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Arsenic and Heavy Metals in Soils and Plants near Sulfide Mines: Implications for Phytoremediation and Phytomanagement. 硫化矿附近土壤和植物中的砷和重金属:植物修复和植物管理的意义》。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-20 DOI: 10.1007/s00267-024-02068-z
Nguyen Thi Hoang Ha, Do Trung Hieu, Hoang Thi Phuong Anh, Pham Thu Hien, Tran Thi Huyen Nga, Bui Thi Kim Anh, Nguyen Thi Hai, Dang Bao Duong, Van-Hao Duong, Nguyen Anh Duc, Kyoung-Woong Kim

The accumulation of heavy metals (i.e., As, Cu, Ni, Pb, and Zn) in soils and native plant species near copper, nickel, and pyrite mines in Vietnam was assessed. The highest soil As, Cu, Ni, Pb, and Zn concentrations recorded in mine soils were 42.3, 1570, 9870, 128, and 462 mg/kg, and those in agricultural soils were 11.4, 453, 94.9, 34.4, and 147 mg/kg, respectively. Pollution index (PI) values indicated heavy pollution (PI = 3.99-13.0) for mine soils, and unpolluted to severely polluted (PI = 0.65-2.84) for agricultural soils. Soil enrichment factors had a wide range, from minimal to extreme enrichment of heavy metals (EF = 0.03-91.4). Arsenic minerals may be the main source of high As concentrations in sulfide mines. The As, Cu, Ni, Pb, and Zn concentrations of 20 native plant species near three mines were in the ranges of 0.05-1150, 3.17-123, 0.47-291, 0.08-6.34, and 6.87-168 mg/kg (dry weight, DW), respectively. Based on the recorded hyperaccumulation levels (1150 mg/kg, DW), bioaccumulation factors (BAF = 2.4-90.0), biomass, and rapid growth, Pteris vittata L. is considered a promising plant for phytoextraction of As in soils. Bidens pilosa L. has potential for phytostabilization of sulfide-bearing soils, given its low concentrations of heavy metals in plant shoots, BAF values of <1, high biomass, and wide distribution. Integrated phytoremediation and phytomanagement are applicable to metal-contaminated soils. Phytomining, energy crops, and vegetation cover should be investigated for the phytomanagement of metal-contaminated soils in mining areas.

评估了越南铜矿、镍矿和黄铁矿附近土壤和本地植物物种中重金属(即砷、铜、镍、铅和锌)的累积情况。矿山土壤中最高的砷、铜、镍、铅和锌浓度分别为 42.3、1570、9870、128 和 462 毫克/千克,农业土壤中的浓度分别为 11.4、453、94.9、34.4 和 147 毫克/千克。矿区土壤的污染指数(PI)值为重度污染(PI = 3.99-13.0),农业土壤的污染指数(PI = 0.65-2.84)为未受污染到严重污染。土壤重金属富集因子的范围很广,从极小到极度富集(EF = 0.03-91.4)。砷矿物可能是硫化物矿中高浓度砷的主要来源。三个矿山附近 20 种本地植物的砷、铜、镍、铅和锌浓度范围分别为 0.05-1150、3.17-123、0.47-291、0.08-6.34 和 6.87-168毫克/千克(干重,DW)。根据记录的超累积水平(1150 毫克/千克,干重)、生物累积系数(BAF = 2.4-90.0)、生物量和快速生长,Pteris vittata L. 被认为是一种很有前景的土壤砷植物萃取植物。由于 Bidens pilosa L. 植物嫩芽中重金属浓度低,BAF 值为 1.0,因此它具有植物稳定含硫土壤的潜力。
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引用次数: 0
Modelling the Effects of Forest use Change on Brownification of Finnish Rivers under Atmospheric Pressure. 模拟森林使用变化对大气压力下芬兰河流棕色化的影响。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-18 DOI: 10.1007/s00267-024-02058-1
Katri Rankinen, Jose E Cano Bernal, Maria Holmberg, Magnus Nordling, Torsti Schulz, Annikki Mäkelä, Ninni Mikkonen, Heini Kujala, Leah Jackson-Blake, Heleen A de Wit, Martin Forsius

