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Investigating Multicriteria Decision-Making Methods for E-Waste Management to Reduce Environmental Impacts (Case Study: Markazi Province, Iran) 研究电子废物管理的多标准决策方法以减少环境影响(案例研究:伊朗马卡齐省)
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-06 DOI: 10.1002/clen.70015
Amin Hashemi, Hamid Toranjzar, Amir Hossein Baghaie, Javad Varvani, Azadeh Kazemi

E-waste management is a critical global issue due to its environmental and human health impacts. This study employs multicriteria decision-making (MCDM) methods, specifically the analytical hierarchy process (AHP) and fuzzy AHP, to evaluate and prioritize e-waste management strategies in Markazi Province, Iran. The research follows a structured methodological framework, beginning with an extensive literature review and expert consultations to define key evaluation criteria, including feasibility, cost, environmental policies, public acceptance, and process complexity. AHP and fuzzy AHP methodologies were applied to analyze expert survey data, collected from 60 specialists across academia, government, and industry. The results reveal that recycling (0.34) and reuse (0.31) are the most effective strategies, followed by incineration (0.18) and electronic waste management (EWM) (0.15). The study underscores the importance of structured decision-making frameworks in environmental policy and highlights the necessity of sustainable e-waste management practices to mitigate adverse environmental effects. By integrating qualitative expert judgments with quantitative decision analysis, this research contributes to the global discourse on e-waste governance and offers insights applicable to developing regions facing similar challenges.

电子废物管理因其对环境和人类健康的影响而成为一个关键的全球问题。本研究采用多准则决策(MCDM)方法,特别是层次分析法(AHP)和模糊层次分析法(AHP),对伊朗马卡齐省的电子垃圾管理策略进行评估和优先排序。该研究遵循结构化的方法框架,首先是广泛的文献回顾和专家咨询,以确定关键的评估标准,包括可行性、成本、环境政策、公众接受度和过程复杂性。采用层次分析法和模糊层次分析法对来自学术界、政府和工业界的60名专家的调查数据进行了分析。结果显示,回收(0.34)和再利用(0.31)是最有效的策略,其次是焚烧(0.18)和电子垃圾管理(0.15)。该研究强调了环境政策中结构化决策框架的重要性,并强调了可持续电子废物管理实践的必要性,以减轻不利的环境影响。通过将定性专家判断与定量决策分析相结合,本研究为电子垃圾治理的全球论述做出了贡献,并为面临类似挑战的发展中地区提供了适用的见解。
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引用次数: 0
Issue Information: Clean Soil Air Water. 10/2025 发行信息:清洁土壤空气水。10/2025
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-03 DOI: 10.1002/clen.70050
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引用次数: 0
Effect of Anions on the Degradation of Ceftriaxone by UV/H2O2 Process Using a 222 nm Far-UVC KrCl* Excilamp 阴离子对222 nm远紫外KrCl* Excilamp紫外/H2O2工艺降解头孢曲松的影响
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-03 DOI: 10.1002/clen.70043
Marina Sizykh, Agniya Batoeva, Galina Matafonova

Over the last few years, the KrCl* excilamp (222 nm) has emerged as a promising Far-UVC source to drive advanced oxidation processes (AOPs) for degrading organic contaminants in water. In the present study, we explored the effect of common anions (Cl, SO42−, NO3, HCO3) in the concentration range of 1–100 mM on the kinetics of degradation and mineralization of ceftriaxone (CEF) by Far-UVC/H2O2 process using excilamp in synthetic (deionized water + anions) and real (tap) water. Nitrate at 1 mM and other anions at all concentrations exhibited a promotion effect by accelerating the degradation rate. It can be attributed to the contribution of secondary radicals generated by anions under Far-UVC exposure. However, the mineralization in terms of total organic carbon (TOC) removal decreased in the presence of HCO3 and NO3. When reducing the H2O2 dose, chloride ions provided significant process intensification by increasing the rate constant by 3.5 times and reaching 30% TOC removal along with complete CEF degradation. Examining tap water revealed the high performance of the Far-UVC/H2O2 process for degrading and mineralizing CEF without the inhibition effect of matrix components. Results demonstrate that anions as radical precursors tend to promote the oxidation processes rather than inhibit them. This opens up good prospects for practical application of KrCl* excilamp in water treatment.

