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A Simplistic Mathematical Model for Carbon Oxidation in Moving Bed Bioreactor 移动床生物反应器中碳氧化的简易数学模型
IF 3.2 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-06-10 DOI: 10.1007/s41742-024-00618-1
R. Bhattacharya, P. Sanghamitra, D. Mazumder
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引用次数: 0
Bio-valorising Paddy Straw as an Inducer-Substrate for Ethanol Production using Fungal Secretome of Penicillium mallochii 利用马洛奇青霉的真菌分泌物组对稻草进行生物增效,将其作为乙醇生产的诱导剂-底物
IF 3.2 4区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2024-06-05 DOI: 10.1007/s41742-024-00621-6
Gurkanwal Kaur, M. S. Taggar, Anu Kalia
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引用次数: 0
Synthesis, Characterization, Photocatalytic and Antimicrobial Potential of Pr2O3/ZnO/gC3N4 Nanocomposite Pr2O3/ZnO/gC3N4 纳米复合材料的合成、表征、光催化和抗菌潜力
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-06-04 DOI: 10.1007/s41742-024-00617-2
Kiran Sabir Ali, Kausar Hussain Shah, Hafiz Muhammad Asif, Muhammad Ali Khan, Shabbir Hussain, Muhammad Tariq

In the current work, an efficient co-precipitation technique was used to develop a new Pr2O3/ZnO/g-C3N4 ternary nanocomposite. Fourier Transform Infrared Spectroscopy (FTIR), X-ray Diffraction (XRD), Scanning Electron Microscopy (SEM) and Energy Dispersive X-ray (EDX) were used for vibrational, structural, morphological, and compositional analysis, respectively. The FTIR spectrum confirmed the presence of characteristics vibrational bands associated with the Pr–O, Zn–O, at 603 cm−1 and 546 cm−1, respectively. The XRD pattern revealed the presence of diffraction peaks related to ZnO (hexagonal), Pr2O3 (hexagonal) and gC3N4 (tetragonal) in the nanocomposite. SEM images revealed that the nanocomposite has porous type morphology with high agglomeration. The photocatalytic activity of nanocomposite was assessed against organic dye pollutant Methylene blue (MB) and antibiotic Ciprofloxacin (CIP) under the sunlight irradiation. The maximum degradation efficiency of nanocomposite for MB 93% at pH = 11 and CIP 97% at pH = 6. The scavenger's experiment was carried out, and the findings demonstrate that the photocatalytic activity of MB and CIP is strongly dependent on the (•OH) and (O2•-) species. The antimicrobial activity was also analyzed against bacterial strains such as GrampositiveBacillus subtilis, Staphylococcus aureus, and Gram negative Klebsiella pneumoniae, Escherichia colispecies. The results showed higher inhibition zones against Escherichia coli.

本研究采用高效共沉淀技术开发了一种新型 Pr2O3/ZnO/g-C3N4 三元纳米复合材料。傅立叶变换红外光谱(FTIR)、X 射线衍射(XRD)、扫描电子显微镜(SEM)和能量色散 X 射线(EDX)分别用于振动、结构、形态和成分分析。傅立叶变换红外光谱证实了在 603 cm-1 和 546 cm-1 处分别存在与 Pr-O 和 Zn-O 相关的特征振动带。XRD 图谱显示,纳米复合材料中存在与 ZnO(六方)、Pr2O3(六方)和 gC3N4(四方)相关的衍射峰。扫描电镜图像显示,纳米复合材料具有多孔型形貌,团聚度较高。在阳光照射下,评估了纳米复合材料对有机染料污染物亚甲基蓝(MB)和抗生素环丙沙星(CIP)的光催化活性。在 pH = 11 时,纳米复合材料对甲基溴的最大降解效率为 93%;在 pH = 6 时,纳米复合材料对环丙沙星的最大降解效率为 97%。进行了清除剂实验,结果表明 MB 和 CIP 的光催化活性与(-OH)和(O2--)物种密切相关。此外,还分析了 MB 和 CIP 对革兰氏阳性枯草杆菌、金黄色葡萄球菌和革兰氏阴性肺炎克雷伯菌、大肠埃希菌等细菌菌株的抗菌活性。结果显示,对大肠埃希菌的抑制区较大。
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引用次数: 0
Odor Diffusion Control by Nanoparticles Filled Long-Chain Branched Polylactic Acid Film: Mechanism and Application Potential Research 纳米颗粒填充长链支链聚乳酸薄膜的气味扩散控制:机理与应用潜力研究
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-06-04 DOI: 10.1007/s41742-024-00622-5
Meiyun Feng, Zhiqiang Xu, Kuangfei Lin, Meng Zhang

