trace elements and stable isotopes (δD and δ18O). The results show that the groundwater is slightly alkaline, the cations are mainly Na+, Ca2+, Mg2+, and K+, and the anions are mainly HCO3-, Cl−, and SO42-. Most of the groundwater samples belong to Ca-HCO3 and Na-HCO3 types, which are formed by the dissolution of calcite, dolomite, gypsum, silicates and carbonates. Stable isotope analysis shows that groundwater recharge in Jilin mainly comes from atmospheric precipitation at an altitude of 1,430~2,348 m. The strong correlation between trace elements indicates a common source. Most of the groundwater quality index (WQI) in the study area is Class I to Class III, and hazard quotient (HQ) and hazard index (HI) are both below 1. This indicates excellent water quality and minimal health risks associated with human consumption. It is worth noting that trace elements are enriched in the Tanlu fault zone. It provides scientific guidance for the utilization and allocation of groundwater resources in Jilin Province.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"120 29","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138958997","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nature-based solutions in agricultural landscapes for reducing tradeoffs between food production, climate change, and conservation objectives 农业景观中基于自然的解决方案,以减少粮食生产、气候变化和保护目标之间的权衡
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-19 DOI: 10.3389/frwa.2023.1247322
Fernando Miralles-Wilhelm
This paper presents a synthesis of evidence and implementation gaps in the application of nature-based solutions (NbS) in agricultural landscapes that contribute to reduce trade-offs between food production, climate change and conservation objectives. The literature and data surveyed relies primarily in peer-reviewed sources and is organized around an overview of NbS science and applications in agricultural landscapes in major biomes. To date, the focus of NbS applications in food production has been predominantly for carbon sequestration, water quality, and disaster-risk management objectives while documented examples of NbS benefits in agricultural production are sparse. Conservation applications of NbS appear to show evidence of effectiveness across multiple objectives in biodiversity, land, soil and water. Evidence and analysis of NbS to meet climate change mitigation targets has surged in recent years driven by global community efforts. Overall, considerable scientific work remains to refine and reduce the uncertainty of NbS benefit estimates across production, climate and conservation objectives, and resilience implications. However, delaying implementation of NbS in agricultural landscapes would likely increase the costs to meet agricultural production, climate, conservation and other societally beneficial goals, while degrading the capacity of natural systems to continue to provide these and other ecosystem services.
本文综述了在农业景观中应用基于自然的解决方案(NbS)的证据和实施差距,这些方案有助于减少粮食生产、气候变化和保护目标之间的权衡。所调查的文献和数据主要来自同行评议来源,并围绕主要生物群落中农业景观中的 NbS 科学与应用概述展开。迄今为止,氮氧化物悬浮微粒在粮食生产中的应用主要集中在碳封存、水质和灾害风险管理目标上,而有关氮氧化物悬浮微粒在农业生产中的益处的文献实例却很少。有证据表明,氮氧化物悬浮微粒在生物多样性、土地、土壤和水等多个目标中的保护应用似乎都很有效。近年来,在全球社会努力的推动下,为实现减缓气候变化的目标,有关核生物安全的证据和分析激增。总体而言,仍有大量的科学工作要做,以完善和减少对生产、气候和保护目标以及恢复能力影响方面的氮减排效益估算的不确定性。然而,推迟在农业景观中实施 NbS 可能会增加实现农业生产、气候、保护和其他社会效益目标的成本,同时降低自然系统继续提供这些及其他生态系统服务的能力。
{"title":"Nature-based solutions in agricultural landscapes for reducing tradeoffs between food production, climate change, and conservation objectives","authors":"Fernando Miralles-Wilhelm","doi":"10.3389/frwa.2023.1247322","DOIUrl":"https://doi.org/10.3389/frwa.2023.1247322","url":null,"abstract":"This paper presents a synthesis of evidence and implementation gaps in the application of nature-based solutions (NbS) in agricultural landscapes that contribute to reduce trade-offs between food production, climate change and conservation objectives. The literature and data surveyed relies primarily in peer-reviewed sources and is organized around an overview of NbS science and applications in agricultural landscapes in major biomes. To date, the focus of NbS applications in food production has been predominantly for carbon sequestration, water quality, and disaster-risk management objectives while documented examples of NbS benefits in agricultural production are sparse. Conservation applications of NbS appear to show evidence of effectiveness across multiple objectives in biodiversity, land, soil and water. Evidence and analysis of NbS to meet climate change mitigation targets has surged in recent years driven by global community efforts. Overall, considerable scientific work remains to refine and reduce the uncertainty of NbS benefit estimates across production, climate and conservation objectives, and resilience implications. However, delaying implementation of NbS in agricultural landscapes would likely increase the costs to meet agricultural production, climate, conservation and other societally beneficial goals, while degrading the capacity of natural systems to continue to provide these and other ecosystem services.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":" 7","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138961965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantification of run-of-river hydropower potential in the Upper Indus basin under climate change 气候变化下上印度河流域径流水力发电潜力的量化
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-19 DOI: 10.3389/frwa.2023.1256249
S. Dhaubanjar, A. Lutz, W. Smolenaars, S. Khanal, M. K. Jamil, H. Biemans, Fulco Ludwig, Arun Bhakta Shrestha, W. Immerzeel
Despite ambitious plans to quadruple hydropower generation in the Indus basin, a quantitative assessment of the impact of climate change on hydropower availability in the basin is missing. To address this gap, we combine downscaled CMIP6 projections with the Hydropower Potential Exploration (HyPE) model to quantify future hydropower potential available in the upper Indus basin.HyPE uses a spatial cost-minimization framework to evaluate four classes of hydropower potential, namely theoretical, technical, financial and sustainable, considering various constraints on the siting and sizing of two run-of-river hydropower plant configurations.Under future discharge projections, all classes of potential increase while subbasin changes align with the spatial patterns projected in hydro-climatology. Theoretical potential changes by 3.9–56 %, technical potential by −2.3–46.8 %, financial potential by −8.8–50.4 % and sustainable potential by −6.1–49.7 %. A small decline is observed in the northwestern subbasins where increase in potential is lower than in the southeast. In contrast, with increasing variability in the Indian Summer Monsoon in the future, the southeastern subbasins have the strongest increase in sustainable potential accompanied by higher increase in plant size, decrease in costs and higher variability. The southeastern Satluj subbasin is the hotspot where sustainable potential has the highest increase of up to 145 %. The northwestern Kabul subbasin has the highest decrease of up to −27 %. The Swat subbasin has the lowest variability in sustainable potential while the Jhelum and Indus main subbasins remain the subbasins with the cheapest potential into the future. The performance of future sustainable portfolios differ from the performance of historical portfolios by −11.1–39.9 %.Hence, considering future climate in the present-day planning of hydropower will lead to improved performance under a majority of scenarios. The sufficiency of hydropower potential to fulfill energy security depends on future population growth. Energy availability is projected to decline in the northwest as population increases faster than hydropower potential. The per capita sustainable potential In the Kabul subbasin reduces to a third of the historical value. A socio-hydrological approach is necessary to address the complexity of achieving sustainable and equitable hydropower development in the Indus basin under such spatial mismatch between hydropower availability and energy demand in a resource-limited world.
