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Impacts of a partially connected wastewater treatment plant on the water quality of stormwater drains used as an irrigation source 部分连通的污水处理厂对用作灌溉水源的雨水渠水质的影响
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-02 DOI: 10.3389/fenvs.2024.1412717
S. A. P. T. Samaraweera, M. M. M. Najim, Bader Alhafi Alotaibi, Abou Traore
Urban stormwater drains in Kurunegala City collect runoff and untreated wastewater, leading to public health problems. The Greater Kurunegala Sewage Treatment Plant (GKSTP) was commissioned in 2018 and currently operates at 73% of its capacity to combat public health issues. This study assessed the water quality of canals, comparing it with standards and pre-GKSTP conditions. Water samples were collected from seven sites during dry and wet seasons, and physicochemical parameters were measured. The data underwent spatial and temporal analysis using the general linear model (GLM). Additionally, cluster analysis and distance-based redundancy analysis were employed. The water quality index (WQI) was employed to evaluate the effectiveness of the treatment plant. The study revealed significant spatial and temporal variations in physicochemical parameters along the canals (p < 0.05, GLM), with higher pollution levels during wet months. The WQI improved from 35 (2005) to 49 at present, indicating enhanced water quality (p < 0.05, ANOVA), although it remains unsatisfactory. This study provides novel insights into the limitations of conventional wastewater treatment practices, demonstrating that merely treating wastewater and discharging it back into canals is insufficient. Research underscores the importance of rethinking treated wastewater reuse in achieving multiple sustainable development goals (SDGs). This approach offers a pragmatic path forward for enhancing water security and environmental sustainability globally.
库鲁内加拉市的城市雨水渠收集径流和未经处理的废水,导致公共卫生问题。大库鲁内加拉污水处理厂(GKSTP)于 2018 年投入使用,目前以 73% 的处理能力运行,以应对公共卫生问题。本研究对运河水质进行了评估,并将其与标准和大库伦内加拉污水处理厂投入使用前的状况进行了比较。研究人员在旱季和雨季从七个地点采集了水样,并测量了理化参数。使用一般线性模型 (GLM) 对数据进行了空间和时间分析。此外,还采用了聚类分析和基于距离的冗余分析。水质指数 (WQI) 被用来评估污水处理厂的有效性。研究显示,运河沿岸的理化参数存在明显的时空变化(p & lt; 0.05,GLM),潮湿月份的污染程度较高。水质指数从 35(2005 年)提高到目前的 49,表明水质有所改善(p< 0.05,方差分析),但仍不能令人满意。这项研究对传统废水处理方法的局限性提出了新的见解,表明仅仅处理废水并将其排放回运河是不够的。研究强调了重新思考废水处理后再利用对实现多个可持续发展目标(SDGs)的重要性。这种方法为加强全球水安全和环境可持续性提供了一条务实的前进道路。
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引用次数: 0
Soil compounding promotes the improvement of aeolian sandy soil in the Mu Us Sandy Land 土壤复合化促进了木乌苏沙地风化沙土的改良
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-02 DOI: 10.3389/fenvs.2024.1435618
Shichao Chen, Xue Chen, Hejun Zuo, Min Yan, Haibing Wang, Xiaole Li
Aeolian sandy soil and loess soil of the Mu Us Sandy Land are used as the research material in this study to investigate the effect of soil compounding on the improvement of aeolian sandy soil and to provide a feasible approach for sand prevention and sand control. In particular, loess soils were compounded at 0%, 20%, 40%, 60%, 80%, and 100% by volume percentage of the compounded soils. The improvement benefits of compounded soils on their textural properties, water-holding capacity, and fertilizer-retention capacity at different blending ratios were evaluated. The results showed that following the compounding of aeolian sandy and loess soils, with the increase of the loess proportion, the texture type of the compounded soil transforms from sandy soil to loamy sandy soil to sandy loam to loamy soil to powdery loam. Moreover, granular gradation was observed, the bulk density gradually decreased, the capillary porosity gradually increased, and the performance of water- and fertilizer-holding properties gradually increased and strengthened. The spatial variability of compounded soil bulk density, capillary porosity, and the water-holding and fertilizer-retention properties was almost entirely controlled by the proportion of loess soil. A theoretical basis is provided in this study for aeolian sandy soil improvement in the Mu Us Sandy Land that can be extended to similar areas, providing a feasible sand management approach.
