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Combination of plant species and water depth enhance soil quality in near-natural restoration of reclaimed wetland 植物物种和水深相结合,提高填海湿地近自然恢复的土壤质量
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-28 DOI: 10.1016/j.ecoleng.2024.107376
Tao Yang , Jing Jiang , Fengxue Shi , Rui Cai , Haibo Jiang , Lianxi Sheng , Chunguang He

Plant introduction and hydrological management are essential strategies for near-natural wetland restoration. However, the combined effects of plant species and water depth on soil quality restoration remain poorly understood. The wetland ecosystem is crucial for Earth ecosystem health and sustainable development, but it faces challenges due to environmental change and human activities leading to soil quality degradation. In this study, we conducted a five-year near-natural restoration experiment covering approximately 2071 m2 area in the Changbai Mountains region of northeastern China to assess the impact of plant species and water depth combinations on soil quality dynamics in reclaimed wetlands. Through an ecological engineering project, a meticulous controlled experiment was implemented to investigate the impact of different plant species and water depth combinations on soil quality in near-naturally restored wetlands. Over the five-year restoration period, we observed significant improvements in soil quality indicators, including pH, bulk density, soil organic carbon content, and labile organic carbon fractions. Soil pH and bulk density both showed a decreasing trend, with notable variations influenced by the combination of plant species and water depth. Particularly significant drops were observed in wetlands where Lythrum salicaria L. was introduced at 10 cm water depth and Iris wilsonii C. H. Wright was introduced at 30 cm water depth. Meanwhile, soil organic carbon content also appeared optimal restoration effects in the aforementioned combinations, highlighting the regulatory effect of these combinations on soil quality regulation. Linear regression modeling demonstrated a significant positive correlation between soil organic carbon and both above-ground and below-ground biomass, highlighting the interplay between vegetation dynamics and soil quality restoration. Our study provides valuable insights into the complex dynamics of soil quality restoration in reclaimed wetlands and underscores the importance of considering plant species-water depth combinations in restoration planning. By understanding these dynamics, restoration practitioners can make informed decisions to enhance the sustainability of wetland ecosystems and their invaluable ecological services.

植物引种和水文管理是近自然湿地恢复的基本策略。然而,人们对植物物种和水深对土壤质量恢复的综合影响仍然知之甚少。湿地生态系统对地球生态系统健康和可持续发展至关重要,但由于环境变化和人类活动导致土壤质量退化,湿地生态系统面临着挑战。在本研究中,我们在中国东北长白山地区开展了一项为期五年、面积约 2071 平方米的近自然恢复实验,以评估植物物种和水深组合对开垦湿地土壤质量动态的影响。通过一个生态工程项目,实施了一项细致的对照实验,研究不同植物物种和水深组合对近自然恢复湿地土壤质量的影响。在为期五年的恢复期内,我们观察到土壤质量指标有了显著改善,包括 pH 值、容重、土壤有机碳含量和易变有机碳组分。土壤 pH 值和容重均呈下降趋势,植物种类和水深的组合影响了这两个指标的显著变化。在水深 10 厘米处引入 Lythrum salicaria L. 和水深 30 厘米处引入 Iris wilsonii C. H. Wright 的湿地,土壤 pH 值和容重下降尤为明显。同时,在上述组合中,土壤有机碳含量也出现了最佳修复效果,突出了这些组合对土壤质量的调节作用。线性回归模型表明,土壤有机碳与地上生物量和地下生物量之间存在显著的正相关关系,凸显了植被动态与土壤质量恢复之间的相互作用。我们的研究为了解开垦湿地土壤质量恢复的复杂动态提供了宝贵的见解,并强调了在恢复规划中考虑植物物种-水深组合的重要性。通过了解这些动态变化,恢复工作者可以做出明智的决策,以提高湿地生态系统的可持续性及其宝贵的生态服务。
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引用次数: 0
Clogging in subsurface flow constructed wetlands: Mechanisms, influencing factors, measurements, modelling, and remediation 地下流动人工湿地的堵塞:机理、影响因素、测量、建模和修复
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-26 DOI: 10.1016/j.ecoleng.2024.107374
Sudeep Kumar Mishra , Sanket Dey Chowdhury , Puspendu Bhunia , Arindam Sarkar

