Tropical rivers

热带河流
  • 文章类型: Journal Article
    科学家越来越多地利用渔民的生态知识(FEK)来更好地了解鱼类生物学和生态学。并为渔业管理提供选择。我们报告了秘鲁Ucayali河下游渔民对FEK的研究,一个生产力和多样性的地区,它也是秘鲁亚马逊最大城市的主要鱼类供应商。鉴于缺乏有关库存状况的科学信息,我们试图通过采访来自18个社区的渔民来确定被开发物种的组成和大小的时间变化,这些社区自1950年代中期以来的捕鱼经验各不相同。我们开发了四个基于FEK的指标,以评估鱼类种群的变化,并将结果与着陆数据进行比较。我们发现随着时间的推移和鱼类组合的时空变化,渔具的部署加剧,并报告了物种重量的下降,这表明了一个捕捞过程,多个物种都在下降。这一发现反映在我们参与者的基线变化中,因此,年轻一代的渔民对物种的分布和大小有不同的期望。我们的研究指出了附近的Pacaya-Samira国家保护区和社区倡议对支持区域渔业的溢出效应的重要性。参考渔民的知识还表明,在汇总的着陆数据中,物种减少可能被低估。尽管亚马逊河漫滩渔业充满活力和多样性,基于FEK的简单指标可以为了解捕捞引起的鱼类种群变化提供有用的信息。渔民为该地区的渔业管理和养护计划掌握了宝贵的知识。
    Scientists increasingly draw on fishers\' ecological knowledge (FEK) to gain a better understanding of fish biology and ecology, and inform options for fisheries management. We report on a study of FEK among fishers along the Lower Ucayali River in Peru, a region of exceptional productivity and diversity, which is also a major supplier of fish to the largest city in the Peruvian Amazon. Given a lack of available scientific information on stock status, we sought to identify temporal changes in the composition and size of exploited species by interviewing fishers from 18 communities who vary in years of fishing experience since the mid-1950s. We develop four FEK-based indicators to assess changes in the fish assemblage and compare findings with landings data. We find an intensification of fishing gear deployed over time and spatiotemporal shifts in the fish assemblage and reported declines in species weight, which point to a fishing-down process with declines across multiple species. This finding is reflected in a shifting baseline among our participants, whereby younger generations of fishers have different expectations regarding the distribution and size of species. Our study points to the importance of spillover effects from the nearby Pacaya-Samira National Reserve and community initiatives to support the regional fishery. Reference to fishers\' knowledge also suggests that species decline is likely underreported in aggregated landings data. Despite the dynamism and diversity of Amazonian floodplain fisheries, simple FEK-based indicators can provide useful information for understanding fishing-induced changes in the fish assemblage. Fishers hold valuable knowledge for fishery management and conservation initiatives in the region.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    热带河流是城市尾矿的主要目的地,该地区的工农业活动。本研究旨在调查斑马鱼(Daniorerio)发育的早期阶段是否是评估热带河流地表水毒性的可行生物模型,以及该毒性是否与标准水质指标相关。胚胎暴露于来自伯南布哥州10个河流水文盆地的55个地点的样品中,巴西东北部。死亡率,分析了基于一般形态评分(GMS)的亚致死毒性和异常频率.在7个盆地的样品中观察到显著的死亡率。GMS表明50%的样品的胚胎幼虫发育显着延迟。在累西腓都会区的盆地中检测到最高的毒性,其中61%的样品导致亚致死毒性。最常见的发育异常包括游泳膀胱不充气,孵化延迟和血瘀。在NH3浓度最高的样品中检测到最高的血瘀频率,正相关表明存在因果关系。在水质指数与GMS之间检测到显着的相关性,在城市密度更大,生活污水污染更大的地区收集的样品中观察到更大的毒性作用。这项研究表明,斑马鱼的早期阶段是评估地表水毒性的可行生态毒理学模型,并有助于更好地了解热带河流中鱼类早期生命阶段鱼类的化学成分和不利影响。
    Tropical rivers are the main destinations for tailings from urban, industrial and agricultural activities in the region studied. The present study aimed to investigate if early stages of zebrafish (Danio rerio) development is a viable biological model to assess the toxicity of surface waters of tropical rivers, and whether that toxicity could be correlated to standard water quality indexes. Embryos were exposed to samples from 55 sites from 10 hydrographic basins of rivers in Pernambuco State, northeastern Brazil. Lethality rates, sublethal toxicity based on the general morphology score (GMS) and frequencies of abnormalities were analyzed. Significant