本研究以乌苏沙地的风化沙土和黄土为研究材料,探讨土壤复合对风化沙土改良的影响,为防沙治沙提供一种可行的方法。其中,黄土按体积百分比分别为 0%、20%、40%、60%、80% 和 100%进行复配。评估了不同掺混比例下复合土对其纹理特性、持水能力和保肥能力的改善效果。结果表明,将风化砂土和黄土复配后,随着黄土比例的增加,复配土壤的质地类型从砂土转变为黄砂土、砂壤土、壤土和粉壤土。此外,颗粒级配出现,容重逐渐减小,毛管孔隙度逐渐增大,保水保肥性能逐渐增强。复合土壤容重、毛管孔率、保水保肥性能的空间变化几乎完全受黄土比例的控制。本研究为木乌斯沙地风化沙土改良提供了理论依据,可推广到类似地区,为沙地治理提供了可行的方法。
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引用次数: 0
The effects of grazing and the meteorologic factors on wind-sand flux in the desert steppe 放牧和气象因素对沙漠草原风沙通量的影响
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-02 DOI: 10.3389/fenvs.2024.1428828
Biao Meng, Cuiping Gao, Shijie Lv, Guodong Han, Zhiguo Li, Junran Li, Qian Wu, Feng Zhang
Introduction: Affected by global climate warming and changing rainfall patterns, the degree of soil desiccation in arid grasslands has increased and soil wind erosion has become a major environmental concern. Understanding and controlling the characteristics of sand flux and wind erosion caused by the degradation of grassland vegetation, as well as their changing patterns, has become a top priority in combating grassland degradation. Therefore, the aim of this study is to clarify the extent of wind erosion in desert grasslands and its influencing factors in order to provide a theoretical basis and data support for the restoration of grassland vegetation and the sustainable development of grassland livestock production.Methods: Use of SAS and Origin statistical software to perform multifactorial analysis of variance on variables such as year, stocking rate, meteorological conditions and wind-sand flux to determine the degree of influence of different factors on sand flux and the magnitude of interactions among different factors.Results and discussion: The results showed that wind-sand flux was higher when rainfall was low and stocking intensity was high. Specifically, the wind-sand flux increased by 50.3% and 83.6% in the moderate and high grazing treatments, respectively, compared to the control. The data obtained also showed that there was a significant interaction between climate and grazing intensity, suggesting that an increase in one factor may attenuate the differences in wind-sand flux at different levels of other factors. There is likely to be a threshold effect of stocking rate of moderate grazing on the variation of wind-sand flux influenced by different factors. In summary, the factors affecting wind-sand flux in the arid desert steppe are numerous and complex, with stocking rates below moderate grazing being key to reducing wind-sand flux.