Clogging has garnered growing interest as a significant operational and maintenance concern that affects the sustainable development and implementation of sub-surface flow (SSF) wetlands in wastewater treatment. The existing literature on clogging has been found to have limitations, as none of the studies have provided a comprehensive overview of the entire clogging process, starting from its initiation to remediation. In addition, very few works have addressed the models that were utilized to forecast the occurrence of system clogging. This study primarily focuses on the process of clogging, in widely used SSF wetland systems due to its negative impact on the lifespan of these systems. The article seeks to evaluate different forms of clogging and their developmental mechanisms, as well as the influencing factors. The work thoroughly examines the several techniques used to measure and evaluate clogging. The current review also encompasses the examination of several mathematical models used to predict the clogging of the system. Lastly, it also emphasizes the remediation methods required to resolve clogs. The main objective of this review is to bring all pertinent information on the clogging of SSF wetlands to the attention of prolific researchers with the goal of mitigating system clogging and establishing CW technology as a viable and sustainable alternative for wastewater treatment in the near future.

堵塞作为影响污水处理中地下水流(SSF)湿地可持续发展和实施的一个重要操作和维护问题,已引起越来越多的关注。关于堵塞的现有文献有其局限性,因为没有一项研究对堵塞的整个过程(从开始到修复)进行了全面概述。此外,只有极少数著作探讨了用于预测系统堵塞发生的模型。本研究主要关注广泛使用的 SSF 湿地系统的堵塞过程,因为堵塞会对这些系统的寿命产生负面影响。文章试图评估不同形式的堵塞及其发展机制,以及影响因素。文章深入探讨了用于测量和评估堵塞的几种技术。本综述还包括对用于预测系统堵塞的若干数学模型的研究。最后,它还强调了解决堵塞所需的补救方法。本综述的主要目的是让多产研究人员注意到 SSF 湿地堵塞方面的所有相关信息,以减轻系统堵塞,并在不久的将来将 CW 技术确立为一种可行且可持续的废水处理替代技术。
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引用次数: 0
A study on the response of waterbird diversity to habitat changes caused by ecological engineering construction 水鸟多样性对生态工程建设引起的栖息地变化的反应研究
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-24 DOI: 10.1016/j.ecoleng.2024.107358
Yang Liu , Phyoe Marnn , Haibo Jiang , Yang Wen , Hong Yan , Dehao Li , Chunguang He , Lianshan Li

Wetland degradation is a major factor in the decline of biodiversity. Ecological engineering construction efforts, such as water diversion, have been the main method of wetland restoration. To reveal the effects of biodiversity conservation and ecological engineering construction in the semiarid regions of China, waterbird surveys were carried out 2 years before and 8 years after the construction of the ecological engineering project discussed in this study. The relationships among waterbirds and habitat landscape patterns, hydrology and vegetation conditions were analyzed. The impacts of ecological engineering on habitats and waterbird diversity were revealed. The results showed that (1) there were significant changes in land use, hydrological distributions and vegetation cover in the study area before and after the construction of the ecological project. The quality of waterbird habitats after the construction project was better than that before construction. However, there were fluctuating conditions. (2) The areas of water bodies and marshes were positively correlated with the number and diversity of waterbirds. However, increases in arable land, forestland, grassland and saline land can stress rare waterbirds. Changes in water levels, water body areas and vegetation cover in the conservation area all directly affect the availability of waterbird habitats, which can affect waterbird diversity. The wetland water level is the most important impact factor. (3) The annual water diversion volume in the study area is 5.00 × 107 m3. When the water level is maintained at approximately 1.5-2.5m, the number of waterbirds remains stable. This study can provide scientific guidance and a methodological basis for the construction of ecological projects with waterbirds as protected targets.