The biodegradable film that exhibited excellent physical barrier properties and the function to degrade smelly organic pollutants (SOP) had been successfully synthesized in this study. The organic intercalation-modified bentonite that loaded with CaO2 (OBT@CaO2) was synthesized initially, which would serve as a layered nano-filler to modify the long-chain (polybutylene adipate-co-terephthalate) branched polylactic acid (PLA/PBAT), to produce the SOP diffusion control film (OBT@CaO2-PLA/PBAT, OCPP). OBT@CaO2 could improve the initial tensile strength (46.5 ± 6.53 MPa) and elongation at break (412.8 ± 9.25%) of OCPP film, and the O2 transmission rate was as low as 44.89 cc/m2∙day. Although the saturated adsorption capacity of SOP on OBT@CaO2 decreased with olfactory thresholds, the penetration time correspondingly increased due to reduced degradation difficulty. OCPP film showed excellent SOP control performance in laboratory and large-scale tests at actual pesticide industrial contaminated sites (PICSs). The diffusion fluxes of SOP exhibited a reduction of at least 84.0% within 14 days, and the effectiveness of SOP control increased over time. This improvement is attributed to the gradual release of H2O2 by OBT@CaO2, enabling the effective degradation of SOP that adsorbed on it, thereby continuously providing adsorption sites. The research can provide a low-cost and green approach for long-term diffusion control of SOP at contaminated sites that are not limited to PICSs.

Graphical Abstract

本研究成功合成了具有优异物理屏障性能和降解恶臭有机污染物(SOP)功能的可生物降解薄膜。首先合成了负载 CaO2 的有机插层改性膨润土(OBT@CaO2),作为层状纳米填料改性长链(聚己二酸丁二醇酯-对苯二甲酸乙二醇酯)支链聚乳酸(PLA/PBAT),制备出 SOP 扩散控制膜(OBT@CaO2-PLA/PBAT,OCPP)。OBT@CaO2 可提高 OCPP 薄膜的初始拉伸强度(46.5 ± 6.53 MPa)和断裂伸长率(412.8 ± 9.25%),氧气透过率低至 44.89 cc/m2∙day。虽然 SOP 在 OBT@CaO2 上的饱和吸附容量随嗅觉阈值的升高而降低,但由于降解难度降低,渗透时间相应延长。在实验室和实际农药工业污染场地(PICSs)的大规模试验中,OCPP 薄膜表现出了优异的 SOP 控制性能。在 14 天内,SOP 的扩散通量至少减少了 84.0%,而且随着时间的推移,SOP 的控制效果也在提高。这种改善归功于 OBT@CaO2 逐渐释放出 H2O2,使吸附在其上的 SOP 得到有效降解,从而不断提供吸附位点。该研究可为污染场地的 SOP 长期扩散控制提供一种低成本的绿色方法,而不仅限于 PICS。
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引用次数: 0
Detection of Atmospheric Microplastics Accumulated in Xanthoria parietina: A Lichen Biomonitoring Study on the Asian Side of Istanbul 探测Xanthoria parietina体内积累的大气微塑料:伊斯坦布尔亚洲区地衣生物监测研究
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-06-04 DOI: 10.1007/s41742-024-00596-4
Gülşah Çobanoğlu, Ezgi Özen