Browning of surface waters due to increased terrestrial loading of dissolved organic matter (DOM) is observed across the Northern Hemisphere. The effects influence several ecosystem services from freshwater productivity to water purification. Brownification is often explained by changes in large-scale anthropogenic pressures and ecosystem functioning (acidification, climate change, and land cover changes). This study examined the effect of forest use changes on water browning in Finland, considering the effects of global pressures. Our goal was to find the ecosystems and geographic areas that are most sensitive to environmental pressures that increase the loading of DOM. We were also looking for land use strategies that decrease browning. We combined mathematical watershed modelling to scenarios of climate change, atmospheric deposition, and forest use change. Changes included scenarios of forest harvest and protection on forest, that were derived from European Union's regulation. The study area covered 20 watersheds from south to north of Finland. In northern Finland brownification continue. In southern Finland global influence (atmospheric deposition, climate change) seem to weaken, giving more space for local forest use change having an influence on brownification. Forest use change was more influential in river basins dominated by organic soils than in mineral soils. Extending forest protection decreased brownification especially in areas where the influence of atmospheric pressure is decreasing. When forest protection is planned to provide a carbon storage and sequestration potential and to favor biodiversity, it has favorable effect on surface water quality as well.

北半球各地都观察到由于陆地溶解有机物(DOM)负荷增加而导致的地表水褐变现象。这种效应影响了从淡水生产力到水净化等多项生态系统服务。褐化通常是由大规模人为压力和生态系统功能变化(酸化、气候变化和土地覆盖变化)引起的。考虑到全球压力的影响,本研究考察了森林使用变化对芬兰水褐变的影响。我们的目标是找到对增加 DOM 负荷的环境压力最敏感的生态系统和地理区域。同时,我们也在寻找能够减少褐变的土地利用策略。我们将流域数学模型与气候变化、大气沉积和森林使用变化的情景相结合。这些变化包括森林采伐和森林保护的情景,这些情景来自欧盟的规定。研究区域涵盖芬兰从南到北的 20 个流域。在芬兰北部,棕色化仍在继续。在芬兰南部,全球影响(大气沉降、气候变化)似乎有所减弱,这为当地森林使用变化对褐化的影响提供了更大的空间。在以有机土壤为主的河流流域,森林使用的变化比矿物土壤的影响更大。扩大森林保护范围可降低棕色化程度,尤其是在大气压力影响减弱的地区。如果森林保护的规划是为了提供碳储存和固碳潜力,并有利于生物多样性,那么它也会对地表水质量产生有利影响。
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引用次数: 0
Conversion of Rice Field Ecosystems from Conventional to Ecological Farming: Effects on Pesticide Fate, Ecotoxicity and Soil Properties. 稻田生态系统从传统耕作向生态耕作的转变:对农药归宿、生态毒性和土壤特性的影响。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-16 DOI: 10.1007/s00267-024-02064-3
Yulin Zhang, Yinjie Yang, Ying Shao, Junjie Wang, Zhongli Chen, Martina Roß-Nickoll, Andreas Schäffer

Rice is an important staple food around the world, the cultivation as sustainable agriculture and food supply are key to achieving the Sustainable Development Goals (SDGs) of 2030. In order to analyze the sustainability of the rice paddy ecosystem, a comparative study was carried out during the rice growing season between paddies with conventional agriculture (CA) and ecological agriculture (EA), integrating analysis of physico-chemical characteristics of soil and soil pore water, pesticide residues, acute toxic effects and potential ecological risk, as well as aquatic invertebrate community structure dynamics. Our study found that total carbon and nitrogen present in soil were significantly higher in CA than in EA, while opposite results were found in soil pore water, implying the improvement on soil properties in EA. Neonicotinoid pesticides (thiamethoxam and thiacloprid) were still detected in EA, although no pesticides were applied after conversing CA to EA. Additionally, toxic effects to zebrafish embryos with a peak toxicity in summer (July, LC50 = 55.26 mg soil equivalent/L) were also found in EA, which was lower than in CA. The dynamics of the aquatic invertebrate community structure were correlated with the toxicity results, with higher diversity recorded in EA. Therefore, for the purpose of ecosystem sustainability, the long-term implementation of EA is highly recommended.