尽管印度河流域雄心勃勃地计划将水力发电量翻两番,但对气候变化对该流域水力发电可用性的影响却缺乏定量评估。为了弥补这一空白,我们将 CMIP6 的降尺度预测与水力发电潜力探索 (HyPE) 模型相结合,对印度河上游流域未来的水力发电潜力进行了量化评估。HyPE 采用空间成本最小化框架评估了四类水力发电潜力,即理论潜力、技术潜力、财务潜力和可持续潜力,并考虑了两种径流式水电站配置的选址和规模的各种限制因素。理论潜力变化了 3.9-56%,技术潜力变化了 -2.3-46.8%,财务潜力变化了 -8.8-50.4%,可持续潜力变化了 -6.1-49.7%。西北部子流域的潜力略有下降,其增长幅度低于东南部。相反,随着未来印度夏季季风变化的增加,东南部子流域的可持续潜力增长最快,同时植株面积增加、成本下降和变化增加。东南部的 Satluj 子流域是热点地区,其可持续发展潜力增幅最大,高达 145%。喀布尔分流域西北部的降幅最大,高达 -27%。斯瓦特流域的可持续发展潜力变化最小,而杰赫勒姆流域和印度河干流流域仍是未来发展潜力最小的流域。未来可持续组合的性能与历史组合的性能相差 -11.1-39.9 %。因此,在目前的水电规划中考虑未来气候将在大多数情况下提高性能。水电潜力是否足以保障能源安全取决于未来的人口增长。由于人口增长速度快于水电潜力,预计西北地区的能源供应将下降。喀布尔分流域的人均可持续潜力下降到历史值的三分之一。在一个资源有限的世界中,水电供应与能源需求在空间上不匹配,在这种情况下实现印度河流域可持续和公平的水电开发十分复杂,有必要采用社会水文方法来解决这一问题。
{"title":"Quantification of run-of-river hydropower potential in the Upper Indus basin under climate change","authors":"S. Dhaubanjar, A. Lutz, W. Smolenaars, S. Khanal, M. K. Jamil, H. Biemans, Fulco Ludwig, Arun Bhakta Shrestha, W. Immerzeel","doi":"10.3389/frwa.2023.1256249","DOIUrl":"https://doi.org/10.3389/frwa.2023.1256249","url":null,"abstract":"Despite ambitious plans to quadruple hydropower generation in the Indus basin, a quantitative assessment of the impact of climate change on hydropower availability in the basin is missing. To address this gap, we combine downscaled CMIP6 projections with the Hydropower Potential Exploration (HyPE) model to quantify future hydropower potential available in the upper Indus basin.HyPE uses a spatial cost-minimization framework to evaluate four classes of hydropower potential, namely theoretical, technical, financial and sustainable, considering various constraints on the siting and sizing of two run-of-river hydropower plant configurations.Under future discharge projections, all classes of potential increase while subbasin changes align with the spatial patterns projected in hydro-climatology. Theoretical potential changes by 3.9–56 %, technical potential by −2.3–46.8 %, financial potential by −8.8–50.4 % and sustainable potential by −6.1–49.7 %. A small decline is observed in the northwestern subbasins where increase in potential is lower than in the southeast. In contrast, with increasing variability in the Indian Summer Monsoon in the future, the southeastern subbasins have the strongest increase in sustainable potential accompanied by higher increase in plant size, decrease in costs and higher variability. The southeastern Satluj subbasin is the hotspot where sustainable potential has the highest increase of up to 145 %. The northwestern Kabul subbasin has the highest decrease of up to −27 %. The Swat subbasin has the lowest variability in sustainable potential while the Jhelum and Indus main subbasins remain the subbasins with the cheapest potential into the future. The performance of future sustainable portfolios differ from the performance of historical portfolios by −11.1–39.9 %.Hence, considering future climate in the present-day planning of hydropower will lead to improved performance under a majority of scenarios. The sufficiency of hydropower potential to fulfill energy security depends on future population growth. Energy availability is projected to decline in the northwest as population increases faster than hydropower potential. The per capita sustainable potential In the Kabul subbasin reduces to a third of the historical value. A socio-hydrological approach is necessary to address the complexity of achieving sustainable and equitable hydropower development in the Indus basin under such spatial mismatch between hydropower availability and energy demand in a resource-limited world.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"134 ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138962898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An ecotoxicologically relevant approach to water quality monitoring for contaminants of emerging concern 对新关注污染物进行水质监测的生态毒理学相关方法
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-18 DOI: 10.3389/frwa.2023.1333165
H. Schoenfuss, A. Kolok
Contaminants of Emerging Concern (CECs) have been documented across the seven continents, including Antarctica, and are likely an impediment to the sustainable management of natural resources. Most studies to date have relied on sweeping chemistry surveys, reliant upon sophisticated instrumentation. This approach is expensive, relies on limited laboratory capacity, and generates results that are spatially and temporally constrained. Here we review existing approaches that can overcome these limitations by focusing on effects-based monitoring. Passive samplers can generate long-term records regarding the occurrence of CECs. As samples are concentrated, their analysis can be achieved using equipment that will be more common and less expensive. A second approach involves rapid test methods for single compounds, including test strips, ELISA assays, and mobile phone-based analytic tools. These can provide inexpensive CEC presence data for many field sites and can be used to stratify sampling and thereby reduce cost. Identifying the presence of a single compound can often shed light on the likely presence of entire groups of chemicals. Pairing these chemistry-derived approaches with geospatial modeling to predict CEC presence and concentrations across watersheds has already been applied in several large watersheds. Utilizing available ecotoxicological knowledge bases provides an opportunity to link modeled CEC occurrence and concentrations with likely adverse biological responses. Finally, confirmatory on-site exposure experiments can corroborate the presence or absence of biological effects hypothesized from the above chain of evidence to provide natural resource managers with information to make conservation decisions.