湿地退化是生物多样性减少的一个主要因素。引水等生态工程建设一直是湿地恢复的主要方法。为揭示中国半干旱地区生物多样性保护和生态工程建设的效果,在本研究讨论的生态工程项目建设前 2 年和建设后 8 年开展了水鸟调查。分析了水鸟与栖息地景观格局、水文和植被状况之间的关系。揭示了生态工程对栖息地和水鸟多样性的影响。结果表明:(1) 生态工程建设前后,研究区的土地利用、水文分布和植被覆盖发生了显著变化。工程建设后水鸟栖息地的质量优于工程建设前。但也存在波动情况。(2) 水体和沼泽的面积与水鸟的数量和多样性呈正相关。然而,耕地、林地、草地和盐碱地的增加会对珍稀水鸟造成压力。保护区内水位、水体面积和植被覆盖率的变化都会直接影响水鸟栖息地的可用性,从而影响水鸟的多样性。湿地水位是最重要的影响因素。(3) 研究区的年引水量为 5.00 × 107 立方米。当水位保持在 1.5-2.5 米左右时,水鸟数量保持稳定。本研究可为以水鸟为保护对象的生态工程建设提供科学指导和方法依据。
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引用次数: 0
Nature-based bank protection measures improve benthic macroinvertebrates in a stream draining an agriculturally dominated watershed 以自然为基础的堤岸保护措施改善了农业主导流域溪流中的底栖大型无脊椎动物
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-24 DOI: 10.1016/j.ecoleng.2024.107377
Wenwen Zhu , He Gai , Yuxin Liu , Min Zhang , Kun Li

Increased bank erosion is one of the most significant threats to agricultural stream ecosystems. However, it is challenging to ascertain whether bank restoration measures positively affect in-stream habitats and aquatic communities. This study evaluated three nature-based bank protection measures' short-term (2-year) effects on aquatic physical habitat quality and benthic macroinvertebrate communities in a headwater stream in agricultural areas. The results demonstrate that nature-based bank protection measures can significantly improve the quality of aquatic physical habitat in streams. The TPRW (timber piles + riprap + willow cuttings) and WTRW (waste tires + riprap + willow cuttings) measures exhibited the most pronounced improvement in the quality of aquatic physical habitat in streams. The diversity of benthic macroinvertebrates was the highest in the TPRW reach, and the seasons significantly affected the density of benthic macroinvertebrates. The Shannon-Wiener diversity index and Margalef's richness index were the most consistent with the changing trend of physical habitat quality and are effective indicators of the ecological effects of stream restoration measures in our study area. In this study area, TPRW is the preferred measure for streambank restoration of agricultural streams, and WTRW is the alternative measure. However, the ecological effects of WTRW need to be monitored over a more extended period to identify whether there is potential ecotoxicity in the process of weathering and decomposition.

河岸侵蚀加剧是农业溪流生态系统面临的最大威胁之一。然而,要确定河岸恢复措施是否会对溪流栖息地和水生群落产生积极影响却很困难。本研究评估了三种基于自然的河岸保护措施对农业区上游溪流的水生物理栖息地质量和底栖大型无脊椎动物群落的短期(2 年)影响。结果表明,基于自然的护岸措施可以显著改善溪流中水生物理生境的质量。TPRW(木桩+护坡+柳条切割)和WTRW(废轮胎+护坡+柳条切割)措施对溪流水生物理生境质量的改善最为明显。在 TPRW 河段,底栖大型无脊椎动物的多样性最高,季节对底栖大型无脊椎动物的密度有显著影响。Shannon-Wiener多样性指数和Margalef丰富度指数与物理生境质量的变化趋势最为一致,是反映本研究区溪流修复措施生态效果的有效指标。在本研究区域,TPRW 是农用溪流河岸修复的首选措施,WTRW 是替代措施。不过,需要对 WTRW 的生态效应进行更长时间的监测,以确定风化和分解过程中是否存在潜在的生态毒性。
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引用次数: 0
Testing the hydrological performance of live pole drains (LPD) for mitigation of slope instability 测试活杆排水沟(LPD)的水文性能以缓解斜坡不稳定性
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-22 DOI: 10.1016/j.ecoleng.2024.107360
Fernanda Berlitz , Eefje Benschop , Slobodan B. Mickovski , Alejandro Gonzalez-Ollauri