水稻是全球重要的主食,可持续农业种植和粮食供应是实现 2030 年可持续发展目标(SDGs)的关键。为了分析水稻田生态系统的可持续性,我们在水稻生长季节对传统农业(CA)和生态农业(EA)水稻田进行了比较研究,综合分析了土壤和土壤孔隙水的物理化学特征、农药残留、急性毒性效应和潜在生态风险,以及水生无脊椎动物群落结构动态。我们的研究发现,CA 土壤中的总碳和总氮含量明显高于 EA,而土壤孔隙水的含量则与之相反,这意味着 EA 的土壤特性得到了改善。尽管将 CA 转换为 EA 后没有施用农药,但在 EA 中仍然检测到了新烟碱类农药(噻虫嗪和噻虫啉)。此外,在 EA 中还发现了对斑马鱼胚胎的毒性影响,其毒性峰值出现在夏季(7 月,半数致死浓度 = 55.26 毫克土壤当量/升),低于 CA。水生无脊椎动物群落结构的动态与毒性结果相关,EA 中的多样性更高。因此,为了生态系统的可持续性,强烈建议长期实施 EA。
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引用次数: 0
Ruin-of-the-rivers? A global review of run-of-the-river dams. 河流的毁灭?对径流大坝的全球审查。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-14 DOI: 10.1007/s00267-024-02062-5
Ian G Baird, Alan D Ziegler, Philip M Fearnside, Alfonso Pineda, Gerard Sasges, Johann Strube, Kimberley Anh Thomas, Stefan Schmutz, Franz Greimel, Daniel S Hayes

The classification of a hydropower scheme as run-of-the-river (or run-of-river; ROR) evokes an image of a low-impact installation; however, examination of eight case studies worldwide shows that substantial negative societal and ecological impacts are tied to them, albeit in somewhat different ways. We conclude that ROR dams not only potentially displace communities, disrupt livelihoods, and degrade environments in surrounding areas, but they also divert water from areas of need, impact aquatic ecology through habitat destruction and disruption of fish migrations, emit non-trivial amounts of greenhouse gases over the lifespan of the project, and disrupt streamflow in downstream river sections. While these negative impacts vary on a case-by-case basis, medium and large ROR dams consistently have multiple and cumulative impacts, even when not having appreciable reservoirs. We contend that many impactful dams do not qualify as low-impact ROR projects, despite being defined as such. Such mislabeling is facilitated in part by the ambiguous definition of the term, which risks the ROR concept being used by proponents of impactful structures to downplay their negative effects and thus mislead the public or gain status, including within the Clean Development Mechanism in relation to mitigating climate change.

将水力发电计划归类为 "河上运行"(或 "河中运行";ROR)会让人联想到影响较小的设施;然而,对全球八个案例的研究表明,这些水坝对社会和生态造成了巨大的负面影响,尽管影响的方式略有不同。我们得出的结论是,ROR 大坝不仅有可能使周围地区的社区流离失所、扰乱生计、恶化环境,而且还会从需要的地区引水,通过破坏栖息地和扰乱鱼类洄游影响水生生态,在项目寿命期间排放大量温室气体,并扰乱下游河段的水流。虽然这些负面影响因具体情况而异,但大中型拦河大坝始终具有多重累积影响,即使在没有可观水库的情况下也是如此。我们认为,许多有影响的大坝并不符合低影响 ROR 项目的条件,尽管它们被定义为低影响 ROR 项目。对这一术语的模糊定义在一定程度上助长了这种错误标注,这有可能使有影响结构的支持者利用 ROR 概念来淡化其负面影响,从而误导公众或获得地位,包括在与减缓气候变化有关的清洁发展机制中。
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引用次数: 0
Geospatial Mapping and Meteorological Flood Risk Assessment: A Global Research Trend Analysis 地理空间测绘与气象洪水风险评估:全球研究趋势分析。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-12 DOI: 10.1007/s00267-024-02059-0
Phila Sibandze, Ahmed Mukalazi Kalumba, Amal H. Aljaddani, Leocadia Zhou, Gbenga Abayomi Afuye