Airborne microplastics have become invisible global threats to all living organisms today. This study was designed for the first time to monitor atmospheric microplastic pollution in the city of Istanbul (Turkiye) through lichens, known as air pollution biomonitors. Epiphytic foliose lichen Xanthoria parietina was sampled from forested areas in 8 different districts on the Asian side of megacity, and searched for clues of microplastics through chemical characterization and microscopic examination. Twelve compounds (aldehyde, alkene, amine, carboxylic acid, ether, hydrocarbon, hydroxide, ketone, methyl, methylene, nitrogen dioxide, and sulfur dioxide) were identified as microplastic components in urban lichen samples taken from all localities with the FT-IR technique used in polymer identification. The most accumulated compound in lichen samples was amine, which is formed as a result of the chemical degradation of plastics. Building blocks of microplastic particles (MPs) such as aldehydes, carboxylic acid and methylene, as well as air pollutants such as SO2 and NO2 were also detected. Analysis data were supported by microscopic observations made by applying fluorescent staining method to lichen thalli and MPs were also detected visually. The highest number of MPs seen in the lichen thalli was detected in samples taken from touristic areas in Üsküdar district. Based on the results, in addition to human impact, intense atmospheric microplastic compounds identified by lichen monitoring on the Asian side of Istanbul suggest that these pollutants may have been transported from local plastic waste or industrial areas. This study shows that biomonitoring studies of airborne organic pollutants such as microplastics can be done through lichens.

Graphical Abstract

如今,空气中的微塑料已成为对所有生物体的无形全球威胁。这项研究旨在首次通过地衣这种空气污染生物监测器来监测伊斯坦布尔市(土耳其)的大气微塑料污染。研究人员从伊斯坦布尔亚洲一侧 8 个不同地区的森林地带采集了附生叶状地衣 Xanthoria parietina 的样本,并通过化学特性分析和显微镜检查寻找微塑料的线索。利用聚合物鉴定中使用的傅立叶变换红外技术,在各地采集的城市地衣样本中鉴定出了 12 种化合物(醛、烯、胺、羧酸、醚、碳氢化合物、氢氧化物、酮、甲基、亚甲基、二氧化氮和二氧化硫)作为微塑料成分。地衣样本中积累最多的化合物是胺,它是塑料化学降解的结果。此外,还检测到醛类、羧酸和亚甲基等微塑料颗粒(MPs)的组成成分,以及二氧化硫和二氧化氮等空气污染物。通过对地衣苔藓采用荧光染色法进行显微观察,也可目测到 MPs。从 Üsküdar 区旅游区采集的样本中检测到的地衣苔藓中 MPs 数量最多。根据研究结果,除了人为影响外,在伊斯坦布尔亚洲一侧的地衣监测中发现的高浓度大气微塑料化合物表明,这些污染物可能来自当地的塑料废物或工业区。这项研究表明,可以通过地衣对空气中的有机污染物(如微塑料)进行生物监测研究。
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引用次数: 0
Synthesis and Application of Oxalate–Phosphate–Amine Metal–Organic Framework Fertilizers in Calcareous Soils: Analysis of Nitrogen, Phosphorus, and Grain Yield in Triticum aestivum L. 草酸盐-磷酸盐-胺金属有机框架肥料在石灰性土壤中的合成与应用:小麦的氮、磷和谷物产量分析
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-06-03 DOI: 10.1007/s41742-024-00607-4
Lida Vasel, Ahmad Farrokhian Firouzi, Ataallah Khademalrasoul