Nature-based solutions (NbS) and soil bioengineering techniques have gained considerable attention due to their relevant hydrological functions and ability to mitigate slope instability. Live pole drains (LPD), a lesser-known NbS, have traditionally been deployed on slopes to drain the excess surface water and regulate the soil's water budget, making it a suitable technique for stormwater management and landslide prevention. However, neither the LPD performance as a plant-based drainage system nor its potential to regulate the soil-water budget through hydrological processes have been thoroughly studied. This paper presents a novel pilot, lab-based approach for testing the hydrological performance of LPD under different soil hydrological conditions. We built three different treatments and investigated their hydrological performance under multiple storm events. We explored how LPD regulate the soil-water budget by partitioning the water inputs (i.e., rainfall precipitation) into water outputs (i.e., surface runoff, subsurface flow, and percolation). The study revealed that LPD can effectively manage stormwater by draining excess runoff and buffering water in the soil, outperforming fallow soil. Subsurface flow and percolation were significantly higher under LPD treatments when compared to fallow ground, suggesting that the presence of an enhanced structure in the soil results in high soil hydrological performance. The presence of a secondary species with the LPD showed a more efficient hydrological performance than an LPD alone, which aligns with the current implementation of NbS fostering biodiversity. Antecedent soil moisture impacted the hydrological performance of LPD by altering the relative infiltration capacity of the soil and by potentially modifying the availability of channels for preferential flow. Our findings provide a sound basis for future research to improve our understanding of the hydrological performance of LPD for slope instability mitigation and encourage their reproduction and upscaling.

基于自然的解决方案(NbS)和土壤生物工程技术因其相关的水文功能和缓解斜坡不稳定性的能力而备受关注。活杆排水沟(LPD)是一种不太为人所知的 NbS,传统上用于斜坡排水,以排出多余的地表水并调节土壤水分收支,是一种适用于雨水管理和滑坡预防的技术。然而,无论是 LPD 作为植物排水系统的性能,还是其通过水文过程调节土壤水分收支的潜力,都没有得到深入研究。本文介绍了一种新颖的试验性实验室方法,用于测试 LPD 在不同土壤水文条件下的水文性能。我们构建了三种不同的处理方法,并研究了它们在多种暴雨事件下的水文性能。我们探索了 LPD 如何通过将输入水量(即降雨量)分配为输出水量(即地表径流、地下水流和渗流)来调节土壤水分预算。研究结果表明,LPD 可以排出多余的径流并缓冲土壤中的水分,从而有效地管理雨水,其效果优于休耕土壤。与休耕地相比,LPD 处理下的地表下流和渗水量明显较高,这表明土壤中存在的强化结构可提高土壤的水文性能。与单独使用 LPD 相比,使用 LPD 的次生物种显示出更高效的水文性能,这与目前实施的促进生物多样性的 NbS 相一致。前土壤湿度通过改变土壤的相对渗透能力和潜在地改变优先流通道的可用性,对 LPD 的水文性能产生影响。我们的研究结果为今后的研究奠定了坚实的基础,有助于我们更好地了解用于缓解边坡不稳定性的 LPD 的水文性能,并鼓励其复制和推广。
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引用次数: 0
Evaluation of pool-and-weir fishway efficiency for the upstream spawning migration of Qinghai Lake's naked carp 青海湖裸鲤上游产卵洄游池堰式鱼道效率评估
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-21 DOI: 10.1016/j.ecoleng.2024.107373
Senfan Ke , Elsa Goerig , Kaiwen Pang , Huaiyao Ji , Dongqing Li , Jiawei Xu , Junjun Tan , Hongfang Qi , Xiaotao Shi

Przewalski's Naked Carp (Gymnocypris przewalskii) is a typical migratory fish species of the Qinghai Lake region (China). This study focused on the Gangbei Channel fishway located in the Shaliu River, a tributary of Qinghai Lake. A fish passage study was conducted during the peak of the upstream migration of G. przewalskii, and entry proportion and passage efficiency in the Gangbei channel fishway was monitored in real-time using PIT-Telemetry. A detailed hydraulic characterization of the fishway was done using a 3-D numerical model validated by in-situ measurements, and combined with empirical swimming ability data for the species. The results showed that: (1) the proportion of released G. przewalskii entering and passing the fishway were 13% and 5%, respectively; (2) discharge, fish body length, salinity, and diel period were key factors affecting the attempt rate of the G. przewalskii; (3) The critical swimming speed and sprint swimming speed at 50% of G. przewalskii reaching fatigue were 1.02 m/s and 1.91 m/s, respectively; (4) Based on the swimming ability of G. przewalskii and the hydraulic characteristics of the fishway, the flow velocity at the weir sections of the fishway exceeded the sprint swimming ability of G. przewalskii, creating a velocity barrier. Data derived from this study will be used to provide a more comprehensive theoretical basis and data reference for the eco-hydraulic reconstruction of pool-and-weir fishways providing an efficient upstream passage for the conservation of G. przewalskii and other species.