mortality was observed in samples of 7 basins. The GMS indicated significant delay in embryo-larval development in 50% of the samples. The highest toxicity was detected in basins within Recife metropolitan area, where 61% of the samples caused sublethal toxicity. Most frequent developmental abnormalities included non-inflation of the swim bladder, delayed hatching and blood stasis. The highest frequencies of blood stasis were detected in samples with highest NH3 concentrations, corroborated by a positive correlation suggesting the existence of a causal relationship. A significant correlation was detected between water quality indexes and GMS with a greater toxic effect being observed in samples collected in areas of greater urban density and greater contamination by domestic sewage. This study demonstrates that the early stages of the zebrafish is a viable ecotoxicological model to assess the toxicity of surface waters and can contribute to a better understanding between the chemical composition and the adverse effects suffered by fish early life stage fish in tropical rivers.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    在这项研究中,海南岛三大河流49个抗生素抗性基因(ARGs)和两个整合酶基因(intl1、intl2)的发生与分布,中国,于2021年7月进行了调查,并探讨了目标基因在三条河流中的空间分布以及区域特征和环境因子等潜在影响因素。结果表明,在水体和沉积物中共检测到46个ARGs和2个整合酶基因,ARGs的绝对丰度范围为1.16×103至2.97×107拷贝/L和3.34×103-1.55×107拷贝/g。大环内酯类的ARGs,氨基糖苷类,磺胺类药物是本研究的主要ARGs类型。aadA2,tete,ermF,tetX,aac(6\')-Ib,tetW,qnrS基因是三条河流水体和沉积物中的主要ARGs。ARGs的相对丰度在中游和下游显示较高的丰度,在上游和河口显示较低的丰度。在进行相关分析后,发现在三个主要河流的水中检测到的ARGs之间存在显着正相关。然而,在沉积物中,tetC与tetQ呈负相关,macB与ermF和ereA呈负相关(p<0.05),其余ARGs呈正相关。具体来说,tetQ与tetC之间无显著正相关,macB和ereA,和沉积物中的ermF。在研究的九个环境因素中,发现pH是与水生环境中ARGs发生相关的主要因素,但它也仅与9种ARGs显著相关。在检测到的重金属中,在三条主要河流的水体中,只有Cd和Zn与两种ARGs表现出显著的相关性。结果表明,三大河流的ARGs污染处于起步阶段,检测丰度低,环境因素的影响很小,ARG之间的相互作用似乎是主要的驱动力。本研究为进一步了解热带海岛环境中ARGs的发生及其影响因素提供了科学依据。为后续管理奠定基础。
    In this study, the occurrence and distribution of 49 antibiotic resistance genes (ARGs) and two integrase genes (intl1, intl2) in three major rivers of Hainan Island, China, were investigated in July 2021, and to explore the spatial distribution of the target genes in the three rivers with the potential influencing factors such as regional characteristics and environmental factors. The results showed that a total of 46 ARGs and two integrase genes were detected in water and sediment, and the absolute abundance of ARGs ranged from 1.16 × 103 to 2.97 × 107 copies/L and 3.34 × 103-1.55 × 107 copies/g. ARGs of macrolides, aminoglycosides, and sulfonamides were this study\'s main types of ARGs. The aadA2, tetE, ermF, tetX, aac(6\')-Ib, tetW, and qnrS genes are predominant ARGs in the water and sediment of the three rivers. The relative abundance of ARGs shows higher abundance in the midstream and downstream and lower abundance in the upstream and estuarine. After conducting a correlation analysis, it was found that there was a significant positive correlation between the ARGs detected in the water of the three main rivers. However, in sediment, tetC was negatively correlated with tetQ, macB was negatively correlated with ermF and ereA (p < 0.05), while the remaining ARGs showed positive correlations. Specifically, there was no significant positive correlation between tetQ and tetC, macB and ereA, and ermF in the sediments. Among the nine environmental factors studied, pH was found to be the main factor associated with the occurrence of ARGs in the aquatic environment, but it was also significantly associated