包括南极洲在内的七大洲都有新发现的污染物(CECs),它们很可能会阻碍自然资源的可持续管理。迄今为止,大多数研究都依赖于精密仪器进行的全面化学调查。这种方法成本高昂,依靠的实验室能力有限,得出的结果在空间和时间上都受到限制。在此,我们回顾了可以克服这些局限性的现有方法,重点是基于效应的监测。被动采样器可生成有关 CECs 发生情况的长期记录。随着样本的集中,可以使用更常见、更便宜的设备对其进行分析。第二种方法涉及单种化合物的快速检测方法,包括试纸、ELISA 检测法和基于手机的分析工具。这些方法可为许多实地地点提供廉价的 CEC 存在数据,并可用于分层取样,从而降低成本。识别单个化合物的存在通常可以揭示整个化学品组可能存在的情况。将这些化学方法与地理空间建模相结合,以预测整个流域中是否存在 CEC 及其浓度,已在多个大型流域中得到应用。利用现有的生态毒理学知识库,有机会将建模的 CEC 出现和浓度与可能的不良生物反应联系起来。最后,确认性现场暴露实验可以证实上述证据链中假设的生物效应存在与否,从而为自然资源管理者提供信息,帮助他们做出保护决策。
{"title":"An ecotoxicologically relevant approach to water quality monitoring for contaminants of emerging concern","authors":"H. Schoenfuss, A. Kolok","doi":"10.3389/frwa.2023.1333165","DOIUrl":"https://doi.org/10.3389/frwa.2023.1333165","url":null,"abstract":"Contaminants of Emerging Concern (CECs) have been documented across the seven continents, including Antarctica, and are likely an impediment to the sustainable management of natural resources. Most studies to date have relied on sweeping chemistry surveys, reliant upon sophisticated instrumentation. This approach is expensive, relies on limited laboratory capacity, and generates results that are spatially and temporally constrained. Here we review existing approaches that can overcome these limitations by focusing on effects-based monitoring. Passive samplers can generate long-term records regarding the occurrence of CECs. As samples are concentrated, their analysis can be achieved using equipment that will be more common and less expensive. A second approach involves rapid test methods for single compounds, including test strips, ELISA assays, and mobile phone-based analytic tools. These can provide inexpensive CEC presence data for many field sites and can be used to stratify sampling and thereby reduce cost. Identifying the presence of a single compound can often shed light on the likely presence of entire groups of chemicals. Pairing these chemistry-derived approaches with geospatial modeling to predict CEC presence and concentrations across watersheds has already been applied in several large watersheds. Utilizing available ecotoxicological knowledge bases provides an opportunity to link modeled CEC occurrence and concentrations with likely adverse biological responses. Finally, confirmatory on-site exposure experiments can corroborate the presence or absence of biological effects hypothesized from the above chain of evidence to provide natural resource managers with information to make conservation decisions.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"54 s266","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138965376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A geospatial web-based integrative analytical tool for the water-energy-food nexus: the iWEF 1.0 基于地理空间网络的水-能源-粮食关系综合分析工具:iWEF 1.0
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-14 DOI: 10.3389/frwa.2023.1305373
Cuthbert Taguta, L. Nhamo, Zolo Kiala, Tsitsi Bangira, T. L. Dirwai, A. Senzanje, Hodson Makurira, Graham P. W. Jewitt, S. Mpandeli, T. Mabhaudhi
The water-energy-food (WEF) nexus has evolved into an important transformative approach for facilitating the timely identification of trade-offs and synergies between interlinked sectors for informed intervention and decision-making. However, there is a growing need for a WEF nexus tool to support decision-making on integrated resources management toward sustainable development.This study developed a geospatial web-based integrative analytical tool for the WEF nexus (the iWEF) to support integrated assessment of WEF resources to support resilience building and adaptation initiatives and strategies. The tool uses the Analytic Hierarchy Process (AHP) to establish numerical correlations among WEF nexus indicators and pillars, mainly availability, productivity, accessibility, and sufficiency. The tool was calibrated and validated with existing tools and data at varying spatio-temporal scales.The results indicate the applicability of the tool at any spatial scale, highlighting the moderate sustainability in the management of WEF resources at various scales. The developed iWEF tool has improved the existing integrative WEF nexus analytical tool in terms of processing time and providing geospatial capabilities.The iWEF tool is a digital platform that automatically guides policy and decision-making in managing risk from trade-offs and enhancing synergies holistically. It is developed to support policy and decision-making on timely interventions in priority areas that could be showing signs of stress.