普氏裸鲤(Gymnocypris przewalskii)是中国青海湖地区典型的洄游鱼类。本研究的重点是位于青海湖支流沙柳河上的岗北渠道鱼道。鱼类通过研究是在 G. przewalskii 上游洄游高峰期进行的,并使用 PIT-遥测技术实时监测了进入岗北河道鱼道的比例和通过效率。通过现场测量验证的三维数值模型,并结合该物种的经验游泳能力数据,对鱼道进行了详细的水力特性分析。结果表明(przewalskii进入和通过鱼道的比例分别为13%和5%;(2) 排水量、鱼体长度、盐度和昼夜周期是影响przewalskii尝试率的关键因素;(3) 50%的przewalskii达到疲劳时的临界游泳速度和冲刺游泳速度是影响przewalskii尝试率的关键因素。przewalskii达到疲劳状态时的临界游速和冲刺游速分别为 1.02 m/s 和 1.91 m/s;(4)根据褶皱鲤的游动能力和鱼道的水力特性,鱼道堰段的流速超过了褶皱鲤的冲刺游动能力,形成了速度障碍。本研究得出的数据将为池堰式鱼道的生态水力重建提供更全面的理论依据和数据参考,为保护普氏原羚及其他物种提供有效的上游通道。
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引用次数: 0
Revealing the long-term impacts of plant invasion and reclamation on native saltmarsh vegetation in the Yangtze River estuary using multi-source time series remote sensing data 利用多源时间序列遥感数据揭示植物入侵和围垦对长江口原生盐碱地植被的长期影响
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-21 DOI: 10.1016/j.ecoleng.2024.107362
Jinquan Ai , Lijuan Chen , Haiqing He , Xinxing Han

Understanding the long-term dynamics of saltmarsh vegetation and their driving factors is crucial for the restoration of degraded coastal wetlands. Reclamation and plant invasion, identified as the two most significant environmental contributors to saltmarsh vegetation degradation, profoundly influence the evolution of saltmarsh vegetation. However, the long-term impacts of reclamation and plant invasion on native saltmarsh vegetation remain unclear. This study utilized multi-source time series remote sensing data to quantify the long-term impacts of Spartina alterniflora invasion and reclamation on native saltmarsh vegetation in the Yangtze River estuary from 1985 to 2020. Unlike other studies, this study generated annual saltmarsh cover data using image composite, zoning classification, object-based phenology algorithm, and random forest algorithm, which largely addressed the problem that existing studies could not capture transient change and gradual change because of insufficient observation frequency. Results showed that: (1) Reclamation had resulted in a loss of 503.93 km2 of native saltmarsh vegetation from 1985 to 2020, including 286.16 km2 of Phragmites australis community and 217.77 km2 of Scirpus spp. community; Spartina alterniflora invasion had resulted in a loss of 78.96 km2 of native saltmarsh vegetation from 1985 to 2020, including 12.48 km2 of Phragmites australis community and 66.48 km2 of Scirpus spp. community; (2) Significant differences of spatial-temporal evolution patterns of native saltmarsh vegetation were observed under different degrees of Spartina alterniflora invasion and reclamation, including irrecoverable scenario under severe plant invasion and excessive reclamation, recoverable scenario under moderate degree of reclamation and plant invasion, and competitive scenario under plant invasion and without reclamation.; (3) From a long-term remote sensing perspective, spread limitation determined by reclamation intensity was a decisive factor in the evolution of Phragmites australis community in the study area, while interspecific competition between invasive Spartina alterniflora and Scirpus spp. determined the evolution of Scirpus spp. community. This study provides a theoretical basis and baseline for the protection strategies of native saltmarsh vegetation in the study area.