Flooding is a global threat causing significant economic and environmental damage, necessitating a policy response and collaborative strategy. This study assessed global research trends and advances in geospatial and meteorological flood risk assessment (G_MFRA), considering the ongoing debate on flood risk management and adaptation strategies. A total of 1872 original articles were downloaded in BibTex format using the Web of Science (WOS) and Scopus databases to retrieve G_MFRA studies published from 1985 to 2023. The annual growth rate of 15.48% implies that the field of G_MFRA has been increasing over time during the study period. The analysis of global trends in flood risk research and practice highlights the key themes, methodologies, and emerging directions. There exists a notable gap in data and methodologies for flood risk assessment studies between developed and developing countries, particularly in Africa and South America, highlighting the urgency of coordinated research efforts and cohesive policy actions. The challenges identified in the body of extant literature include technical expertise, complex communication networks, and resource constraints associated with the application gaps of the study methodologies. This study advocates for a holistic research approach to flood disaster management through ecosystem-based adaptation that underpins the Sustainable Development Goals to develop innovative flood techniques and models with the potential to influence global decision-making in the G_MFRA domain. Addressing these global challenges requires a networked partnership between the research community, institutions, and countries.

洪水是一种全球性威胁,会对经济和环境造成重大损害,因此有必要采取对策和合作战略。本研究对地理空间和气象洪水风险评估(G_MFRA)的全球研究趋势和进展进行了评估,同时考虑到目前关于洪水风险管理和适应战略的讨论。本研究利用 Web of Science (WOS) 和 Scopus 数据库下载了 1872 篇 BibTex 格式的原创文章,检索了 1985 年至 2023 年间发表的 G_MFRA 研究。年增长率为 15.48%,这意味着在研究期间,G_MFRA 领域随着时间的推移在不断扩大。对全球洪水风险研究和实践趋势的分析突出了关键主题、方法和新兴方向。发达国家和发展中国家,尤其是非洲和南美洲,在洪水风险评估研究的数据和方法方面存在明显差距,这突出表明了协调研究工作和一致的政策行动的紧迫性。现有文献中指出的挑战包括专业技术知识、复杂的通信网络以及与研究方法应用差距相关的资源限制。本研究提倡通过以生态系统为基础的适应性综合研究方法来进行洪水灾害管理,这也是可持续发展目标的基础,以开发创新的洪水技术和模型,并有可能影响全球海洋环境风险评估(G_MFRA)领域的全球决策。应对这些全球性挑战需要研究界、机构和国家之间建立网络化的伙伴关系。
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引用次数: 0
Mapping Italian high-altitude ponds. 绘制意大利高海拔池塘地图
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-08 DOI: 10.1007/s00267-024-02061-6
Davide Taurozzi, Massimiliano Scalici