with only nine ARGs. Among the detected heavy metals, only Cd and Zn showed significant correlations with the two ARGs in the water bodies of the three main rivers. It indicated that the pollution of ARGs in the three major rivers was in the initial stage, the detection abundance was low, the influence of environmental factors was small, and the interaction between ARGs seemed to be the main driving force. This study provides a scientific basis for further understanding the occurrence of ARGs and their influencing factors in a tropical island environment, and lays a foundation for subsequent management.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    面对能源基础设施项目的扩张,了解社会和环境影响以及家庭适应战略对于为促进福祉的缓解和干预计划提供信息至关重要。在这里,我们对七个社区进行了调查,这些社区分布在马德拉河洪泛区约250公里的巴西亚马逊河水电站大坝群的不同程度。根据对这些社区154名渔民的采访,我们研究渔民如何感知渔业产量的变化,鱼类组成的变化,以及适应策略在大坝建设8-9年后是否以及如何演变。大多数受访者(91%)表示上游和下游区域的大坝后产量下降。多变量分析显示,所有群落以及上游和下游区域在大坝前和大坝后时期的物种产量组成存在统计学上的显着差异(p<0.001)。大坝建成后产量的构成多样化,市场价值最高的物种的产量明显下降(例如,Catfishes短颈口。,假桔梗属。,和jatuaranaBryconspp.),以及一组其他体积较小、生长较快的物种的产量增加(例如,\'branquinhas\'Psectrogaster属。,Potamohinnaspp.,和沙丁鱼Triportheusspp.).下游和上游渔民均表示,自大坝建设以来,捕捞利润下降(分别为76.8%和67.9%,分别)。为了应对这些变化,大多数上游和下游渔民(>70%)表示,在大坝建成后,他们不得不花更多的时间捕鱼。上游社区渔民前往捕鱼地点的时间也增加了(77.1%),但不是下游社区。34%的受访者在修建水坝后改变了捕鱼的渔具,提到使用非选择性齿轮的次数是原来的两倍,比如刺网,以及减少使用传统渔具,如castnet和陷阱(“covi”)。鱼类消费量总体下降:在大坝之前,每天都会消耗鱼类,但每周1-2次或很少在大坝建成后。尽管下降的物种是具有高经济价值的物种,53%的渔民表示,大坝建成后,鱼价整体上涨。这些结果揭示了渔民面临的潜在挑战,以及自修建水坝以来,渔民为维持生计而演变的适应战略。
    Understanding social and environmental impacts and household adaptation strategies in the face of expansions in energy infrastructure projects is essential to inform mitigation and interventions programs that promote well-being. Here we conducted surveys in seven communities distributed across varying degrees of proximity to a hydropower dam complex in the Brazilian Amazon along about 250 km of the floodplain of the Madeira River. Based on interviews with 154 fishers from these communities, we examine how fishers perceived changes in fisheries yields, changes in the composition of fish species, and whether and how adaptation strategies had evolved 8-9 years after the dams\' construction. Most respondents (91%) indicated declines in yields after the dams for both upstream and downstream zones. Multivariate analyses revealed statistically significant differences in the composition of species yields in pre-and post-dam periods for all communities and in both upstream and downstream zones (p < 0.001). The composition of yields diversified after the dams, with an apparent decline in yields of species of greatest market value (e.g., catfishes Brachyplatystoma spp., Pseudoplatystoma spp., and jatuarana Brycon spp.), and increases in yields of a set of other smaller bodied and faster growing species (e.g., \'branquinhas\' Psectrogaster spp., Potamohinna spp., and sardines Triportheus spp.). Both downstream and upstream fishers indicated that fishing profits decreased since the dams\' construction (76.8% and 67.9%, respectively). To cope with these changes, the majority of both upstream and downstream fishers (>70%) stated they have had to devote more time to fishing after the dams were built. The time fishers spend traveling to fishing locations also increased for upstream communities (77.1%), but not for downstream communities. Thirty-four percent of the interviewees changed the gear they use to fish after the dams construction, with twice as many mentioning uses of non-selective gear, such as