水-能源-粮食(WEF)关系已发展成为一种重要的变革方法,可促进及时识别相互关联部门之间的权衡与协同作用,以便进行知情干预和决策。本研究为世界环境基金关系开发了一个基于地理空间的网络综合分析工具(iWEF),以支持世界环境基金资源的综合评估,从而支持抗灾能力建设和适应行动与战略。该工具采用层次分析法(AHP),在世界环境基金关系指标和支柱(主要是可用性、生产力、可获取性和充足性)之间建立数字关联。结果表明,该工具适用于任何空间尺度,突出了在不同尺度上管理世界环境基金资源的适度可持续性。开发的 iWEF 工具在处理时间和提供地理空间能力方面改进了现有的综合世界环境基金关系分析工具。iWEF 工具是一个数字平台,可自动指导政策和决策,从整体上管理权衡风险和加强协同作用。iWEF 工具是一个数字平台,可自动指导政策和决策,以管理权衡风险,全面加强协同作用。开发该工具的目的是支持在可能出现压力迹象的优先领域进行及时干预的政策和决策。
{"title":"A geospatial web-based integrative analytical tool for the water-energy-food nexus: the iWEF 1.0","authors":"Cuthbert Taguta, L. Nhamo, Zolo Kiala, Tsitsi Bangira, T. L. Dirwai, A. Senzanje, Hodson Makurira, Graham P. W. Jewitt, S. Mpandeli, T. Mabhaudhi","doi":"10.3389/frwa.2023.1305373","DOIUrl":"https://doi.org/10.3389/frwa.2023.1305373","url":null,"abstract":"The water-energy-food (WEF) nexus has evolved into an important transformative approach for facilitating the timely identification of trade-offs and synergies between interlinked sectors for informed intervention and decision-making. However, there is a growing need for a WEF nexus tool to support decision-making on integrated resources management toward sustainable development.This study developed a geospatial web-based integrative analytical tool for the WEF nexus (the iWEF) to support integrated assessment of WEF resources to support resilience building and adaptation initiatives and strategies. The tool uses the Analytic Hierarchy Process (AHP) to establish numerical correlations among WEF nexus indicators and pillars, mainly availability, productivity, accessibility, and sufficiency. The tool was calibrated and validated with existing tools and data at varying spatio-temporal scales.The results indicate the applicability of the tool at any spatial scale, highlighting the moderate sustainability in the management of WEF resources at various scales. The developed iWEF tool has improved the existing integrative WEF nexus analytical tool in terms of processing time and providing geospatial capabilities.The iWEF tool is a digital platform that automatically guides policy and decision-making in managing risk from trade-offs and enhancing synergies holistically. It is developed to support policy and decision-making on timely interventions in priority areas that could be showing signs of stress.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"7 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139002630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dam removal blind spots: debating the importance of community engagement in dam decommissioning projects 大坝拆除盲点:讨论社区参与大坝拆除项目的重要性
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-14 DOI: 10.3389/frwa.2023.1286128
Joshua Matanzima, Teboho Mosuoe-Tsietsi
This article calls for social justice within the transition from dam building to decommissioning. Dam decommissioning is escalating in the global north, and sooner than later, the tied will spread to the global south. Though dam removal is an essential strategy for riverine landscape restoration, it may yield negative social outcomes for communities living along dams. Ecological restoration must not be achieved at the expense of local communities. Decisions on dam removal are predominantly made by experts and government agencies, often to the exclusion of local communities. For this reason, the decisions to remove several dams in the global north have been opposed by local communities leading to suspension or, in worst-case scenarios, reversal of such decisions. By referring to cases from Europe, USA, and Canada where dam removals have been opposed, this article argues for better incorporation of local communities in decision-making. Community consultations and consent are key in achieving successful decommissioning with minimal harm on communities. Yet, they have not received sufficient attention in dam removal conversations. The socio-economic issues are also not sufficiently interrogated in the literature on dam removal. We underscore this gap and provides recommendations for best social performance in dam removals.
本文呼吁在从大坝建设向退役过渡的过程中实现社会公正。在全球北方,大坝退役正在升级,而且这种趋势迟早会蔓延到全球南方。尽管拆除大坝是恢复河流景观的基本策略,但它可能会给沿坝生活的社区带来负面的社会结果。生态恢复决不能以牺牲当地社区为代价。拆除大坝的决定主要由专家和政府机构做出,往往将当地社区排除在外。因此,在全球北部,拆除几座大坝的决定遭到了当地社区的反对,导致这些决定被中止,或者在最坏的情况下被推翻。通过参考欧洲、美国和加拿大反对拆除大坝的案例,本文认为应更好地将当地社区纳入决策过程。社区协商和同意是在对社区造成最小伤害的情况下成功拆除大坝的关键。然而,在拆除大坝的讨论中,这些问题并没有得到足够的重视。在有关大坝拆除的文献中,社会经济问题也没有得到充分的探讨。我们强调了这一差距,并就大坝拆除的最佳社会绩效提出了建议。
{"title":"Dam removal blind spots: debating the importance of community engagement in dam decommissioning projects","authors":"Joshua Matanzima, Teboho Mosuoe-Tsietsi","doi":"10.3389/frwa.2023.1286128","DOIUrl":"https://doi.org/10.3389/frwa.2023.1286128","url":null,"abstract":"This article calls for social justice within the transition from dam building to decommissioning. Dam decommissioning is escalating in the global north, and sooner than later, the tied will spread to the global south. Though dam removal is an essential strategy for riverine landscape restoration, it may yield negative social outcomes for communities living along dams. Ecological restoration must not be achieved at the expense of local communities. Decisions on dam removal are predominantly made by experts and government agencies, often to the exclusion of local communities. For this reason, the decisions to remove several dams in the global north have been opposed by local communities leading to suspension or, in worst-case scenarios, reversal of such decisions. By referring to cases from Europe, USA, and Canada where dam removals have been opposed, this article argues for better incorporation of local communities in decision-making. Community consultations and consent are key in achieving successful decommissioning with minimal harm on communities. Yet, they have not received sufficient attention in dam removal conversations. The socio-economic issues are also not sufficiently interrogated in the literature on dam removal. We underscore this gap and provides recommendations for best social performance in dam removals.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"8 1","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138972774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Electrocoagulation using aluminum electrodes as a sustainable and economic method for the removal of kinetic hydrate inhibitor (polyvinyl pyrrolidone) from produced wastewaters 利用铝电极电凝作为一种可持续的经济方法,去除生产废水中的动力学水合物抑制剂(聚乙烯吡咯烷酮
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-14 DOI: 10.3389/frwa.2023.1305347
Jawaher S. Al-Marri, Aisha B. Abouedwan, Mohammad I. Ahmad, N. Bensalah