在过去的几年中,KrCl* excilamp (222 nm)已成为一种有前途的远紫外线源,用于驱动高级氧化过程(AOPs),以降解水中的有机污染物。在本研究中,我们探讨了1-100 mM浓度范围内常见阴离子(Cl−,SO42−,NO3−,HCO3−)对远紫外/H2O2工艺在合成(去离子水+阴离子)和真实(自来水)水中降解和矿化头孢曲松(CEF)动力学的影响。1 mM的硝酸根和各浓度的阴离子均表现出促进降解的作用。这可以归因于在远紫外线照射下阴离子产生的次生自由基的贡献。然而,在HCO3−和NO3−的存在下,矿化对总有机碳(TOC)去除率降低。当降低H2O2剂量时,氯离子提供了显著的过程强化,将速率常数提高了3.5倍,达到30%的TOC去除率,同时完全降解CEF。自来水实验表明,远紫外/H2O2工艺在不受基质成分抑制的情况下,对CEF具有良好的降解和矿化效果。结果表明,阴离子作为自由基前体倾向于促进而不是抑制氧化过程。这为KrCl* excilamp在水处理中的实际应用开辟了良好的前景。
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引用次数: 0
Waste Materials for the Phosphorus Adsorption Study 废材料对磷的吸附研究
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-10-03 DOI: 10.1002/clen.70045
Vandana Patyal, Dipika Jaspal, Kanchan Khare

Using waste materials as adsorbents helps in attaining the goal of the circular economy for sustainable environmental development. Numerous wastes have undergone testing for their potential for the adsorption of contaminants and toxicants. The motive of the presented work was to appraise the phosphorus (P) adsorption capacities and physicochemical characteristics of brick and tile waste for use as a substrate in the constructed wetlands (CWs). The data showed that the P adsorption capacity for materials increased with the initial concentration. The nonlinear regression analysis of the experimental data revealed that the Langmuir isotherm was more suitable for the brick waste and tile waste study. For brick waste, the maximum adsorption was 1.86 mg/g, and for tile waste, it was 0.65 mg/g. The P adsorption capacity of both materials was reduced in batch studies with domestic wastewater. The increase in pH of the solution greatly reduced the adsorption capacity of brick waste, whereas the reduction was marginal for tile waste. The microstructure of both materials showed the presence of pores on the uneven surface, which increased the specific surface area and facilitated adsorption. The ability of both materials to adsorb in column studies was less compared to the Langmuir isotherm adsorption value due to the dynamic environment setting. Both materials showed the potential for use as substrates in the CW for the elimination of P.

利用废物作为吸附剂有助于实现循环经济的目标,促进环境的可持续发展。对许多废物进行了测试,以了解其吸附污染物和毒物的潜力。本研究的目的是评价作为人工湿地基质的砖瓦废弃物对磷的吸附能力和理化特性。结果表明,随着初始浓度的增加,材料对磷的吸附能力增大。实验数据的非线性回归分析表明,Langmuir等温线更适合于砖瓦废料的研究。对砖废物的最大吸附量为1.86 mg/g,对瓦片废物的最大吸附量为0.65 mg/g。两种材料对生活废水的吸附量均有所降低。溶液pH值的增加大大降低了砖废物的吸附量,而对瓷砖废物的吸附量的减少是边际的。两种材料的微观结构均表现为在凹凸不平的表面存在气孔,增加了比表面积,有利于吸附。与Langmuir等温吸附值相比,由于动态环境设置,两种材料在柱状研究中的吸附能力都较低。这两种材料都显示出在连续波中用作消除P的底物的潜力。
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引用次数: 0
Refining Microbubble Ozonation Processes for Polyester Microplastic Removal: Optimization and Kinetic Analysis 精制微泡臭氧氧化法去除聚酯微塑料:优化及动力学分析
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-19 DOI: 10.1002/clen.70041
Shaliha Ashraf Ali, Chithra Kumaran