Permanent and temporary ponds are considered peculiar ecosystems which provide important ecosystem functions, services, supporting biodiversity on small and large scales. Pond's conservation status is globally critical. Moreover, their ecological functioning and conservation status is frequently overlooked, because of the habitat small size, their seasonal occurrence and their unique appearance. While a certain attention is given to Mediterranean Temporary Ponds and, in general, to low altitude ponds, the ecological importance of high-altitude ponds is critically unrecognized, especially in the Italian peninsula. The main aim of this research is to create the first georeferenced checklist of Italian high-altitude ponds. In order to achieve this goal, we integrated spectral, spatial characteristics, and morphological operations based on Sentinel-1 and Sentinel-2 image data using the Google Earth Engine (GEE). Overall, 2156 ponds were identified: 62% (n = 1343) in the Alps and 38% (n = 813) in the Apennines. The highest number of ponds was detected in Central Alps (n = 642), followed by Western Alps (n = 479), Central Apennines (n = 412), Eastern Alps (n = 222), Southern Apennines (n = 216) and Northern Apennines (n = 185). For what concerns the Alps, the average altitude was estimated in 2428 m a.s.l., while in the Apennines the average altitude was estimated in 784 m a.s.l. The total area covered from ponds has been estimated in 4.258.640 m2, with a mean of 1716 m2. Ponds were described as 20% temporary (n = 445) and 80% permanent (n = 1711). Considering the land use, 83% (n = 1797) of ponds were described as "natural" and 17% (n = 359) as "anthropized". Identification and georeferentiation of high-altitude ponds are primary actions to the application of management plans and this research could be considered the first step towards the safeguard of these threatened ecosystems.

永久性和临时性池塘被视为奇特的生态系统,提供重要的生态系统功能和服务,支持小规模和大规模的生物多样性。池塘的保护状况在全球范围内都十分严峻。此外,由于栖息地面积小、季节性出现和独特的外观,池塘的生态功能和保护状况经常被忽视。虽然人们对地中海当代池塘以及低海拔池塘给予了一定的关注,但高海拔池塘的生态重要性却严重缺乏认识,尤其是在意大利半岛。这项研究的主要目的是编制第一份意大利高海拔池塘地理参照核对表。为了实现这一目标,我们利用谷歌地球引擎(GEE)对基于哨兵-1 和哨兵-2 图像数据的光谱、空间特征和形态操作进行了整合。共识别出 2156 个池塘:阿尔卑斯山占 62%(n = 1343),亚平宁山脉占 38%(n = 813)。中阿尔卑斯山的池塘数量最多(n = 642),其次是西阿尔卑斯山(n = 479)、中亚平宁山脉(n = 412)、东阿尔卑斯山(n = 222)、南亚平宁山脉(n = 216)和北亚平宁山脉(n = 185)。据估计,阿尔卑斯山的平均海拔为 2428 米,而亚平宁山脉的平均海拔为 784 米。池塘覆盖的总面积为 4.258.640 平方米,平均为 1716 平方米。池塘有 20% 是临时性的(n = 445),80% 是永久性的(n = 1711)。考虑到土地使用情况,83%(n = 1797)的池塘被描述为 "自然 "池塘,17%(n = 359)的池塘被描述为 "人为 "池塘。对高海拔池塘进行识别和地理定位是实施管理计划的首要行动,这项研究可被视为保护这些濒危生态系统的第一步。
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引用次数: 0
Response of Water Quality to Land Use and Landscape Pattern in the Ganjiang River Watershed 赣江流域水质对土地利用和景观格局的响应。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-07 DOI: 10.1007/s00267-024-02060-7
Jiangang Lu, Yanmei Fu, Yuan Zhou, Liwei Zhang, Xianluo Shi