Electrocoagulation is a water treatment technology capable to remove a variety of organic pollutants from water. It is advantageous compared to chemical coagulation due to the controlled dissolution of coagulants by regulating the current density and pH. In this work, the removal of kinetic hydrate inhibitor (KHI) (polyvinyl pyrrolidone, PVP) from water by electrocoagulation using Al electrodes was investigated. The effects of several experimental conditions including the nature of the supporting electrolyte, the current density, and the initial pH value on the electrochemical dissolution of aluminum was evaluated. The findings of the experiments revealed that both chemical and electrochemical dissolution play important roles in the generation of hydroxo-aluminum species. Corrosion studies demonstrated that the presence of chloride ions in water promotes aluminum dissolving via pitting corrosion, whereas the presence of phosphate ions inhibits aluminum corrosion by the deposition of a thick passive layer of aluminum hydroxide/phosphate on the metal surface. The theoretical and experimental amounts of aluminum, increase linearly with increasing specific electrical charge for Q< 2.5 Ah/L, which correlates well with Faraday's Law. The removal of KHI from 0.1M NaCl aqueous solutions by electrocoagulation using aluminum electrodes achieved high removal efficiency in terms of total organic carbon (TOC) up to 95%. TOC decay during galvanostatic electrolysis confirmed the removal of KHI molecules by Al-electrocoagulation at different current densities and pH conditions. The primary mechanism involved in eliminating KHI from water by electrocoagulation using Al electrodes includes mainly the adsorption of PVP molecules on the surface of Al(OH)3 flocs and their enmeshment inside the solid coagulants.
电凝是一种能够去除水中各种有机污染物的水处理技术。与化学混凝法相比,电凝法的优势在于通过调节电流密度和 pH 值来控制混凝剂的溶解。在这项工作中,研究了使用铝电极通过电凝去除水中的动力学水合物抑制剂(KHI)(聚乙烯吡咯烷酮,PVP)。评估了多种实验条件(包括支撑电解质的性质、电流密度和初始 pH 值)对铝电化学溶解的影响。实验结果表明,化学溶解和电化学溶解在氢氧基铝物种的生成过程中都发挥了重要作用。腐蚀研究表明,水中氯离子的存在会通过点腐蚀促进铝的溶解,而磷酸盐离子的存在则会在金属表面沉积一层厚厚的氢氧化铝/磷酸盐被动层,从而抑制铝的腐蚀。当 Q< 2.5 Ah/L 时,铝的理论值和实验值随着比电荷的增加而线性增加,这与法拉第定律十分吻合。使用铝电极电凝去除 0.1M NaCl 水溶液中的 KHI 时,总有机碳(TOC)的去除率高达 95%。在不同的电流密度和 pH 值条件下,静电电解过程中的 TOC 衰减证实了铝电凝对 KHI 分子的去除效果。使用铝电极电凝消除水中 KHI 的主要机制包括 PVP 分子在 Al(OH)3 絮凝体表面的吸附及其在固体混凝剂内部的啮合。
{"title":"Electrocoagulation using aluminum electrodes as a sustainable and economic method for the removal of kinetic hydrate inhibitor (polyvinyl pyrrolidone) from produced wastewaters","authors":"Jawaher S. Al-Marri, Aisha B. Abouedwan, Mohammad I. Ahmad, N. Bensalah","doi":"10.3389/frwa.2023.1305347","DOIUrl":"https://doi.org/10.3389/frwa.2023.1305347","url":null,"abstract":"Electrocoagulation is a water treatment technology capable to remove a variety of organic pollutants from water. It is advantageous compared to chemical coagulation due to the controlled dissolution of coagulants by regulating the current density and pH. In this work, the removal of kinetic hydrate inhibitor (KHI) (polyvinyl pyrrolidone, PVP) from water by electrocoagulation using Al electrodes was investigated. The effects of several experimental conditions including the nature of the supporting electrolyte, the current density, and the initial pH value on the electrochemical dissolution of aluminum was evaluated. The findings of the experiments revealed that both chemical and electrochemical dissolution play important roles in the generation of hydroxo-aluminum species. Corrosion studies demonstrated that the presence of chloride ions in water promotes aluminum dissolving via pitting corrosion, whereas the presence of phosphate ions inhibits aluminum corrosion by the deposition of a thick passive layer of aluminum hydroxide/phosphate on the metal surface. The theoretical and experimental amounts of aluminum, increase linearly with increasing specific electrical charge for Q< 2.5 Ah/L, which correlates well with Faraday's Law. The removal of KHI from 0.1M NaCl aqueous solutions by electrocoagulation using aluminum electrodes achieved high removal efficiency in terms of total organic carbon (TOC) up to 95%. TOC decay during galvanostatic electrolysis confirmed the removal of KHI molecules by Al-electrocoagulation at different current densities and pH conditions. The primary mechanism involved in eliminating KHI from water by electrocoagulation using Al electrodes includes mainly the adsorption of PVP molecules on the surface of Al(OH)3 flocs and their enmeshment inside the solid coagulants.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"30 1","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138973296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigating machine learning and ensemble learning models in groundwater potential mapping in arid region: case study from Tan-Tan water-scarce region, Morocco 干旱地区地下水潜力绘图中的机器学习和集合学习模型研究:摩洛哥坦坦缺水地区的案例研究
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-13 DOI: 10.3389/frwa.2023.1305998
Abdessamad Jari, E. Bachaoui, Soufiane Hajaj, Achraf Khaddari, Younes Khandouch, Abderrazak El Harti, Amine Jellouli, Mustapha Namous
Groundwater resource management in arid regions has a critical importance for sustaining human activities and ecological systems. Accurate mapping of groundwater potential plays a vital role in effective water resource planning. This study investigates the effectiveness of machine learning models, including Random Forest (RF), Adaboost, K-Nearest Neighbors (KNN), and Gaussian Process in groundwater potential mapping (GWPM) in the Tan-Tan arid region, Morocco. Fourteen groundwater conditional factors were considered following multicollinearity test, including topographical, hydrological, climatic, and geological factors. Additionally, point data with 174 sites indicative of groundwater occurrences were incorporated. The groundwater inventory data underwent random partitioning into training and testing datasets at three different ratios: 55/45%, 65/35%, and 75/25%. Ultimately, a comprehensive ranking of the 13 models, encompassing both individual and ensemble models, was determined using the prioritization rank technique. The results revealed that ensemble learning (EL) models, particularly RF and Adaboost (RF-Adaboost), outperformed individual models in groundwater potential mapping. Based on accuracy assessment using the validation dataset, the RF-Adaboost EL results yielded an Area Under the Receiver Operating characteristic Curve (AUROC) and Overall Accuracy (OA) of 94.02 and 94%, respectively. Ensemble models have been effectively applied to integrate 14 factors, capturing their intricate interrelationships, and thereby enhancing the accuracy and robustness of groundwater prediction in the Tan-Tan water-scarce region. Among the natural factors, the current study identified lithology, structural elements (such as faults and tectonic lineaments), and land use as significant contributors to groundwater potential. However, the critical characteristics of the study area showing a coastal position as well as a low background in groundwater prospectivity (low borehole points) are challenging in GWPM. The findings highlight the importance of the significant factors in assessing and managing groundwater resources in arid regions. Moreover, this study makes a contribution to the management of groundwater resources by demonstrating the effectiveness of ensemble learning algorithms in the groundwater potential mapping (GWPM) in arid regions.