了解盐沼植被的长期动态及其驱动因素对于恢复退化的沿海湿地至关重要。填海和植物入侵被认为是造成盐沼植被退化的两个最重要的环境因素,它们对盐沼植被的演化产生了深远的影响。然而,填海和植物入侵对本地盐沼植被的长期影响仍不清楚。本研究利用多源时间序列遥感数据,量化了1985-2020年长江口盐碱地植物入侵和围垦对原生盐碱地植被的长期影响。与其他研究不同的是,该研究利用影像合成、分区分类、基于对象的物候算法和随机森林算法生成了年度盐沼植被数据,在很大程度上解决了现有研究因观测频率不足而无法捕捉瞬时变化和渐变的问题。结果表明(1) 从 1985 年到 2020 年,填海造成原生盐沼植被损失 503.93 平方公里,其中包括 286.16 平方公里的葭萌群落和 217.77 平方公里的藨草群落;从 1985 年到 2020 年,Spartina alterniflora 入侵造成原生盐沼植被损失 78.96 平方公里,其中包括 12.48 平方公里的葭萌群落和 66.48 平方公里的藨草群落;(2) 从 1985 年到 2020 年,填海造成原生盐沼植被损失的差异显著,其中包括 286.16 平方公里的葭萌群落和 217.77 平方公里的藨草群落。2)在不同程度的Spartina入侵和开垦条件下,原生盐沼植被的时空演化模式存在显著差异,包括严重植物入侵和过度开垦条件下的不可恢复情景、适度开垦和植物入侵条件下的可恢复情景以及植物入侵和无开垦条件下的竞争情景。(3) 从长期遥感的角度来看,填海强度决定的蔓延限制是研究区域葭藻群落演化的决定性因素,而入侵的互花叶斯巴达和杉属植物之间的种间竞争决定了杉属植物群落的演化。这项研究为研究区原生盐沼植被的保护策略提供了理论基础和基准。
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引用次数: 0
Landslide susceptibility assessment using novel hybridized methods based on the support vector regression 使用基于支持向量回归的新型混合方法评估滑坡易发性
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-20 DOI: 10.1016/j.ecoleng.2024.107372
Abolfazl Jaafari

Landslide susceptibility assessment is a complex task due to the multitude of causative factors, spatial variability, data availability, modeling uncertainty, and validation issues. This study addresses these challenges by proposing two predictive models that hybridize support vector regression (SVR) with two evolutionary algorithms: grey wolf optimizer (GWO) and cuckoo search algorithm (CSA). These models were developed using an extensive geospatial database from northern Iran. Over the training phase, the basic predictive model, developed using SVR, was enhanced by incorporating the GWO and CSA algorithms, resulting in the development of two hybridized models: SVR-GWO and SVR-CSA. Over the validation phase, the performance and effectiveness of each hybridized model were compared to the standalone SVR using several metrics. Compared to the standalone SVR model, the hybridized models demonstrated significant improvement in generalization and predictive abilities. Despite non-significant difference between the performances of the SVR-GWO and SVR-CSA models, the SVR-GWO model demonstrated superior performance. This could be attributed to the GWO's capabilities, which included generating a variety of solutions, demonstrating robustness against noise and outliers, achieving faster convergence speed, and effectively interacting with SVR. This study highlighted that utilizing intelligence hybridized models can significantly enhance the balance between accuracy, robustness, and objectives compared to single models. This finding holds significant implications for ecological engineers tasked with designing and implementing solutions to mitigate the impact of shallow landslides on the environment and human communities. The predictive models developed in this study serve as valuable tools for these engineers, enabling them to identify high-risk areas and implement preventative measures. This interdisciplinary approach, which combines machine learning, optimization algorithms, and ecological engineering, highlights the potential for pioneering solutions in tackling complex environmental challenges, thereby standing as a testament to the power of innovation in driving progress in landslide susceptibility assessment.