Analysing the impact of landscape composition and structure on water quality at different scales is of great significance to water quality protection. The aim of this study was to determine scale-dependent impacts of land use/landscape patterns on water quality. The Ganjiang River, the largest water system in the Poyang Lake watershed, the largest freshwater lake in China. The response of water quality to land use and landscape patterns in the Ganjiang River watershed was explored based on land use and water quality data using redundancy and Spearman correlation analyses. Considering upstream monitoring of the entire Ganjiang River watershed; watersheds at the county level administrative region; and 1, 2, 5, 10, 15, 20, and 30 km-radius circular buffer zones, a total of nine scales of land use/landscape patterns that influence water quality in the Ganjiang River watershed were analysed. Results indicated that the county-level scale and the land use type of the 20 km-radius buffer zone upstream of the monitoring site were closely linked to water quality (96.28% and 93.23%, respectively). Among the land use types, construction land and cultivated land were the main output sources of pollutants. Regarding landscape pattern index, the greater the fragmentation of the landscape, the heavier was the water pollution load; the more the patches per unit area, the more stable was the ecosystem and the lower was the pollutant concentration. In addition, the eco-hydrological system of the Ganjiang River watershed was revealed to some extent through multi-angle analysis. These conclusions can serve as a reference for government departments to formulate land management and water quality protection measures.

分析不同尺度下景观组成和结构对水质的影响对水质保护具有重要意义。本研究旨在确定不同尺度下土地利用/景观格局对水质的影响。赣江是中国最大的淡水湖--鄱阳湖流域最大的水系。基于土地利用和水质数据,利用冗余分析和斯皮尔曼相关分析,探讨了赣江流域水质对土地利用和景观格局的响应。通过对赣江全流域、县级行政区域流域、1、2、5、10、15、20 和 30 km 半径环形缓冲区的上游监测,分析了影响赣江流域水质的九种尺度的土地利用/景观格局。结果表明,监测点上游 20 公里半径缓冲区的县级尺度和土地利用类型与水质密切相关(分别为 96.28%和 93.23%)。在土地利用类型中,建设用地和耕地是污染物的主要输出源。在景观格局指数方面,景观破碎度越大,水污染负荷越重;单位面积上的斑块越多,生态系统越稳定,污染物浓度越低。此外,通过多角度分析,在一定程度上揭示了赣江流域的生态水文系统。这些结论可为政府部门制定土地管理和水质保护措施提供参考。
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引用次数: 0
Beyond the ‘Protected Area’ Paradigm in Conservation: Exploring India’s Forest Legislation as a New Conservation Model for Developing Countries 超越 "保护区 "保护范式:印度森林立法作为发展中国家新保护模式的探索。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-10-07 DOI: 10.1007/s00267-024-02056-3
Bidhan Kanti Das

To achieve global biodiversity targets, expanding protected area (PA) networks has been regarded as a major strategy in international commitments. However, the PA strategy often fails to achieve its objective – preserving biodiversity and ecosystem services. In addition, the expansion of PA areas could replicate and amplify historical injustices such as forced evictions, state-led physical violence, assimilation of culture and loss of traditional ecological knowledge, affecting communities’ livelihood, quality of life and rights. There is an increasing consensus that the post-2020 biodiversity conservation framework should be rights-based and sensitive to the role and contributions of local communities towards achieving the PAs’ targets. India’s Forest Rights Act (FRA) 2006 may be considered a useful framework for biodiversity conservation in the context of this new conservation vision. It puts local people at the centre stage, making them active participants in designing and managing conservation. PAs following ‘fortress conservation’ approach were based on the flawed idea that human interference endangers biodiversity and therefore habitats should be preserved by force if required. Such an idea contradicts the recent understanding that ecosystems once perceived as ‘wilderness’, have been transformed by people. PAs undermine the intricate and intertwined relationship of humans with their immediate ecosystem. The conservation model proposed by FRA 2006, on the other hand, recognises local communities as an integral part of ecosystem and thereby acknowledges people’s rights and agency in conservation. It ensures locals’ equitable benefits from economic activities, and provides equitable opportunities to participate in decision-making. Though various provisions under FRA empowered local people in conservation, it faces various challenges during the implementation on the ground. It is argued that a clear and appropriate institutional arrangement specifying various stakeholders’ power, roles and responsibilities in the conservation and management of bioresources (including the protection of endangered species) should be developed for transformative change in biodiversity conservation.