导言:受全球气候变暖和降雨模式变化的影响,干旱草原的土壤干燥程度加剧,土壤风蚀已成为一个主要的环境问题。了解和控制草原植被退化引起的风沙流动和风蚀的特征及其变化规律,已成为防治草原退化的当务之急。因此,本研究旨在阐明荒漠草原风蚀的程度及其影响因素,为恢复草原植被和可持续发展草原畜牧业生产提供理论依据和数据支持:方法:利用SAS和Origin统计软件对年份、放养率、气象条件和风沙通量等变量进行多因素方差分析,确定不同因素对风沙通量的影响程度以及不同因素间的交互作用大小:结果表明,当降雨量低、放养强度高时,风沙通量较高。具体而言,与对照组相比,中度和高度放牧处理的风沙通量分别增加了 50.3% 和 83.6%。获得的数据还显示,气候与放牧强度之间存在显著的交互作用,这表明在其他因子水平不同的情况下,一个因子的增加可能会减弱风沙通量的差异。适度放牧的放养率对不同因素影响下的风沙通量变化可能存在临界效应。总之,影响干旱荒漠草原风沙通量的因素繁多而复杂,低于适度放牧的放养率是降低风沙通量的关键。
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引用次数: 0
Is carbon trading working for construction companies green development ? Evidence from listed Chinese companies 碳交易对建筑企业的绿色发展有效吗?来自中国上市公司的证据
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-02 DOI: 10.3389/fenvs.2024.1414086
Jinzhao Tian, Yisheng Liu, Mengru Lan
This study investigates the impact of China’s carbon emission trading (CET) framework on the green development of the construction sector, a topic that has been underexplored. Utilizing annual data from 107 publicly listed construction companies from 2007 to 2022, we apply green total factor productivity (GTFP) as a metric for green development. Our findings reveal that GTFP increased by 0.36 during this period. Using the Difference-in-Differences (DID) methodology, we account for factors such as market dimensions, ownership structure, financial stability, geographical location, and state financial aid. The interaction term coefficient in our model is 0.0089, significant at the 1% level, indicating that CET implementation has significantly improved GTFP in construction enterprises. Heterogeneity analysis further shows that the CET’s impact is more pronounced in large-scale, state-owned, highly indebted enterprises, those located in the eastern region, and those receiving government subsidies, with coefficients of 0.112, 0.0108, 0.0092, 0.0133, and 0.0099, respectively, all significant at the 1% level. These results underscore the importance of unified market development and tailored governance strategies. The study concludes with policy recommendations and calls for further research to explore CET’s nuanced impacts across different sectors and regions.
本研究探讨了中国碳排放交易(CET)框架对建筑行业绿色发展的影响。利用 107 家上市建筑公司 2007 年至 2022 年的年度数据,我们采用绿色全要素生产率(GTFP)作为衡量绿色发展的指标。研究结果表明,在此期间,绿色全要素生产率提高了 0.36。利用差分法(DID),我们考虑了市场维度、所有权结构、财务稳定性、地理位置和国家财政补贴等因素。模型中的交互项系数为 0.0089,在 1%的水平上显著,表明 CET 的实施显著改善了建筑企业的 GTFP。异质性分析进一步表明,CET 对大型企业、国有企业、高负债企业、东部地区企业和接受政府补贴的企业的影响更为明显,系数分别为 0.112、0.0108、0.0092、0.0133 和 0.0099,均在 1%的水平上显著。这些结果凸显了统一市场开发和有针对性的治理战略的重要性。本研究最后提出了政策建议,并呼吁开展进一步研究,探讨继续教育与培训对不同行业和地区的细微影响。
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引用次数: 0
Spatial distribution characteristics of soil organic matter in different land uses and its coupling with soil animals in the plateau basin in the South China Karst basin 中国南方喀斯特盆地高原盆地不同土地利用条件下土壤有机质的空间分布特征及其与土壤动物的耦合关系
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-01 DOI: 10.3389/fenvs.2024.1417949
Xingfu Wang, Xianfei Huang, Xun Zhu, Nayiyu Wu, Zhenming Zhang, Yi Liu, Yu Huang, Jiwei Hu
Karst landforms are widely distributed in southern China. The terrain and soil properties in karst basins are complex, which results in high spatial heterogeneity of the ecological environment and soil organic matter (SOM) in karst watersheds. To investigate the spatial distribution characteristics of SOM in different land uses in the karst plateau basin, a total of 3,816 soil samples were taken from 568 soil profiles. The soil animals and different soil properties were recorded, and the concentration of SOM was tested using the potassium dichromate method in the laboratory. Then, the changes in the SOM content associated with soil animals and the soil properties associated with the different land use types were analyzed. The results showed a large discrepancy in SOM in the karst plateau basin. The average values of SOM in different soil layers were between 9.23 g kg−1 and 59.39 g kg−1. The SOM decreased in the following order: forestland &gt; grassland &gt; barren land &gt; cultivated land &gt; garden land. The SOM in soil in which soil animals are present is generally greater than that in the absence of soil animals, and the SOM partially increases with soil species diversity. Agrotis segetum is the main soil animal species that positively affects the distribution of organic matter in the surface soil layer. The SOM in soil with the phylum Annelida is much greater than that in soils with other animals, and earthworms are the main contributor. The structure of soil animal species is complex, and the change trend of SOM is stable. The major positive factors affecting soil animal diversity are soil thickness, soil humidity and soil structure, and rock outcrops are the main negative factor. In summary, good land use can increase animal diversity and abundance in soil, which promotes soil organic matter accumulation. Moreover, microtopography is an important factor that influences soil organic matter accumulation in karst basins and further affects the restructuring of the spatial distribution of soil organic matter.