干旱地区的地下水资源管理对维持人类活动和生态系统至关重要。准确绘制地下水潜势图在有效的水资源规划中发挥着至关重要的作用。本研究调查了随机森林(RF)、Adaboost、K-近邻(KNN)和高斯过程等机器学习模型在摩洛哥坦坦干旱地区地下水潜力绘图(GWPM)中的有效性。经过多重共线性检验,考虑了 14 个地下水条件因素,包括地形、水文、气候和地质因素。此外,还纳入了 174 个指示地下水出现地点的点数据。地下水清单数据按三种不同比例随机划分为训练数据集和测试数据集:55/45%、65/35% 和 75/25%。最后,利用优先排序技术确定了 13 个模型的综合排名,包括单个模型和集合模型。结果显示,集合学习(EL)模型,尤其是 RF 和 Adaboost(RF-Adaboost),在地下水潜势绘图方面的表现优于单个模型。根据使用验证数据集进行的精度评估,RF-Adaboost EL 结果的接收者工作特征曲线下面积(AUROC)和总体精度(OA)分别为 94.02% 和 94%。集合模型有效地整合了 14 个因子,捕捉到了它们之间错综复杂的相互关系,从而提高了坦滩缺水地区地下水预测的准确性和稳健性。在自然因素中,本次研究发现岩性、构造要素(如断层和构造线)和土地利用是影响地下水潜势的重要因素。然而,研究区域的关键特征是沿海位置以及地下水勘探的低背景(钻孔点低),这对 GWPM 具有挑战性。研究结果凸显了干旱地区地下水资源评估和管理中重要因素的重要性。此外,本研究通过展示集合学习算法在干旱地区地下水潜力绘图(GWPM)中的有效性,为地下水资源管理做出了贡献。
{"title":"Investigating machine learning and ensemble learning models in groundwater potential mapping in arid region: case study from Tan-Tan water-scarce region, Morocco","authors":"Abdessamad Jari, E. Bachaoui, Soufiane Hajaj, Achraf Khaddari, Younes Khandouch, Abderrazak El Harti, Amine Jellouli, Mustapha Namous","doi":"10.3389/frwa.2023.1305998","DOIUrl":"https://doi.org/10.3389/frwa.2023.1305998","url":null,"abstract":"Groundwater resource management in arid regions has a critical importance for sustaining human activities and ecological systems. Accurate mapping of groundwater potential plays a vital role in effective water resource planning. This study investigates the effectiveness of machine learning models, including Random Forest (RF), Adaboost, K-Nearest Neighbors (KNN), and Gaussian Process in groundwater potential mapping (GWPM) in the Tan-Tan arid region, Morocco. Fourteen groundwater conditional factors were considered following multicollinearity test, including topographical, hydrological, climatic, and geological factors. Additionally, point data with 174 sites indicative of groundwater occurrences were incorporated. The groundwater inventory data underwent random partitioning into training and testing datasets at three different ratios: 55/45%, 65/35%, and 75/25%. Ultimately, a comprehensive ranking of the 13 models, encompassing both individual and ensemble models, was determined using the prioritization rank technique. The results revealed that ensemble learning (EL) models, particularly RF and Adaboost (RF-Adaboost), outperformed individual models in groundwater potential mapping. Based on accuracy assessment using the validation dataset, the RF-Adaboost EL results yielded an Area Under the Receiver Operating characteristic Curve (AUROC) and Overall Accuracy (OA) of 94.02 and 94%, respectively. Ensemble models have been effectively applied to integrate 14 factors, capturing their intricate interrelationships, and thereby enhancing the accuracy and robustness of groundwater prediction in the Tan-Tan water-scarce region. Among the natural factors, the current study identified lithology, structural elements (such as faults and tectonic lineaments), and land use as significant contributors to groundwater potential. However, the critical characteristics of the study area showing a coastal position as well as a low background in groundwater prospectivity (low borehole points) are challenging in GWPM. The findings highlight the importance of the significant factors in assessing and managing groundwater resources in arid regions. Moreover, this study makes a contribution to the management of groundwater resources by demonstrating the effectiveness of ensemble learning algorithms in the groundwater potential mapping (GWPM) in arid regions.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"253 1","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139003795","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancing deep learning-based detection of floating litter using a novel open dataset 利用新型开放数据集推进基于深度学习的漂浮垃圾检测
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-06 DOI: 10.3389/frwa.2023.1298465
Tianlong Jia, Andre Jehan Vallendar, Rinze de Vries, Z. Kapelan, R. Taormina
Supervised Deep Learning (DL) methods have shown promise in monitoring the floating litter in rivers and urban canals but further advancements are hard to obtain due to the limited availability of relevant labeled data. To address this challenge, researchers often utilize techniques such as transfer learning (TL) and data augmentation (DA). However, there is no study currently reporting a rigorous evaluation of the effectiveness of these approaches for floating litter detection and their effects on the models' generalization capability. To overcome the problem of limited data availability, this work introduces the “TU Delft—Green Village” dataset, a novel labeled dataset of 9,473 camera and phone images of floating macroplastic litter and other litter items, captured using experiments in a drainage canal of TU Delft. We use the new dataset to conduct a thorough evaluation of the detection performance of five DL architectures for multi-class image classification. We focus the analysis on a systematic evaluation of the benefits of TL and DA on model performances. Moreover, we evaluate the generalization capability of these models for unseen litter items and new device settings, such as increasing the cameras' height