In this study, the degradation of synthetic micropolyester effluent (SMPE) was investigated using the microbubble ozonation technique (MOz). A novel approach for quantifying microplastics based on chemical oxygen demand (COD) was adopted in this study. The degradation efficiency under varying process parameters, like pH, contact time, and initial concentration, was evaluated on the basis of the one factor at a time (OFAT) method. Response surface methodology (RSM) using the Box–Behnken design (BBD) was used to optimize the parameters further. Overall, 86% degradation at an optimum pH of 9, a contact time of 60 min, and an ozone flow rate of 1.42 × 10−5 m3/s was achieved. Kinetic analysis revealed pseudo-first-order reaction behavior. Fourier transform infrared (FTIR) and GC–MS analyses confirmed the breakdown of complex microplastic additives into smaller, oxidized, and potentially biodegradable compounds. Thus, the MOz process effectively reduced the toxicity of SMPE by transforming persistent compounds into less hazardous by-products, enhancing environmentally safe treated effluent. This study establishes a foundation for employing COD as a reliable parameter for measuring the degradability of microplastic, also highlighting the potential of MOz in microplastic effluent treatment.

研究了微泡臭氧化技术(MOz)对合成微聚酯出水(SMPE)的降解效果。本研究采用了一种基于化学需氧量(COD)的微塑料定量方法。在不同的工艺参数(如pH、接触时间和初始浓度)下,采用OFAT法对降解效率进行了评价。采用Box-Behnken设计(BBD)的响应面法(RSM)进一步优化参数。总体而言,在最佳pH为9、接触时间为60 min、臭氧流速为1.42 × 10−5 m3/s的条件下,降解率达到86%。动力学分析显示了伪一级反应行为。傅里叶变换红外(FTIR)和GC-MS分析证实了复杂的微塑料添加剂分解成更小的、氧化的、潜在的可生物降解的化合物。因此,MOz工艺通过将持久性化合物转化为危险性较小的副产品,有效降低了SMPE的毒性,增强了对环境安全的处理废水。本研究为将COD作为衡量微塑料可降解性的可靠参数奠定了基础,也凸显了MOz在微塑料废水处理中的潜力。
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引用次数: 0
Sustainable Approach in Bioremediation of Chlorpyrifos, and Its Metabolites Using Bacillus paramycoides, Isolated From a Paddy Leaf Surface 水稻叶片表面副芽孢杆菌对毒死蜱及其代谢物的可持续生物修复研究
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-16 DOI: 10.1002/clen.70042
Samir Patra, Dipak Das, Mukesh Singh, Kusal Debnath, Shreya Hazra, Suvroma Gupta

In the current study, we present two main components: (1) A detailed survey based on a structured questionnaire answered by farmers of Purba Medinipur district of West Bengal, India, and (2) the bioremediation of chlorpyrifos and its metabolite 3,5,6-trichloro-2-pyridinol (TCP) by Bacillus paramycoides. The survey findings indicated that out of 51 reported pesticides, herbicides were most commonly used (76%), with 9% classified as carcinogenic. Notably, 65% respondents reported health-related issues connected to pesticide use. We isolated a bacterium from paddy leaves, identified as B. paramycoides through 16S rRNA gene sequencing. In controlled batch assays, this bacterium effectively degraded chlorpyrifos (at a concentration of 120 mg/L) by 83.08% within 9 days under stationary conditions at a temperature of 35°C ± 2°C and pH 7.5 in M9 minimal medium. Additionally, TCP, a persistent and toxic metabolite of chlorpyrifos, was degraded by approximately 50% over 12 days of treatment. Both chlorpyrifos and TCP demonstrated statistically significant efficacy concerning the duration of microbial treatment (p < 0.05). Further, pot experiments involving Vigna radiata (mung beans) indicated enhanced seedling growth when amended with the degraded products of chlorpyrifos and TCP. This mineralization process contributed to better plant growth compared to the control and those treated solely with pesticides. Biocompatibility assessments in fish erythrocytes showed that the hemolysis caused by chlorpyrifos was significantly reduced when treated with the bacterium. These findings suggest the potential application of B. paramycoides in soil amendment for the detoxification and mineralization of chlorpyrifos, ultimately enhancing soil fertility.