岩溶地貌在中国南方分布广泛。岩溶流域地形和土壤特性复杂,导致岩溶流域生态环境和土壤有机质(SOM)的空间异质性较高。为了研究岩溶高原流域不同土地利用条件下土壤有机质的空间分布特征,研究人员从 568 个土壤剖面中采集了 3816 个土壤样品。记录了土壤动物和不同的土壤性质,并在实验室使用重铬酸钾法检测了 SOM 的浓度。然后,分析了与土壤动物和不同土地利用类型相关的土壤性质有关的 SOM 含量变化。结果表明,岩溶高原盆地的 SOM 存在很大差异。不同土层的 SOM 平均值介于 9.23 g kg-1 和 59.39 g kg-1 之间。SOM依次减少:林地、草地、荒地、耕地、园地。有土壤动物存在的土壤中的 SOM 通常大于无土壤动物存在的土壤中的 SOM,而且 SOM 会随着土壤物种多样性的增加而部分增加。Agrotis segetum 是对表层土壤有机质分布有积极影响的主要土壤动物物种。有环节动物门的土壤中的 SOM 远远大于有其他动物的土壤,而蚯蚓是主要的贡献者。土壤动物种类结构复杂,SOM 变化趋势稳定。影响土壤动物多样性的主要有利因素是土壤厚度、土壤湿度和土壤结构,而岩石露头是主要的不利因素。综上所述,良好的土地利用可以增加土壤中动物的多样性和丰度,促进土壤有机质的积累。此外,微地形也是影响岩溶盆地土壤有机质积累的重要因素,并进一步影响土壤有机质空间分布的结构调整。
{"title":"Spatial distribution characteristics of soil organic matter in different land uses and its coupling with soil animals in the plateau basin in the South China Karst basin","authors":"Xingfu Wang, Xianfei Huang, Xun Zhu, Nayiyu Wu, Zhenming Zhang, Yi Liu, Yu Huang, Jiwei Hu","doi":"10.3389/fenvs.2024.1417949","DOIUrl":"https://doi.org/10.3389/fenvs.2024.1417949","url":null,"abstract":"Karst landforms are widely distributed in southern China. The terrain and soil properties in karst basins are complex, which results in high spatial heterogeneity of the ecological environment and soil organic matter (SOM) in karst watersheds. To investigate the spatial distribution characteristics of SOM in different land uses in the karst plateau basin, a total of 3,816 soil samples were taken from 568 soil profiles. The soil animals and different soil properties were recorded, and the concentration of SOM was tested using the potassium dichromate method in the laboratory. Then, the changes in the SOM content associated with soil animals and the soil properties associated with the different land use types were analyzed. The results showed a large discrepancy in SOM in the karst plateau basin. The average values of SOM in different soil layers were between 9.23 g kg<jats:sup>−1</jats:sup> and 59.39 g kg<jats:sup>−1</jats:sup>. The SOM decreased in the following order: forestland &amp;gt; grassland &amp;gt; barren land &amp;gt; cultivated land &amp;gt; garden land. The SOM in soil in which soil animals are present is generally greater than that in the absence of soil animals, and the SOM partially increases with soil species diversity. <jats:italic>Agrotis segetum</jats:italic> is the main soil animal species that positively affects the distribution of organic matter in the surface soil layer. The SOM in soil with the phylum Annelida is much greater than that in soils with other animals, and earthworms are the main contributor. The structure of soil animal species is complex, and the change trend of SOM is stable. The major positive factors affecting soil animal diversity are soil thickness, soil humidity and soil structure, and rock outcrops are the main negative factor. In summary, good land use can increase animal diversity and abundance in soil, which promotes soil organic matter accumulation. Moreover, microtopography is an important factor that influences soil organic matter accumulation in karst basins and further affects the restructuring of the spatial distribution of soil organic matter.","PeriodicalId":12460,"journal":{"name":"Frontiers in Environmental Science","volume":"22 1","pages":""},"PeriodicalIF":4.6,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141880782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Supporting bird diversity and ecological function in managed grassland and forest systems needs an integrative approach 在草地和森林管理系统中支持鸟类多样性和生态功能需要一种综合方法