滑坡易发性评估是一项复杂的任务,其原因包括多种致灾因素、空间可变性、数据可用性、建模不确定性和验证问题。为了应对这些挑战,本研究提出了两个预测模型,将支持向量回归(SVR)与两种进化算法(灰狼优化算法(GWO)和布谷鸟搜索算法(CSA))进行了混合。这些模型是利用伊朗北部广泛的地理空间数据库开发的。在训练阶段,使用 SVR 开发的基本预测模型通过加入 GWO 和 CSA 算法得到了增强,最终开发出两个混合模型:SVR-GWO 和 SVR-CSA。在验证阶段,使用多个指标将每个混合模型的性能和有效性与独立的 SVR 进行了比较。与独立的 SVR 模型相比,混合模型在泛化和预测能力方面有显著提高。尽管 SVR-GWO 模型和 SVR-CSA 模型的性能差异不大,但 SVR-GWO 模型的性能更优。这可能要归功于 GWO 的能力,包括生成各种解决方案、对噪声和异常值的鲁棒性、更快的收敛速度以及与 SVR 的有效交互。这项研究强调,与单一模型相比,利用智能混合模型可以显著提高准确性、鲁棒性和目标之间的平衡。这一发现对负责设计和实施解决方案以减轻浅层滑坡对环境和人类社区影响的生态工程师具有重要意义。本研究开发的预测模型是这些工程师的宝贵工具,使他们能够识别高风险区域并实施预防措施。这种将机器学习、优化算法和生态工程相结合的跨学科方法,凸显了在应对复杂环境挑战方面提供开创性解决方案的潜力,从而证明了创新在推动滑坡易发性评估方面所具有的力量。
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引用次数: 0
Impact of forced aeration on vertical flow treatment wetland performances for combined sewer overflow 强制曝气对合流污水溢流垂直流处理湿地性能的影响
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-14 DOI: 10.1016/j.ecoleng.2024.107359
Daniella Portela , Katharina Tondera , Stéphane Troesch , Pascal Molle

Combined Sewer Overflow Treatment Wetlands (CSO wetlands) are designed to remove pollutants under stochastic events with variable hydraulic loads. Upgrading them with forced aeration promises to increase the effectiveness and resilience of the treatment. We have tested two vertical CSO wetlands with forced aeration (CSOa and CSOb) to understand the effects of aeration on CSO treatment. Both filter beds have 0.95 and 0.80 m of saturated layer. CSOa uses gravel as top filtering layer, while CSOb utilizes sand and an additional transition layer. Tracer tests were conducted in both filters with and without aeration to assess the impact of aeration on hydraulic performance. CSOa operated with four different aeration conditions, with the optimal condition tested on both filters for comparison. Samples were taken for analysis of global parameters and the redox potential was monitored online. In the tracer test, CSOa allowed to observe the mixing impact of aeration, which avoids any preferential path when influent entered the filter. The addition of a sand layer at the surface (CSOb) allows for a more even distribution of water on the top, which limits preferential flows when aeration is off. In both filters, the results showed that aeration increased the residence time and mixing degree (NTIS <3). Testing different aeration strategies revealed the dependence of dissolved pollutant removal on oxygen supply. In CSOa, the median outlet concentration varied from 23 to 6.4 mg.L−1 in TSS, 153 to 32 mg.L−1 total COD (CODt), 124 to 20 mg.L−1 soluble COD (CODs) and 5 to 2.5 mg.L−1 NH4-N according to aeration strategy. The lower outlet concentrations were always under the highest aeration condition. Under the optimal condition (75 min on/15 min off), median removal of CSOa was 97% TSS, 85% CODt, 78% CODs and 75% NH4-N. Besides COD and TSS, outlet concentration and removal efficiency did not significantly differ between CSOa and CSOb. Pollutant removal demonstrated a linear correlation with organic surface load. Overall, forced aeration in CSO-TW distinctly affected filter dynamics and improved its performance.