gillnets, and declining use of traditional fishing gears such as castnets and a trap (\"covi\"). Fish consumption overall decreased: fish was consumed \'everyday\' before the dams, but 1-2 times per week or rarely after the dams were built. Although the species that declined were those of high economic value, 53% of fishers stated fish prices have increased overall after the dams. These results shed light on the potential challenges faced by fishers and which adaptation strategies they have evolved to maintain livelihoods since the construction of the dams.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    热带淡水的巨大生物多样性加上水库建设的大量增加,促使人们了解筑坝造成的生态影响。使用在TelesPires河(亚马逊河流域)上的水力发电厂填充之前(一年)和之后(四年)获得的很少可用的数据,对丰度的影响,生物量,使用两种互补方法评估了鱼类组合的多样性:具有混合模型和协方差分析的BACI(控制前后影响)设计。显著的前后×控制-影响相互作用的丰度,生物量,观察到物种丰富度,填充后丰度和物种丰富度降低,生物量更稳定。一些丰富的物种,比如JupiabaPolylepis,Jupiabaacanthogaster,诺杜斯cf。这些人,和Moenkhausialepidura等等,大量下降或从撞击地点消失。然而,与大坝无关的时间变化,特别是空间变化解释了所有分析的响应变量的更多变化,包括物种组成,协方差分析显示,与筑坝无关,总体呈负面趋势。这项研究说明了BACI设计评估筑坝效果的有用性,而且其他统计方法也是互补的,鉴于确定控制地点的难度和大多数生态时间序列的长度较短。结果还表明,保护水库上游的支流和时空环境变化的自然状态可能有助于减轻热带生态系统中筑坝的影响。
    The enormous biodiversity of tropical freshwater combined with a considerable increase in the construction of reservoirs urges to understand the ecological effects caused by damming. Using rarely available data obtained before (one year) and after (four years) the filling of a hydroelectric plant on the Teles Pires River (Amazon River basin), the effects on abundance, biomass, and diversity of the fish assemblage were evaluated using two complementary approaches: a BACI (before-after-control-impact) design with mixed models and analyses of covariance. Significant Before-After × Control-Impact interactions in abundance, biomass, and species richness were observed, with decreases of abundance and species richness and more stable biomass after filling. Some abundant species, such as Jupiaba polylepis, Jupiaba acanthogaster, Knodus cf. heteresthes, and Moenkhausia lepidura among others, declined in abundance or disappeared from the impact sites. However, temporal and particularly spatial variation independent of damming explained more variation in all the response variables analyzed, including species composition, and analyses of covariance demonstrated general negative trends irrespective of damming. This study illustrates the usefulness of BACI designs to assess the effects of damming but also that other statistical approaches are complementary, given the difficulty of identifying control sites and the short length of most ecological time series. The results also suggest that preserving tributaries upstream of reservoirs and natural regimes of spatial and temporal environmental variation might help to mitigate the impacts of damming in tropical ecosystems.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    这项研究介绍了哥伦比亚马格达莱纳河的两个洪泛区湖泊(SanJuana和Barbacoas)的长期演变,与河流的连通性程度不同,对气候事件的响应也不同(即,极端洪水和干旱)。通过基于多代理的重建,包括硅藻,确定了历史上的湖泊学变化,沉降,和沉积物地球化学,而历史气候变化是通过应用标准化的降水-蒸散指数得出的。通过多变量分析和广义加性模型评估了气候和湖泊变化的主要梯度。更孤立的圣胡安娜湖的重建跨越了最近的c。500年。在公元1,620年至1,750年之间,如高碎屑输入所示,河流淹没的情况普遍存在,还原条件,和浮游硅藻的优势。自1800年代初以来,河流蜿蜒变得断开,输送到富含嗜空气硅藻和有机物的沼泽状环境中。当前的湖泊是在1960年代中期左右形成的,其中包括底栖和浮游硅藻,在沉积物和营养物质逐渐增加的情况下,更多的含氧水。Barbacoas湖的重建,与马格达莱纳河直接相连的水体,在过去的60年中,随着ENSO条件的变化,河流-湿地-湖泊条件交替变化。潮湿时期以浮游和底栖硅藻为主,尽管嗜空气硅藻物种在干旱时期盛行;在1987年和1992年的两个强烈的ENSO时期,湖泊几乎干燥,沉积率飙升。2000年后沉积速率的逐渐增加表明,其他因素而不是气候也在影响湖泊中的沉积物沉积。我们认为,与马格达莱纳河的水文连通性是控制湖泊对人类压力的长期响应的主要因素,高度连接的湖泊对ENSO事件的反应更强烈,而孤立的湖泊对当地土地利用的变化更敏感。