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-08-01 DOI: 10.3389/fenvs.2024.1401513
Kirsten Jung, Miriam Teuscher, Stefan Böhm, Konstans Wells, Manfred Ayasse, Markus Fischer, Wolfgang W. Weisser, Swen C. Renner, Marco Tschapka
In modified production landscapes, biodiversity faces unprecedented pressures from human actions, resulting in significant species declines of plant and animal taxa, including birds. Understanding the underlying mechanisms responsible for such declines is essential to counteract further loss and support practitioners in conserving biodiversity and associated ecosystem function. In this study, we used standardized bird monitoring data collected over 6 years in managed forest and grassland areas across different regions in Germany, Central Europe. We combined these data with morphometric, ecological, behavioral, and acoustic trait data and detailed information on local land use management practices to understand how management decisions affect species and functional diversity, as well as ecological processes shaping local species composition. Our results reveal that the ecosystem and regional context must be considered to understand how management practices affect bird diversity aspects and composition. In forests, regional management decisions related to tree species and stand age affected bird diversity, as well as community and functional composition, and indicated environmental sorting due to ecological and behavioral requirements, biotic interactions, and morphometric constraints. In grasslands, independent of local management practices, increased intensity of land use resulted in an overall loss in bird species richness and functional diversity. Predominantly, constraints due to ecological or behavioral requirements affected bird species assemblage composition. In addition, our results indicated the importance of woody vegetation near managed grasslands and of considering environmental conditions beyond the local scale to support bird diversity and associated ecosystem functions. Our results highlighted that local management decisions can support bird diversity and maintain ecological function. However, this needs a view beyond the local scale of management units. It also demands a joint effort of biologists and land managers to integrate targeted conservation actions into regional management practices and create a network of habitats within production landscapes to protect nature, guard against biotic and functional homogenization, and prevent further degradation of ecosystems in production landscapes.
在经过改造的生产景观中,生物多样性面临着人类活动带来的前所未有的压力,导致包括鸟类在内的动植物类群物种数量大幅减少。了解造成物种减少的内在机制对于抵御物种的进一步减少和支持从业人员保护生物多样性及相关生态系统功能至关重要。在这项研究中,我们使用了在中欧德国不同地区的森林和草地管理区收集的标准化鸟类监测数据,这些数据历时 6 年。我们将这些数据与形态计量学、生态学、行为学和声学特征数据以及当地土地利用管理实践的详细信息相结合,以了解管理决策如何影响物种和功能多样性,以及影响当地物种组成的生态过程。我们的研究结果表明,要了解管理措施如何影响鸟类的多样性方面和组成,必须考虑生态系统和区域背景。在森林中,与树种和林龄有关的区域管理决策影响了鸟类的多样性以及群落和功能组成,并表明了由于生态和行为要求、生物相互作用和形态限制而导致的环境分类。在草地上,与当地的管理方法无关,土地使用强度的增加导致鸟类物种丰富度和功能多样性的整体损失。主要是生态或行为要求造成的限制影响了鸟类的物种组成。此外,我们的研究结果表明,管理草地附近的木本植被以及考虑局部范围以外的环境条件对支持鸟类多样性和相关生态系统功能的重要性。我们的研究结果表明,当地的管理决策可以支持鸟类多样性并维持生态功能。然而,这需要超越管理单位的局部范围。这还需要生物学家和土地管理者共同努力,将有针对性的保护措施纳入区域管理实践,并在生产景观中建立栖息地网络,以保护自然,防止生物和功能同质化,并防止生产景观中的生态系统进一步退化。
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引用次数: 0
Exploring bioremediation strategies for heavy metals and POPs pollution: the role of microbes, plants, and nanotechnology 探索重金属和持久性有机污染物污染的生物修复战略:微生物、植物和纳米技术的作用
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-31 DOI: 10.3389/fenvs.2024.1397850