and tilting them to 45°. The results obtained show that, for the specific problem of floating litter detection, fine-tuning all layers is more effective than the common approach of fine-tuning the classifier alone. Among the tested DA techniques, we find that simple image flipping boosts model accuracy the most, while other methods have little impact on the performance. The SqueezeNet and DenseNet121 architectures perform the best, achieving an overall accuracy of 89.6 and 91.7%, respectively. We also observe that both models retain good generalization capability which drops significantly only for the most complex scenario tested, but the overall accuracy raises significantly to around 75% when adding a limited amount of images to training data, combined with flipping augmentation. The detailed analyses conducted here and the released open source dataset offer valuable insights and serve as a precious resource for future research.
监督深度学习(DL)方法在监测河流和城市运河中的漂浮垃圾方面显示出了希望,但由于相关标记数据的可用性有限,很难取得进一步的进展。为了应对这一挑战,研究人员经常使用迁移学习(TL)和数据增强(DA)等技术。然而,目前还没有研究报告严格评估这些方法对漂浮垃圾检测的有效性及其对模型泛化能力的影响。为了克服数据可用性有限的问题,本工作引入了“代尔夫特理工大学-绿色村庄”数据集,这是一个新颖的标记数据集,包含9,473张漂浮的宏观塑料垃圾和其他垃圾的相机和手机图像,这些图像是通过在代尔夫特理工大学的排水沟中进行实验捕获的。我们使用新的数据集对五种用于多类图像分类的深度学习架构的检测性能进行了全面的评估。我们重点分析了TL和DA对模型性能的好处的系统评估。此外,我们评估了这些模型对于看不见的垃圾和新设备设置的泛化能力,例如增加相机的高度并将它们倾斜到45°。结果表明,对于漂浮垃圾检测这一特定问题,对所有层进行微调比对分类器单独进行微调的常见方法更有效。在经过测试的数据分析技术中,我们发现简单的图像翻转对模型精度的提高最大,而其他方法对性能的影响很小。SqueezeNet和DenseNet121架构表现最好,总体准确率分别达到89.6和91.7%。我们还观察到,这两种模型都保持了良好的泛化能力,只有在最复杂的场景测试中才会显著下降,但当向训练数据中添加有限数量的图像并结合翻转增强时,总体准确率显著提高到75%左右。这里进行的详细分析和发布的开源数据集提供了有价值的见解,并作为未来研究的宝贵资源。
{"title":"Advancing deep learning-based detection of floating litter using a novel open dataset","authors":"Tianlong Jia, Andre Jehan Vallendar, Rinze de Vries, Z. Kapelan, R. Taormina","doi":"10.3389/frwa.2023.1298465","DOIUrl":"https://doi.org/10.3389/frwa.2023.1298465","url":null,"abstract":"Supervised Deep Learning (DL) methods have shown promise in monitoring the floating litter in rivers and urban canals but further advancements are hard to obtain due to the limited availability of relevant labeled data. To address this challenge, researchers often utilize techniques such as transfer learning (TL) and data augmentation (DA). However, there is no study currently reporting a rigorous evaluation of the effectiveness of these approaches for floating litter detection and their effects on the models' generalization capability. To overcome the problem of limited data availability, this work introduces the “TU Delft—Green Village” dataset, a novel labeled dataset of 9,473 camera and phone images of floating macroplastic litter and other litter items, captured using experiments in a drainage canal of TU Delft. We use the new dataset to conduct a thorough evaluation of the detection performance of five DL architectures for multi-class image classification. We focus the analysis on a systematic evaluation of the benefits of TL and DA on model performances. Moreover, we evaluate the generalization capability of these models for unseen litter items and new device settings, such as increasing the cameras' height and tilting them to 45°. The results obtained show that, for the specific problem of floating litter detection, fine-tuning all layers is more effective than the common approach of fine-tuning the classifier alone. Among the tested DA techniques, we find that simple image flipping boosts model accuracy the most, while other methods have little impact on the performance. The SqueezeNet and DenseNet121 architectures perform the best, achieving an overall accuracy of 89.6 and 91.7%, respectively. We also observe that both models retain good generalization capability which drops significantly only for the most complex scenario tested, but the overall accuracy raises significantly to around 75% when adding a limited amount of images to training data, combined with flipping augmentation. The detailed analyses conducted here and the released open source dataset offer valuable insights and serve as a precious resource for future research.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"59 8","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138595249","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sediment-Nitrogen (N) connectivity: suspended sediments in streams as N exporters and reactors for denitrification and assimilatory N uptake during storms 沉积物与氮(N)的连通性:溪流中的悬浮沉积物既是氮的输出者,又是暴风雨期间脱氮和同化吸收氮的反应器
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-12-06 DOI: 10.3389/frwa.2023.1254225
Bisesh Joshi, Eva Bacmeister, Erin K. Peck, M. Peipoch, Jinjun Kan, Shreeram Inamdar