The efficacy of oxalate–phosphate–amine metal–organic frameworks (OPA-MOFs) as highly efficient slow-release fertilizers in acidic soils is well established. However, a research gap exists concerning the impact of OPA-MOFs on soils with high levels of calcium carbonate. Thus, two distinct types of OPA-MOFs with enhanced specific surface areas were synthesized and utilized in field experiments. A randomized complete block design was employed to evaluate the effect of five different fertilizers on nitrogen (N) and phosphorus (P) contents in wheat at various growth stages cultivated in calcareous soil. The treatments comprised OPA-MOF1, OPA-MOF2, IF1 (urea and triple superphosphate fertilizer), IF2 (ammonium nitrate and triple superphosphate fertilizer), and a control, each with three replications. N and P contents of the wheat plants were assessed at Zadoks growth stages 13 and 40, as well as in the wheat grains. The findings indicated that the highest grain yield was obtained with IF1 (1439.86 kg ha−1), followed by IF2 (1146.83 kg ha−1). In contrast, the OPA-MOF treatments yielded lower grain yields (OPA-MOF1: 1020.64 kg ha−1, OPA-MOF2: 845.06 kg ha−1). Moreover, OPA-MOF1 exhibited a more pronounced effect on the slow release of N and P elements due to its more regular structure, resulting in higher N content during the middle growth stage and a greater grain yield compared to OPA-MOF2.

草酸盐-磷酸盐-胺金属有机框架(OPA-MOFs)作为高效缓释肥料在酸性土壤中的功效已得到公认。然而,关于 OPA-MOFs 对碳酸钙含量高的土壤的影响还存在研究空白。因此,我们合成了两种不同类型的具有增强比表面积的 OPA-MOFs 并将其用于田间试验。实验采用随机完全区组设计,评估了五种不同肥料对石灰性土壤中小麦不同生长阶段氮(N)和磷(P)含量的影响。处理包括 OPA-MOF1、OPA-MOF2、IF1(尿素和三过磷酸钙肥料)、IF2(硝酸铵和三过磷酸钙肥料)和对照,每个处理有三次重复。在扎多克生长阶段 13 和 40,对小麦植株以及小麦籽粒中的氮和磷含量进行了评估。结果表明,IF1 的粮食产量最高(1439.86 千克/公顷-1),其次是 IF2(1146.83 千克/公顷-1)。相比之下,OPA-MOF 处理的谷物产量较低(OPA-MOF1:1020.64 千克/公顷-1,OPA-MOF2:845.06 千克/公顷-1)。此外,与 OPA-MOF2 相比,OPA-MOF1 由于结构更规整,对氮和磷元素的缓慢释放有更明显的效果,因此在生长中期氮含量更高,谷物产量更高。
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引用次数: 0
ZnO Nanoparticles and Soil Fauna Affect Nutrient Transfer via Effects on Soil Fungal Community During Returned Wheat Straw Decomposition 氧化锌纳米颗粒和土壤动物群落通过影响小麦秸秆还田分解过程中的土壤真菌群落来影响养分转移
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-05-28 DOI: 10.1007/s41742-024-00610-9
Yanyan Jia, Dalu Gu, Xiaofeng Du, Wenfei Yang, Xiaodong Yin, Qisheng Li, Xiangshi Kong, Yuehong Gao, Qin Kong, Tingwu Liu

The decomposition of returned straw is increasing facing the negative impacts by metal nanoparticles (NPs), however, which may be modulated by soil fauna and this modulation effect is unclear. Here, the interactive effects of ZnO NPs with soil fauna on wheat straw decomposition were investigated in a potted rice cropping system. The results showed that ZnO NP below middle concentrations did not significantly influence straw decomposition, and mass loss was mainly driven by microfauna and microbes. High concentrations of ZnO NPs significantly impeded decomposition, mainly by reducing the complexity of fungal communities. This negative effect was ascribed to the promotion of Zn solubilization by bacterial taxa such as unclassified Acidobacteria, Bacteroidetes and Gemmatimonadetes. ZnO NPs had a greater impact on soil microorganisms than on fauna, reduced microbial activity, promoted the released straw nutrients entering into the soil by damaging nutrient transferring microorganisms and dominated the effects on soil stoichiometry. However, soil fauna significantly increased the activities of C- and N-releasing enzymes, decreased the activity of P-releasing enzymes, regardless of ZnO NP concentration, and promoted straw C decomposition. ZnO NPs altered soil microbial community composition, but these changes were modulated by soil fauna. Nonetheless, nutrient transport by fungi such as Ascomycota and Zygomycota and grazing by fauna were the predominant modulators on straw stoichiometry. The results of this study revealed that rational control of soil fauna will be helpful for promoting straw decomposition and efficient recycling of straw nutrients by crops under ZnO NP contamination.