合流制污水溢流处理湿地(CSO 湿地)的设计目的是在水力负荷可变的随机事件下清除污染物。采用强制曝气技术对其进行升级,有望提高处理效果和复原能力。我们测试了两个采用强制曝气的垂直 CSO 湿地(CSOa 和 CSOb),以了解曝气对 CSO 处理的影响。两个滤床的饱和层分别为 0.95 米和 0.80 米。CSOa 使用砾石作为顶部过滤层,而 CSOb 则使用沙子和额外的过渡层。为了评估曝气对水力性能的影响,在两个过滤器中分别进行了曝气和不曝气的示踪试验。CSOa 在四种不同的曝气条件下运行,最佳曝气条件在两个过滤器上都进行了测试,以进行比较。取样分析总体参数,并在线监测氧化还原电位。在示踪试验中,CSOa 可以观察到曝气对混合的影响,避免了进水进入过滤器时的任何优先路径。在表面添加砂层(CSOb)可使顶部的水分布更均匀,从而在关闭曝气时限制优先流。结果表明,在这两个过滤器中,曝气都增加了停留时间和混合程度(NTIS <3)。对不同曝气策略的测试表明,溶解污染物的去除取决于氧气供应。在 CSOa 中,根据曝气策略的不同,总悬浮固体(TSS)、总化学需氧量(CODt)、可溶性化学需氧量(CODs)和 NH4-N 的中位出口浓度分别为 23 至 6.4 毫克/升、153 至 32 毫克/升、124 至 20 毫克/升和 5 至 2.5 毫克/升。在最高曝气条件下,出口浓度总是较低。在最佳条件下(开 75 分钟/关 15 分钟),CSOa 的去除率中值为 97%的总悬浮固体、85%的 CODt、78%的 CODs 和 75%的 NH4-N。除了 COD 和 TSS 外,CSOa 和 CSOb 的出口浓度和去除效率也没有显著差异。污染物去除率与有机表面负荷呈线性相关。总之,CSO-TW 中的强制曝气明显影响了过滤器的动态,并改善了其性能。
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引用次数: 0
Ten year re-assessment after introduction of forb communities into species poor temperate grassland 在物种贫乏的温带草地引入禁止植物群落后的十年再评估
IF 3.9 2区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-13 DOI: 10.1016/j.ecoleng.2024.107353
Mona Chor Bjørn , Marian Ørgaard

Floristic diversification of grasslands through introduction of forb communities is a potential method for supporting biodiversity. We re-assessed community development within a 10 year field trial in Denmark in which forb communities had been transplanted into bare subsoil on previously-farmed land in open gaps in 2010. The randomized block experiment included un-planted vegetation free control plots on subsoil. Experimental forbs are common to the northwest European flora. In 2020 the community development was re-evaluated. All plots had developed into forb dominated, dense communities in which it was clear that species richness had declined primarily due to loss of annual and biennial species including increased density of the vegetation. On average, the colonization of graminoids was higher in the control plots compared to the treatment plots. Across the experiment, patches of grass e.g. Festuca rubra had colonized transplanted plots and defeated some forbs. The transplanted forbs Achillea millefolium, Agrimonia eupatoria, and Galium mollugo were widespread in all plots. Control plots had been colonized by species from the surroundings including the treatment plots. Our long-term results show that forb introduced communities were highly resistant to grass colonization for many years. Exposed subsoil can develop into forb dominated spots provided that a propagule source is close by. Top soil stripping combined with introduction of forb community hotspots is an effective tool for limiting germination and establishment of aggressive competitor species from soil seed bank and surroundings. Winter-cutting is a potential, low-input management technique for diversification, however further studies are needed to investigate whether the technique in itself is sufficient to diversify species-poor temperate grasslands.

通过引入禁止植物群落实现草地花卉多样化是支持生物多样性的一种潜在方法。我们重新评估了丹麦一项为期 10 年的田间试验中的群落发展情况,该试验于 2010 年将禁止植物群落移植到以前耕种过的空地上的裸露底土中。随机区组实验包括底土上未种植植被的对照小区。实验草本植物是西北欧植物区系中常见的植物。2020 年,对群落发展情况进行了重新评估。所有地块都已发展成以草本植物为主的茂密群落,其中物种丰富度明显下降,主要原因是一年生和二年生物种的减少,包括植被密度的增加。平均而言,与处理地块相比,对照地块的禾本科植物定植率更高。在整个实验过程中,成片的禾本科植物(如红马齿苋)在移植地块上定植,并击败了一些草本植物。移植的草本植物 Achillea millefolium、Agrimonia eupatoria 和 Galium mollugo 在所有地块都很普遍。对照地块已被包括处理地块在内的周围环境中的物种定殖。我们的长期研究结果表明,禁止引入的群落多年来对草的定植具有很强的抵抗力。只要附近有繁殖源,裸露的底土就能发展成以禁止植物为主的区域。表层土壤剥离与引入禁草群落热点相结合,是限制土壤种子库和周围环境中侵蚀性竞争物种发芽和建立的有效工具。冬割是一种潜在的、低投入的多样化管理技术,但还需要进一步的研究,以调查这种技术本身是否足以使物种贫乏的温带草地多样化。
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Ecological Engineering
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