Nitrogen (N) pollution in riverine ecosystems has substantial environmental, economic, and policy consequences. Various riverine N removal processes include permanent dissimilatory sinks such as denitrification (Uden) and temporary assimilatory sink such as microbial N uptake (Uassim). Both processes have been extensively evaluated in benthic sediments but only sparsely in the water column, particularly for storm flows producing high suspended sediment (SS) concentrations. Stormflows also increase the sediment bound N (Sed-N) export, and in turn, the overall N exports from watersheds. The balance between N removal by Uden and Uassim vs. Sed-N export has not been studied and is a key knowledge gap. We assessed the magnitude of Uden and Uassim against stormflow Sed-N exports for multiple storm events of varying magnitude and across two drainage areas (750 ha and 15,330 ha) in a mixed landuse mid-Atlantic US watershed. We asked: How do the Uden and Uassim sinks compare with Sed-N exports and how do these N fluxes vary across the drainage areas for sampled storms on the rising and falling limbs of the discharge hydrograph? Mean Uden and Uassim as % of the Sed-N exports ranged between 0.1–40% and 0.6–22%, respectively. Storm event Uassim fluxes were generally slightly lower than the corresponding Uden fluxes. Similarly, comparable but slightly higher Uden fluxes were observed for the second order vs. the fourth order stream, while Uassim fluxes were slightly higher in the fourth-order stream. Both of these N sinks were higher on the falling vs. rising limbs of the hydrograph. This suggests that while the N sinks are not trivial, sediment bound N exports during large stormflows will likely overshadow any gains in N removal by SS associated denitrification. Understanding these N source-sink dynamics for storm events is critical for accurate watershed nutrient modeling and for better pollution mitigation strategies for downstream aquatic ecosystems. These results are especially important within the context of climate change as extreme hydrological events including storms are becoming more and more frequent.
河流生态系统中的氮污染具有重大的环境、经济和政策后果。各种河流氮去除过程包括永久异化汇,如反硝化(Uden)和临时同化汇,如微生物氮吸收(Uassim)。这两个过程已经在底栖沉积物中得到了广泛的评价,但在水柱中却很少得到评价,特别是在产生高悬浮沉积物(SS)浓度的风暴流中。暴雨还增加了泥沙束缚态氮(Sed-N)的输出,进而增加了流域的总氮输出。Uden和Uassim去除氮与Sed-N输出之间的平衡尚未得到研究,这是一个关键的知识空白。我们评估了乌登和乌西姆的震级,以及不同震级的多个风暴事件对美国大西洋中部混合土地利用流域两个流域(750公顷和15,330公顷)的风暴流seed - n输出。我们的问题是:Uden和Uassim汇与Sed-N输出相比如何?这些N通量如何在排放水文曲线上升和下降分支的采样风暴的排水区域变化?Uden和Uassim在Sed-N出口中的平均百分比分别为0.1-40%和0.6-22%。风暴事件的Uassim通量一般略低于相应的Uden通量。同样,与四阶流相比,二阶流的Uden通量相当,但略高,而四阶流的Uassim通量略高。这两种氮汇在水文曲线的下降分支上比上升分支上更高。这表明,虽然氮汇不是微不足道的,但在大暴雨期间,沉积物束缚的氮输出可能会掩盖SS相关反硝化去除氮的任何收益。了解这些风暴事件的氮源汇动态对于准确的流域养分建模和更好的下游水生生态系统污染缓解策略至关重要。这些结果在气候变化的背景下尤为重要,因为包括风暴在内的极端水文事件正变得越来越频繁。
{"title":"Sediment-Nitrogen (N) connectivity: suspended sediments in streams as N exporters and reactors for denitrification and assimilatory N uptake during storms","authors":"Bisesh Joshi, Eva Bacmeister, Erin K. Peck, M. Peipoch, Jinjun Kan, Shreeram Inamdar","doi":"10.3389/frwa.2023.1254225","DOIUrl":"https://doi.org/10.3389/frwa.2023.1254225","url":null,"abstract":"Nitrogen (N) pollution in riverine ecosystems has substantial environmental, economic, and policy consequences. Various riverine N removal processes include permanent dissimilatory sinks such as denitrification (Uden) and temporary assimilatory sink such as microbial N uptake (Uassim). Both processes have been extensively evaluated in benthic sediments but only sparsely in the water column, particularly for storm flows producing high suspended sediment (SS) concentrations. Stormflows also increase the sediment bound N (Sed-N) export, and in turn, the overall N exports from watersheds. The balance between N removal by Uden and Uassim vs. Sed-N export has not been studied and is a key knowledge gap. We assessed the magnitude of Uden and Uassim against stormflow Sed-N exports for multiple storm events of varying magnitude and across two drainage areas (750 ha and 15,330 ha) in a mixed landuse mid-Atlantic US watershed. We asked: How do the Uden and Uassim sinks compare with Sed-N exports and how do these N fluxes vary across the drainage areas for sampled storms on the rising and falling limbs of the discharge hydrograph? Mean Uden and Uassim as % of the Sed-N exports ranged between 0.1–40% and 0.6–22%, respectively. Storm event Uassim fluxes were generally slightly lower than the corresponding Uden fluxes. Similarly, comparable but slightly higher Uden fluxes were observed for the second order vs. the fourth order stream, while Uassim fluxes were slightly higher in the fourth-order stream. Both of these N sinks were higher on the falling vs. rising limbs of the hydrograph. This suggests that while the N sinks are not trivial, sediment bound N exports during large stormflows will likely overshadow any gains in N removal by SS associated denitrification. Understanding these N source-sink dynamics for storm events is critical for accurate watershed nutrient modeling and for better pollution mitigation strategies for downstream aquatic ecosystems. These results are especially important within the context of climate change as extreme hydrological events including storms are becoming more and more frequent.","PeriodicalId":33801,"journal":{"name":"Frontiers in Water","volume":"41 25","pages":""},"PeriodicalIF":2.9,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138597641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Frontiers in Water
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
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
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1