Arun Karnwal, Savitri Martolia, Aradhana Dohroo, Abdel Rahman Mohammad Said Al-Tawaha, Tabarak Malik
Heavy metal and Persistent Organic Pollutants (POPs) pollution stemming from industrialization, intensive agriculture, and other human activities pose significant environmental and health threats. These contaminants persist in the air, soil, and water, particularly in industrialized nations, adversely affecting human health and ecosystems. While physical and chemical methods exist for detoxifying contaminated soil, they often have drawbacks such as high cost and technical complexity. Bioremediation, utilizing plants and microbes, offers a promising solution. Certain microorganisms like Streptomyces, Aspergillus and plant species such as Hibiscus and Helianthus show high metal adsorption capacities, making them suitable for bioremediation. However, plants’ slow growth and limited remediation efficiency have been challenges. Recent advancements involve leveraging plant-associated microbes to enhance heavy metal removal. Additionally, nanotechnology, particularly nano-bioremediation, shows promise in efficiently removing contaminants from polluted environments by combining nanoparticles with bioremediation techniques. This review underscores bioremediation methods for heavy metals using plants and microbes, focusing on the role of Plant Growth Promoting Rhizobacteria (PGPR) in promoting phytoremediation. It also explores the implementation of nanotechnologies for eliminating metals from polluted soil, emphasizing the significance of soil microbiomes, nanoparticles, and contaminant interactions in developing effective nano-remediation strategies for optimizing agriculture in contaminated fields.
工业化、集约农业和其他人类活动造成的重金属和持久性有机污染物(POPs)污染对环境和健康构成了重大威胁。这些污染物长期存在于空气、土壤和水中,尤其是在工业化国家,对人类健康和生态系统造成了不利影响。虽然有物理和化学方法可以对受污染的土壤进行解毒,但这些方法往往存在成本高、技术复杂等缺点。利用植物和微生物进行生物修复是一种很有前景的解决方案。某些微生物(如链霉菌、曲霉菌)和植物物种(如木槿和太阳花)具有很强的金属吸附能力,因此适合用于生物修复。然而,植物生长缓慢,修复效率有限,一直是个难题。最近的进展涉及利用植物相关微生物来提高重金属去除率。此外,纳米技术,尤其是纳米生物修复技术,通过将纳米粒子与生物修复技术相结合,有望有效清除污染环境中的污染物。本综述强调了利用植物和微生物对重金属进行生物修复的方法,重点介绍了植物生长促进根瘤菌(PGPR)在促进植物修复中的作用。它还探讨了如何利用纳米技术消除受污染土壤中的金属,强调了土壤微生物群、纳米颗粒和污染物相互作用在制定有效的纳米修复战略以优化受污染田地农业方面的重要意义。
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引用次数: 0
Soil temperature prediction based on explainable artificial intelligence and LSTM 基于可解释人工智能和 LSTM 的土壤温度预测
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-31 DOI: 10.3389/fenvs.2024.1426942
Qingtian Geng, Leilei Wang, Qingliang Li
Soil temperature is a key parameter in many disciplines, and its research has important practical significance. In recent years, the prediction of soil temperature by deep learning has achieved good results. However, deep learning is difficult to popularize in practical use because of its opacity. This study aims to interpret and analyze the Long Short Term Memory Network (LSTM) model for global soil temperature prediction using SHapley Additive exPlanation (SHAP), Permutation Importance (PI) and Partial Dependence Plot (PDP). The results show that Temperature of air at 2 m above the surface of land has the greatest influence on the prediction of soil temperature, and its SHAP and PI characteristic values have significant seasonality. Meanwhile, radiation also has a certain influence on the prediction results. There was a significant positive correlation between the temperature of 2 m and the soil temperature. The explanatory insights provided in this paper enhance the transparency and confidence of the model, which promotes the applicability of soil temperature prediction models in relevant fields.