为实现全球生物多样性目标,扩大保护区(PA)网络已被视为国际承诺中的一项重要战略。然而,保护区战略往往无法实现其目标--保护生物多样性和生态系统服务。此外,扩大保护区面积可能会复制和扩大历史上的不公正现象,如强行驱逐、国家主导的人身暴力、文化同化和传统生态知识的丧失,从而影响社区的生计、生活质量和权利。越来越多的人认为,2020 年后的生物多样性保护框架应以权利为基础,并对当地社区在实现保护区目标方面的作用和贡献保持敏感。印度 2006 年《森林权利法》(FRA)可被视为这一新保护愿景下生物多样性保护的有用框架。它将当地人置于中心位置,使他们成为设计和管理保护工作的积极参与者。采用 "堡垒式保护 "方法的保护区是基于一种错误的观点,即人类干扰会危及生物多样性,因此在必要时应使用武力保护栖息地。这种想法与最近的认识相矛盾,即曾经被视为 "荒野 "的生态系统已被人类改变。保护区破坏了人类与其周围生态系统错综复杂的关系。另一方面,《2006 年森林资源评估》提出的保护模式承认当地社区是生态系统不可分割的一部分,从而承认人们在保护中的权利和能动性。它确保当地人从经济活动中获得公平利益,并提供参与决策的公平机会。尽管《森林资源法》的各项规定赋予了当地人在保护中的权力,但在实际执行过程中却面临着各种挑战。有观点认为,应制定明确、适当的制度安排,明确规定各利益相关方在生物资源保护和管理(包括濒危物种保护)中的权力、作用和责任,以实现生物多样性保护的转型变革。
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引用次数: 0
Long-term Evaluation of Machine Learning Based Methods for Air Emission Monitoring. 基于机器学习的大气排放监测方法的长期评估。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-30 DOI: 10.1007/s00267-024-02057-2
Minxing Si, Brett M Wiens, Ke Du

Machine learning (ML) techniques have been researched and used in various environmental monitoring applications. Few studies have reported the long-term evaluation of such applications. Discussions regarding the risks and regulatory frameworks of ML applications in environmental monitoring have been rare. We monitored the performance of six predictive models developed using ML and statistical methods for 28 months. The six models used to predict NOx emissions were developed using six different algorithms. The model developed with a moderate complexity algorithm, adaptive boosting, had the best performance in long-term monitoring, with a root mean square error (RMSE) of 0.48 kg/hr in the 28-month monitoring period, and passed two of the three relative accuracy test audits. High complexity models based on gradient boosting and neural network algorithms had the best training performance, with a minimum RMSE of 0.23 kg/hr and 0.26 kg/hr, but also had the worst RMSE scores, of 0.51 kg/hr and 0.57 kg/hr, during the monitoring period. In addition, all six models failed all three relative accuracy test audits. The following problems were observed: (1) Complex ML models tended to have overfitting problems, thus indicating the importance of the trade-off between model accuracy and complexity. (2) Model input sensor drift or out of high-frequency ranges from the training data resulted in inaccurate predictions or an accuracy lower than the minimum allowed by regulators. (3) Existing regulatory frameworks must be modernized to keep pace with current machine learning practices. Some statistical tests are unsuitable for applications developed by using ML methods.