还田秸秆的分解正面临着金属纳米颗粒(NPs)越来越多的负面影响,但这些影响可能会受到土壤中动物的调节,而这种调节作用尚不明确。本文研究了在盆栽水稻种植系统中,氧化锌纳米粒子与土壤动物对小麦秸秆分解的交互影响。结果表明,中等浓度以下的氧化锌氮氧化物对秸秆分解没有显著影响,秸秆的质量损失主要由微生物和微生物驱动。高浓度的氧化锌氮氧化物主要通过降低真菌群落的复杂性,明显阻碍了秸秆的分解。这种负面影响可归因于细菌类群对锌溶解的促进作用,例如未分类的酸细菌、类杆菌和革囊菌。氧化锌氮氧化物对土壤微生物的影响大于对动物群的影响,降低了微生物的活性,通过破坏养分转移微生物促进了进入土壤的秸秆养分的释放,并主导了对土壤化学计量的影响。然而,无论氧化锌氮氧化物的浓度如何,土壤动物都能明显提高C和N释放酶的活性,降低P释放酶的活性,促进秸秆C的分解。氧化锌氮氧化物改变了土壤微生物群落的组成,但这些变化受到土壤动物群落的调节。然而,真菌(如子囊菌群和接合菌群)的养分运输和动物的放牧是秸秆生物量的主要调节因素。研究结果表明,合理控制土壤动物群落有助于促进氧化锌氮磷污染条件下作物对秸秆的分解和秸秆养分的有效回收利用。
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引用次数: 0
Enhanced Bioremediation of Commercial Diesel Contamination by Mixed Culture of Newly Isolated Providencia vermicola IITG20 and Pseudomonas aeruginosa IITG21 from Local Refinery Waste 当地炼油厂废物中新分离出的普罗维登斯蛭霉 IITG20 和铜绿假单胞菌 IITG21 的混合培养增强了商用柴油污染的生物修复能力
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-05-28 DOI: 10.1007/s41742-024-00613-6
Rahul Kumar, Mahuya De

Two bacteria Providencia vermicola IITG20 and Pseudomonas aeruginosa IITG21 were isolated from the local refinery waste sludge and contaminated soil. They were found to be able to utilise different hydrocarbons such as diesel, petrol, kerosene and engine oil for their growth. The effect of process parameters was studied and most suitable conditions for degradation by the selected strains and their mixed culture were found to be 4% v/v initial diesel concentration, 37 °C temperature, pH 7, and 1% v/v initial inoculum concentration. The highest growth was observed for mixed culture. The lowest growth was observed for the pure culture of Pseudomonas aeruginosa IITG21. The degradation of 4% v/v diesel at 37 °C in 15 days was found to be 70 and 76% by the pure culture of Pseudomonas aeruginosa IITG21 and Providencia vermicola IITG20, respectively. Their mixed culture gave 85% degradation. The rate of degradation for diesel was highest for mixed culture compared to pure cultures. The rate constant for first order degradation was 0.154 day−1 for mixed culture. It was higher compared to that of the pure culture of Providencia vermicola IITG20 (0.098 day−1) and Pseudomonas aeruginosa IITG21 (0.83 day−1). Accordingly, the half-life for mixed culture was lower (4.5 days) than that for pure cultures of both bacteria (7.1 and 8.3 days). These findings highlight the potential of mixed bacterial culture of Providencia vermicola IITG20 and Pseudomonas aeruginosa IITG21 for more efficient hydrocarbon degradation in petroleum hydrocarbon contaminated environments, offering promising implications for bioremediation strategies.