    This study presents the long-term evolution of two floodplains lakes (San Juana and Barbacoas) of the Magdalena River in Colombia with varying degree of connectivity to the River and with different responses to climate events (i.e., extreme floods and droughts). Historical limnological changes were identified through a multiproxy-based reconstruction including diatoms, sedimentation, and sediment geochemistry, while historical climatic changes were derived from the application of the Standardised Precipitation-Evapotranspiration Index. The main gradients in climatic and limnological change were assessed via multivariate analysis and generalized additive models. The reconstruction of the more isolated San Juana Lake spanned the last c. 500 years. Between c. 1,620 and 1,750 CE, riverine-flooded conditions prevailed as indicated by high detrital input, reductive conditions, and dominance of planktonic diatoms. Since the early 1800s, the riverine meander became disconnected, conveying into a marsh-like environment rich in aerophil diatoms and organic matter. The current lake was then formed around the mid-1960s with a diverse lake diatom flora including benthic and planktonic diatoms, and more oxygenated waters under a gradual increase in sedimentation and nutrients. The reconstruction for Barbacoas Lake, a waterbody directly connected to the Magdalena River, spanned the last 60 years and showed alternating riverine-wetland-lake conditions in response to varying ENSO conditions. Wet periods were dominated by planktonic and benthic diatoms, while aerophil diatom species prevailed during dry periods; during the two intense ENSO periods of 1987 and 1992, the lake almost desiccated and sedimentation rates spiked. A gradual increase in sedimentation rates post-2000 suggests that other factors rather than climate are also influencing sediment deposition in the lake. We propose that hydrological connectivity to the Magdalena River is a main factor controlling lake long-term responses to human pressures, where highly connected lakes respond more acutely to ENSO events while isolated lakes are more sensitive to local land-use changes.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Sci-hub)

       PDF(Pubmed)

  • 文章类型: Journal Article
    A major programme of dam building is underway in many of the world\'s tropical countries. This raises the question of whether existing research is sufficient to fully understand the impacts of dams on tropical river systems. This paper provides a systematic review of what is known about the impacts of dams on river flows, sediment dynamics and geomorphic processes in tropical rivers. The review was conducted using the SCOPUS® and Web of Science® databases, with papers analysed to look for temporal and geographic patterns in published work, assess the approaches used to help understand dam impacts, and assess the nature and magnitude of impacts on the flow regimes and geomorphology (\'hydromorphology\') of tropical rivers. As part of the review, a meta-analysis was used to compare key impacts across different climate regions. Although research on tropical rivers remains scarce, existing work is sufficient to allow us to draw some very broad, general conclusions about the nature of hydromorphic change: tropical dams have resulted in reductions in flow variability, lower flood peaks, reductions in sediment supply and loads, and complex geomorphic adjustments that include both