机器学习(ML)技术已在各种环境监测应用中得到研究和使用。很少有研究报告对此类应用进行长期评估。有关环境监测中应用 ML 的风险和监管框架的讨论也很少。我们对使用 ML 和统计方法开发的六个预测模型进行了 28 个月的性能监测。用于预测氮氧化物排放的六个模型采用了六种不同的算法。采用中等复杂度算法(自适应提升)开发的模型在长期监测中表现最佳,在 28 个月的监测期内均方根误差 (RMSE) 为 0.48 千克/小时,并通过了三项相对准确度测试审核中的两项。基于梯度提升和神经网络算法的高复杂度模型的训练性能最好,最小均方根误差分别为 0.23 千克/小时和 0.26 千克/小时,但在监测期间的均方根误差也最差,分别为 0.51 千克/小时和 0.57 千克/小时。此外,所有六个模型都未能通过三项相对精度测试审核。观察到的问题如下(1) 复杂的 ML 模型往往存在过度拟合的问题,这表明在模型准确性和复杂性之间进行权衡的重要性。(2) 模型输入传感器漂移或超出训练数据的高频范围导致预测不准确或准确率低于监管机构允许的最低水平。(3) 必须对现有监管框架进行现代化改造,以跟上当前机器学习实践的步伐。有些统计测试不适合使用 ML 方法开发的应用。
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引用次数: 0
Assessing the Implications of Deforestation and Climate Change on Rural Livelihood in Ghana: a Multidimensional Analysis and Solution-Based Approach 评估砍伐森林和气候变化对加纳农村生计的影响:多维分析和基于解决方案的方法。
IF 2.7 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-27 DOI: 10.1007/s00267-024-02053-6
Richard Kwame Adom, Memory Reid, Gbenga Abayomi Afuye, Mulala Danny Simatele

The Ashanti region in Ghana, abundant in natural resources such as forests and vegetation biomes, significantly supports the livelihoods of a significant portion of the population. The sustainable management of forest resources remains a significant challenge to achieving environmental and economic growth and poverty alleviation. The study aims to identify the drivers of deforestation and assess its impact on the livelihoods of the poor and vulnerable communities in the Ashanti region. The study utilized qualitative and space-based data to examine the patterns of vegetation cover and deforestation from 2000 to 2020. The results revealed moderate to sparse vegetation in Ashanti from 2002, 2005, 2011, 2015, 2017, and 2018, with no vegetation in the northcentral part, attributed to climate change, agricultural practices, government policies, and deforestation-related disasters. The study found a significant correlation (R² = 0.8197) between years and deforestation areas, especially in 2018 at around 16,000 Sqkm, indicating an exponential increase with severe implications for sustainable livelihoods. Much of these changes were reflected in 2020 with a high peak of deforestation towards the southeastern parts of the region. Additionally, the results show that the poor groups are not passive actors but are actively involved in identifying systems and processes through which to build their adaptive capacity and resilience to environmental and climate change-induced changes. The findings provide evidence-based and all-inclusive approaches that would encourage vulnerable and marginalized groups to participate in the co-production and co-creation of policies and strategies. This outcome is geared towards transformative and sustainable communities while ensuring efficient and effective response and recovery capacities of deforested lands.

加纳的阿散蒂地区拥有丰富的自然资源,如森林和植被生物群落,为很大一部分人口的生计提供了重要支持。森林资源的可持续管理仍然是实现环境和经济增长以及减贫的重大挑战。本研究旨在确定毁林的驱动因素,并评估其对阿散蒂地区贫困和弱势社区生计的影响。该研究利用定性和空间数据,对 2000 年至 2020 年的植被覆盖和毁林模式进行了研究。结果显示,2002、2005、2011、2015、2017 和 2018 年,阿散蒂地区的植被覆盖率从中等到稀疏不等,中北部地区没有植被覆盖,这归因于气候变化、农业实践、政府政策以及与毁林有关的灾害。研究发现,年份与毁林面积之间存在明显的相关性(R² = 0.8197),尤其是 2018 年,毁林面积约为 16,000 平方公里,这表明毁林面积呈指数增长,对可持续生计产生了严重影响。这些变化主要体现在 2020 年,该地区东南部的森林砍伐达到高峰。此外,研究结果表明,贫困群体并不是被动的行为者,而是积极参与确定系统和程序,通过这些系统和程序来增强他们对环境和气候变化引起的变化的适应能力和复原力。研究结果提供了循证和全纳的方法,鼓励弱势和边缘化群体参与政策和战略的共同生产和共同创造。这一成果旨在实现社区的转型和可持续发展,同时确保对毁林土地的高效和有效的应对和恢复能力。
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Environmental Management
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