从当地炼油厂的废渣和受污染的土壤中分离出了两种细菌:普罗维登菌 IITG20 和铜绿假单胞菌 IITG21。研究发现,它们能够利用柴油、汽油、煤油和机油等不同碳氢化合物进行生长。研究了工艺参数的影响,发现最适合所选菌株及其混合培养物降解的条件是初始柴油浓度为 4% v/v、温度为 37 °C、pH 值为 7 和初始接种物浓度为 1% v/v。混合培养物的生长率最高。铜绿假单胞菌 IITG21 的纯培养物的生长率最低。铜绿假单胞菌 IITG21 和 Providencia vermicola IITG20 的纯培养物在 37 °C、15 天内对 4% v/v 柴油的降解率分别为 70% 和 76%。它们的混合培养物的降解率为 85%。与纯培养物相比,混合培养物对柴油的降解率最高。混合培养物的一阶降解速率常数为 0.154 day-1。与纯培养物 Providencia vermicola IITG20(0.098 天-1)和铜绿假单胞菌 IITG21(0.83 天-1)相比,混合培养物的一阶降解速率常数更高。因此,混合培养物的半衰期(4.5 天)低于两种细菌纯培养物的半衰期(7.1 天和 8.3 天)。这些发现突出表明,在石油烃污染环境中,Providencia vermicola IITG20 和 Pseudomonas aeruginosa IITG21 的混合细菌培养能更有效地降解碳氢化合物,为生物修复策略提供了良好的影响。
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引用次数: 0
Modeling the Impact of Climate Change on Maize (Zea mays L.) Production and Choice of Adaptation Practices in Eastern Ethiopia 模拟气候变化对埃塞俄比亚东部玉米(Zea mays L.)生产的影响以及适应措施的选择
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-05-27 DOI: 10.1007/s41742-024-00614-5
Helen Teshome, Kindie Tesfaye, Nigussie Dechassa, Tamado Tana, Matthew Huber

Climate change poses challenges to maize production and productivity in eastern Ethiopia. Impact assessment using climate predictions is the prime step to design adaptation strategies. Crop Environment Resource Synthesis (CERES)-Maize model in DSSAT (Decision Support System for Agrotechnology Transfer) was calibrated using GenCalc software. The model was used to simulate change in maize yield in the baseline (1988–2017) and future climate periods (2030s and 2050s) under (Representative Concentration Pathways) RCP4.5 and RCP8.5 scenarios using 17 CMIP5 (Coupled Model Inter-comparison Project Phase Five) GCMs (Global Circulation Models). During calibration and evaluation of the model excellent agreement of measured and simulated anthesis, and days to physiological maturity for all the cultivars with normalized root mean square error (nRMSE) of less than 10% and R2 value of 0.99 was obtained. The seasonal leaf area index (LAI) and top weight progressions were also predicted well by the model with d-index of 0.96 and 0.99, respectively. Excellent (nRMSE < 10) to good (nRMSE 10–20) predictions were also obtained for grain yield and tops weight. The average annual temperature would increase by (1.90 ± 0.36) oC, (2.45 ± 0.53) oC and rainfall would increase (8 ± 5) %, (12 ± 8) % under RCP 4.5 in 2030s and 2050s, respectively across GCMs compared to baseline in the study area. As a result in 2030s yield reduction, – 10.6% to – 15.4% and – 7.4% to – 9.3% in 2050s of maize cultivar was projected across GCMs. In 2030s and 2050s under RCP4.5 and RCP8.5 long maturing cultivars (BH661) on 15th May planting with 130.5 kg N ha–1 application predicted the highest maize grain yield.