channel incision and aggradation at different times and downstream distances. At this general level, impacts are consistent with those observed in other climate regions. However, studies are too few and variable in their focus to determine whether some of the more specific aspects of change observed in tropical rivers (e.g. time to reach a new, adjusted state, and downstream recovery distance) differ consistently from those in other regions. The review helps stress the need for research that incorporates before-after comparisons of flow and geomorphic conditions, and for the wider application of tools available now for assessing hydromorphic change. Very few studies have considered hydromorphic processes when designing flow operational policies for tropical dams.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Sci-hub)

  • 文章类型: Journal Article
    河流在全球水和碳循环中起着重要作用,但是关于蒸发和水生光合作用仍然存在很大的不确定性。在这里,我们结合了水化学的测量,同位素组成(即,δDw,δ18Ow,δ13CDIC和Δ14CDIC)和地理特征(即,河流宽度),以阐明海南岛河流中的河流水文和生物地球化学过程,中国。结果表明,河水中的溶解无机碳(DIC)主要是现代起源,基于14CDIC的同位素质量平衡,约95%来自当代生物来源。在这些热带河流中,大量的水和DIC在水柱中迅速翻转,同时发生了大量的蒸发和水生初级生产,改变水循环和碳平衡。在源头部分观察到高蒸发率和水生初级生产,河流宽度较窄,但空气-水界面处的可用反应表面积较宽。不同河段的不对称水生光合作用导致溶解溶质的空间异质性。结果表明,在平坦的热带河流中,水-空气界面处的可用反应区是同步失水和溶解碳演化的原因。这项研究提供的证据表明,强烈的蒸发和水生光合作用主要发生在源头部分,这对理解全球碳循环具有重要意义。
    Rivers play an important role in global water and carbon cycling, but there are still large uncertainties concerning evaporation and aquatic photosynthesis. Here we combined measurements of water chemistry, isotopic compositions (i.e., δDw, δ18Ow, δ13CDIC and ▵14CDIC) and geographic characteristics (i.e., river width) to elucidate in-stream hydrological and biogeochemical processes across rivers in Hainan Island, China. The results showed that dissolved inorganic carbon (DIC) in river waters was largely of modern origin, with about 95% from contemporary biogenic sources based on an isotopic mass balance of ▵14CDIC. Significant evaporation and aquatic primary production co-occurred in these tropical rivers with large amounts of water and DIC being rapidly turned over in the water column, altering the water cycle and the carbon balance. High rates of evaporation and aquatic primary production were observed in the headwater segments, with narrow river width but broad available reactive surface area at the air-water interface. The asymmetric aquatic photosynthesis at different river segments caused the spatial heterogeneities of dissolved solutes. The results suggest that the available reactive area at the water-air interface is responsible for synchronous water loss and dissolved carbon evolution in flat tropical rivers. This study provides evidence that intense evaporation and aquatic photosynthesis mainly occurred in headwater segments, which has implications for understanding global carbon cycling.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Sci-hub)

  • 文章类型: Journal Article
    热带河流泥沙运移的调查对于规划有效的流域综合管理以预测河流变化至关重要。热带地区的河流和沉积物的特征与欧洲和美国的河流相比有所不同,在那里,沉积物的中位数大小往往要精细得多。河流的起源主要是热带森林。由于确定泥沙运移的复杂性,文献中推荐了许多泥沙输运方程。然而,预测结果的准确性仍然很低,特别是热带河流。现有的大多数方程是使用多元非线性回归(MNLR)开发的。最近,机器学习已成为在复杂水文问题中提高模型预测精度的首选方法。与传统的MNLR方法相比,机器学习算法具有先进性,可以产生有用的预测模型。在这项研究中,三种机器学习模型,即进化多项式回归(EPR),多基因遗传编程(MGGP)和M5树模型(M5P),用于模拟马来西亚河流的泥沙运输。预测模型的公式化变量源自马来西亚河流相关文献中报告的修订方程式。在三种机器学习模型中,根据不同的统计测量标准,EPR给出了最佳预测模型,其次是MGGP和M5P。机器学习在改善高数据值的预测分布方面非常出色,但与低数据值的观察相比缺乏准确性。这些结果表明,需要进一步的研究来提高机器学习模型预测泥沙运移的准确性。