在目前的研究中,我们提出了两个主要组成部分:(1)基于印度西孟加拉邦Purba Medinipur地区农民回答的结构化问卷的详细调查;(2)副芽孢杆菌对毒死蜱及其代谢物3,5,6-三氯-2-吡啶醇(TCP)的生物修复。调查结果表明,在报告的51种农药中,除草剂最常用(76%),其中9%被列为致癌物质。值得注意的是,65%的受访者报告了与农药使用有关的健康问题。从水稻叶片中分离到一株细菌,经16S rRNA基因测序,鉴定为副芽胞杆菌。在M9最小培养基中,在温度为35℃±2℃,pH为7.5的固定条件下,该细菌在9天内有效降解毒死蜱(浓度为120 mg/L) 83.08%。此外,毒死蜱的持久性和毒性代谢物TCP在12天的治疗中降解了约50%。毒死蜱和TCP在微生物处理时间方面的疗效均有统计学意义(p < 0.05)。此外,在绿豆盆栽试验中,毒死蜱和TCP降解产物对绿豆幼苗生长有促进作用。与对照和单独施用农药的植物相比,这种矿化过程促进了植物的生长。鱼类红细胞的生物相容性评估表明,用该细菌处理毒死蜱引起的溶血明显减少。这些研究结果表明,拟副芽孢杆菌在土壤改良剂中对毒死蜱进行脱毒和矿化,最终提高土壤肥力。
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引用次数: 0
Green Adsorption Approach: Competitive Adsorption of Cu(II), Pb(II), and Cd(II) Using Cabbage Waste 绿色吸附方法:利用白菜垃圾竞争吸附Cu(II)、Pb(II)和Cd(II)
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-05 DOI: 10.1002/clen.70036
Elif Öztekin, Gülçin Demirel Bayık, Sinem Çolak

This study investigates the potential of cabbage (Brassica oleracea var. capitata f. alba) leaves as a low-cost, eco-friendly adsorbent for the removal of heavy metals—Cu(II), Pb(II), and Cd(II)—from aqueous solutions. The research aims to evaluate single, binary, and ternary metal systems under experimental conditions with initial metal concentrations (20–200 mg/L) and contact time (10–180 min). Adsorption efficiency increased with initial metal concentration, reaching saturation at 40 ppm for Cu and Pb. In competitive binary and ternary systems, Cu exhibited the highest adsorption capacity, followed by Pb and Cd (Cu > Pb > Cd), likely due to differences in ionic radius and hydration energy. The adsorption mechanism predominantly followed chemisorption, as indicated by the pseudo-second-order kinetic model. Kinetic studies revealed that the adsorption process follows the pseudo-second-order model more closely, whereas equilibrium data fitted well with the Langmuir isotherm, indicating monolayer adsorption. The maximum adsorption capacities (q_max) for Cu(II), Pb(II), and Cd(II) were found to be 42.5, 56.8, and 33.2 mg/g, respectively. The results demonstrate the effectiveness of cabbage leaves in treating heavy metal contaminated water and highlight their potential application in sustainable wastewater treatment technologies.