土壤温度是许多学科的关键参数,其研究具有重要的现实意义。近年来,利用深度学习预测土壤温度取得了不错的效果。然而,深度学习因其不透明性,在实际应用中难以普及。本研究旨在利用SHAPLE Additive exPlanation(SHAP)、Permutation Importance(PI)和Partial Dependence Plot(PDP)对全球土壤温度预测的长短期记忆网络(LSTM)模型进行解释和分析。结果表明,地表以上 2 米处的空气温度对土壤温度的预测影响最大,其 SHAP 和 PI 特性值具有明显的季节性。同时,辐射对预测结果也有一定影响。2 m 温度与土壤温度之间存在明显的正相关。本文提供的解释性见解增强了模型的透明度和可信度,促进了土壤温度预测模型在相关领域的应用。
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引用次数: 0
Frontiers | Advancing sustainable agriculture: the role of integrated soil-crop management in maize production 前沿 | 推进可持续农业:土壤-作物综合管理在玉米生产中的作用
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-31 DOI: 10.3389/fenvs.2024.1426956
Zhan Wang, Xiaoxiao Zhao, Yongfeng Sun, Wei Liu, Guoqiang Zhao, Zhaohui Dang
ObjectiveThis study aims to evaluate the effectiveness of Integrated Soil-Crop System Management (ISSM) and provide technical support for sustainable high yield and efficiency in regional agriculture.MethodsThe study compared the effects of no fertilization (Control), conventional farmer practices (FP), high-yield management (HY), and ISSM on maize yield and plant nutrient uptake. Measurements included grain yield, plant biomass, plant nutrient absorption, and soil nutrient content across different management strategies.ResultsOver the 12-year experimental period, a significant decline in grain yield was observed under the Control treatment, with a slight decrease in the FP treatment. In contrast, consistent yield increases were noted for the HY and ISSM treatments. The ISSM approach significantly enhanced the average yield and plant uptake of P and K by 26%, 24%, and 32%, respectively, approaching 98%, 91%, and 85% of the levels achieved in the HY treatment. Furthermore, the average use efficiency of P and K fertilizers in the ISSM treatment exceeded those in the FP treatment by 18.7% and 1.2%, respectively, and those in the HY treatment by 17.4% and 24.8%, respectively. The adoption of ISSM led to a significant increase in total and available P and K content within the 0–20 cm and 20–40 cm soil layers and enhanced the available P and K content across all aggregate size fractions within the 0–20 cm soil layer.ConclusionISSM is capable of achieving long-term high and stable yields for spring maize, enhancing the uptake and utilization of P and K in plants, and bolstering the soil’s capacity to supply these nutrients, thereby fostering the sustainable development of the entire soil-crop system.