    The investigation of sediment transport in tropical rivers is essential for planning effective integrated river basin management to predict the changes in rivers. The characteristics of rivers and sediment in the tropical region are different compared to those of the rivers in Europe and the USA, where the median sediment size tends to be much more refined. The origins of the rivers are mainly tropical forests. Due to the complexity of determining sediment transport, many sediment transport equations were recommended in the literature. However, the accuracy of the prediction results remains low, particularly for the tropical rivers. The majority of the existing equations were developed using multiple non-linear regression (MNLR). Machine learning has recently been the method of choice to increase model prediction accuracy in complex hydrological problems. Compared to the conventional MNLR method, machine learning algorithms have advanced and can produce a useful prediction model. In this research, three machine learning models, namely evolutionary polynomial regression (EPR), multi-gene genetic programming (MGGP) and M5 tree model (M5P), were implemented to model sediment transport for rivers in Malaysia. The formulated variables for the prediction model were originated from the revised equations reported in the relevant literature for Malaysian rivers. Among the three machine learning models, in terms of different statistical measurement criteria, EPR gives the best prediction model, followed by MGGP and M5P. Machine learning is excellent at improving the prediction distribution of high data values but lacks accuracy compared to observations of lower data values. These results indicate that further study needs to be done to improve the machine learning model\'s accuracy to predict sediment transport.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    The water quality and trends in 12 tropical rivers in northeastern Brazil over a 27-year period (1990-2016; N = 39,008 samples) were evaluated. The analyzed parameters included temperature, conductivity, pH, dissolved oxygen (DO), biochemical oxygen demand (BOD), nitrogen (NH4+), total phosphorus (P), and fecal coliforms. Densely populated basins (> 1000 inhab km-2) presented lower DO values (average 3.4 mg l-1; 43% DO saturation), while those with low demographic density (< 100 inhab km-2) presented values that aligned well with the recommendations of environmental legislation (average 5.8 mg l-1; 75% DO saturation). The NH4+ and P compound concentrations were typical of water bodies affected by urban inputs. The average p values were above the allowable limit (< 0.1 mg l-1) at all stations. The NH4+ values were high at the stations showing low DO concentrations, which suggested that due to reducing conditions after NH4+ accumulation was favored in those aquatic systems. In densely populated basins, the average fecal coliform concentrations were > 40,000 MPN 100 ml-1, indicating the input of improperly treated domestic/industrial liquid wastes. For the period from 1990 to 2016, 45% of the stations (N = 19) showed a rate of DO reduction that ranged from 0.01 to 0.17 mg l-1.O2 year-1. An increase in NH4+ concentrations was observed in 33% of the stations (N = 14), with an estimated average increase rate from 0.013 to 1.8 mg l-1 NH4+ year-1. These results demonstrated that the rates of increase in anthropogenic factors were significant (p < 0.05), while the natural factors remained constant.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号