气候变化给埃塞俄比亚东部的玉米生产和生产力带来了挑战。利用气候预测进行影响评估是设计适应战略的首要步骤。利用 GenCalc 软件对 DSSAT(农业技术转让决策支持系统)中的作物环境资源综合(CERES)-玉米模型进行了校准。该模型用于模拟基线(1988-2017 年)和未来气候时期(2030 年代和 2050 年代)在(代表性浓度途径)RCP4.5 和 RCP8.5 情景下玉米产量的变化,使用的是 17 个 CMIP5(耦合模型相互比较项目第五阶段)GCM(全球环流模型)。在对模型进行校准和评估期间,所有栽培品种的花期和生理成熟天数的测量值与模拟值非常吻合,归一化均方根误差(nRMSE)小于 10%,R2 值为 0.99。该模型还能很好地预测季节性叶面积指数(LAI)和顶端重量的变化,d-指数分别为 0.96 和 0.99。谷物产量和顶果重的预测结果也从优(nRMSE < 10)到良(nRMSE 10-20)。在 RCP 4.5 条件下,与基线相比,2030 年代和 2050 年代各 GCM 的年平均气温将分别增加 (1.90 ± 0.36) oC 和 (2.45 ± 0.53) oC,降雨量将分别增加 (8 ± 5) % 和 (12 ± 8) %。因此,在 2030s 和 2050s 全球变化模型中,玉米品种的产量预计将分别减少 - 10.6% 到 - 15.4%,以及 - 7.4% 到 - 9.3%。在 2030s 和 2050s 条件下,RCP4.5 和 RCP8.5 长熟栽培品种(BH661)在 5 月 15 日种植并施用 130.5 千克氮(公顷-1)后,玉米籽粒产量最高。
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引用次数: 0
Looking for Optimal Maps of Soil Properties at the Regional Scale 寻找区域范围内的最佳土壤属性地图
IF 3.2 4区 环境科学与生态学 Q2 Environmental Science Pub Date : 2024-05-27 DOI: 10.1007/s41742-024-00611-8
Jesús Barrena-González, Francisco Lavado Contador, Blâz Repe, Manuel Pulido Fernández

Around 70% of surface in Extremadura, Spain, faces a critical risk of degradation processes, highlighting the necessity for regional-scale soil property mapping to monitor degradation trends. This study aimed to generate the most reliable soil property maps, employing the most accurate methods for each case. To achieve this, six different machine learning (ML) techniques were tested to map nine soil properties across three depth intervals (0–5, 5–10 and > 10 cm). Additionally, 22 environmental covariates were utilized as inputs for model performance. Results revealed that the Random Forest (RF) model exhibited the highest precision, followed by Cubist, while Support Vector Machine showed effectiveness with limited data availability. Moreover, the study highlighted the influence of sample size on model performance. Concerning environmental covariates, vegetation indices along with selected topographic indices proved optimal for explaining the spatial distribution of soil physical properties, whereas climatic variables emerged as crucial for mapping the spatial distribution of chemical properties and key nutrients at a regional scale. Despite providing an initial insight into the regional soil property distribution using ML, future work is warranted to ensure a robust, up-to-date, and equitable database for accurate monitoring of soil degradation processes arising from various land uses.

西班牙埃斯特雷马杜拉约 70% 的地表面临退化过程的严重风险,这凸显了绘制区域尺度土壤属性图以监测退化趋势的必要性。这项研究旨在生成最可靠的土壤属性图,针对每种情况采用最精确的方法。为此,对六种不同的机器学习(ML)技术进行了测试,以绘制三个深度区间(0-5、5-10 和 10 厘米)的九种土壤属性图。此外,还利用 22 个环境协变量作为模型性能的输入。结果显示,随机森林(RF)模型的精度最高,其次是 Cubist,而支持向量机在数据有限的情况下也显示出了有效性。此外,研究还强调了样本量对模型性能的影响。在环境协变量方面,植被指数和选定的地形指数被证明是解释土壤物理特性空间分布的最佳方法,而气候变量则是绘制区域范围内化学特性和主要养分空间分布图的关键。尽管利用 ML 对区域土壤特性分布有了初步了解,但仍需开展今后的工作,以确保建立一个强大、最新和公平的数据库,从而准确监测各种土地用途引起的土壤退化过程。
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International Journal of Environmental Research
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