本研究旨在评估土壤-作物系统综合管理(ISSM)的有效性,并为地区农业的可持续高产高效提供技术支持。研究比较了不施肥(对照组)、常规农作(FP)、高产管理(HY)和土壤-作物系统综合管理对玉米产量和植物养分吸收的影响。在 12 年的实验期间,观察到对照组的谷物产量显著下降,FP 组的谷物产量略有下降。相比之下,HY 和 ISSM 处理的产量持续增加。ISSM 方法大大提高了平均产量,植物对 P 和 K 的吸收率分别提高了 26%、24% 和 32%,接近 HY 处理的 98%、91% 和 85%。此外,在 ISSM 处理中,P 肥和 K 肥的平均利用率分别比 FP 处理高出 18.7% 和 1.2%,比 HY 处理高出 17.4% 和 24.8%。采用 ISSM 后,0-20 厘米和 20-40 厘米土层中的总磷、钾含量和可利用磷、钾含量显著增加,0-20 厘米土层中所有团粒大小的可利用磷、钾含量均有所提高。
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引用次数: 0
Simulation and evaluation of ecosystem service value along the Yellow River in Henan Province, China 中国河南省黄河沿岸生态系统服务价值的模拟与评估
IF 4.6 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-07-31 DOI: 10.3389/fenvs.2024.1414639
Dong Zhao, Lanbo Guo, Guolong Chen, Lijie Yan, Tingting Sun
The unprecedented growth in population and swift industrial advancements exert considerable strains on the ecosystem, particularly within medium-sized and large urban landscapes. The critical investigation into the intricate links between current and prospective land utilization, as well as the ecosystem service value (ESV), holds considerable empirical relevance for the calibration of land usage frameworks, thereby contributing to the sustainable evolution of extensive urban zones. Utilizing GlobeLand 30 data, the present research probes into the pattern of land transformation and the spatial-temporal dispersal of ESV in Henan’s Yellow River vicinity over a span from 2000 to 2020. For the enhancement of land usage alignment, a Markov-PLUS fusion model was devised to gauge three disparate ESV transition scenarios slated for 2030, namely, natural development scenario (NDS), cropland protection scenario (CPS), and ecological protection scenario (EPS). The principal determinants of land transformation within the 2000–2020 period were recognized as elevation, populace concentration, and atmospheric temperature. Amid the rapid accretion of construction land engulfing substantial cropland and grassland areas, there was an ESV diminution to the tune of 1.432 billion RMB between 2000 and 2020. The ESV’s high-value regions were discerned within relatively undisturbed ecosystem zones, with the lower-value sections identified in cropland and constructed areas, where human interventions exerted pronounced effects on the ecosystem. In accordance with the 2030 land usage simulations and analyses, in contrast to alternative scenarios, the EPS exhibited the least fluctuation in land type alterations in 2030, demonstrated the most pronounced escalation in cold spot concentration, and reached a peak agglomeration level. This underscores that the EPS not only offers a refinement in land utilization configuration but also mediates the equilibrium between economic and ecological considerations. The insights derived from this investigation afford innovative evaluative methods for spatial planning, ecological recompense, and sustainable land exploitation within large- and medium-scale urban domains.
人口的空前增长和工业的快速发展对生态系统造成了巨大压力,尤其是在大中型城市景观中。对当前和未来土地利用以及生态系统服务价值(ESV)之间错综复杂的联系进行批判性调查,对于校准土地利用框架具有相当大的实证意义,从而有助于大面积城市区域的可持续发展。本研究利用 GlobeLand 30 数据,探讨了河南黄河流域 2000 年至 2020 年的土地转型模式和生态系统服务价值的时空分布。为了提高土地利用的一致性,研究人员设计了一个马尔可夫-PLUS融合模型,以衡量2030年三种不同的ESV转型情景,即自然发展情景(NDS)、耕地保护情景(CPS)和生态保护情景(EPS)。2000-2020 年间土地变化的主要决定因素被认为是海拔高度、人口密度和大气温度。在建设用地迅速增加吞噬大量耕地和草地的情况下,2000 年至 2020 年间,ESV 减少了 14.32 亿元人民币。ESV 的高价值区位于生态系统相对不受干扰的区域,而低价值区则位于耕地和建设区,在这些区域,人类干预对生态系统产生了明显的影响。根据 2030 年土地利用模拟和分析,与其他方案相比,EPS 方案在 2030 年土地类型变化的波动最小,冷斑浓度的升级最明显,并达到了聚集的峰值。这突出表明,EPS 不仅完善了土地利用配置,还在经济与生态之间实现了平衡。这项调查得出的见解为大中型城市的空间规划、生态补偿和可持续土地利用提供了创新的评估方法。
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引用次数: 0
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