本研究探讨了白菜叶作为一种低成本、环保的吸附剂去除水溶液中重金属cu (II)、Pb(II)和Cd(II)的潜力。该研究的目的是在初始金属浓度(20-200 mg/L)和接触时间(10-180 min)的实验条件下,评估单一、二元和三元金属体系。吸附效率随初始金属浓度的增加而增加,Cu和Pb在40 ppm时达到饱和。在竞争性二元和三元体系中,Cu表现出最高的吸附能力,其次是Pb和Cd (Cu > Pb > Cd),这可能是由于离子半径和水合能的差异。拟二级动力学模型表明,吸附机理以化学吸附为主。动力学研究表明,吸附过程更符合拟二阶模型,而平衡数据与Langmuir等温线吻合较好,表明吸附为单层吸附。对Cu(II)、Pb(II)和Cd(II)的最大吸附量q_max分别为42.5、56.8和33.2 mg/g。结果表明,白菜叶对重金属污染水体的处理效果显著,在废水可持续处理技术中具有潜在的应用前景。
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引用次数: 0
Assessment of Atrazine Residue in Drinking Water, Soil, Cassava Tuber, and Associated Health Risks From Three Rural and Neglected Farm Settlements in Ogun State, Nigeria 尼日利亚奥贡州三个农村和被忽视农场住区饮用水、土壤、木薯块状物中阿特拉津残留及相关健康风险评估
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-04 DOI: 10.1002/clen.70037
Folarin Owagboriaye, Olusolape Ilusanya, Abdulwahab Osibogun, Kehinde Olasehinde, Marvelous Ariyibi, Opeyemi Ogunbiyi, Titilayo Adesetan, Gabriel Dedeke

Studies on risks associated with atrazine have largely focused on a single exposure pathway, paying less attention to potential integrated risks from multiple avenues. Health risks associated with exposure to atrazine residues in drinking water, soil, and cassava from three farm settlements in Ago-Iwoye, Nigeria, were evaluated. Drinking water, soil, and cassava tubers collected from each farm settlement were analyzed for atrazine residues using a standard method. The mean values of atrazine obtained were used to evaluate carcinogenic and non-carcinogenic risks associated with its exposure in adults and children. Atrazine in soil ranged from 0.120 to 0.310 mg/kg. Stream and well water recorded a range of 0.020–0.070 mg/L, but cassava recorded a range of 0.003–0.005 mg/kg. The hazard index for children and adults exposed to water and soil was below the risk limit. Although the incremental lifetime cancer risk for soil was below the threshold risk limit in adults and children, it was slightly above the limit for water. The human risk index associated with cassava consumption was below the threshold values for adults (0.35), but not for children (1.65). Water or cassava exposure, excluding soil, from the farm settlements may pose high risks, especially to children.

与阿特拉津相关的风险研究主要集中在单一暴露途径上,对多种途径的潜在综合风险关注较少。对来自尼日利亚Ago-Iwoye三个农场居民点的饮用水、土壤和木薯中与接触阿特拉津残留有关的健康风险进行了评估。从每个农场收集的饮用水、土壤和木薯块茎使用标准方法分析阿特拉津残留。获得的阿特拉津的平均值用于评估与成人和儿童接触有关的致癌性和非致癌性风险。土壤中阿特拉津含量为0.120 ~ 0.310 mg/kg。溪水和井水的记录范围为0.020-0.070 mg/L,但木薯的记录范围为0.003-0.005 mg/kg。儿童和成人暴露在水和土壤中的危害指数低于风险限值。尽管在成人和儿童中,土壤的终生癌症增量风险低于阈值风险限制,但在水中略高于阈值风险限制。与食用木薯相关的人类风险指数低于成人(0.35)的阈值,但不低于儿童(1.65)。接触来自农场住区的水或木薯(不包括土壤)可能构成高风险,特别是对儿童。
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引用次数: 0
Characterization and Implications of Water Chemistry and Heavy Metal Pollution in the Sixi River, Hunan, China 湖南四溪河水体化学与重金属污染特征及意义
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-03 DOI: 10.1002/clen.70038
Lan Wang, Jianfeng Li, Feng Pan

Situated within the metallogenically critical Nanling metallogenic belt of Hunan Province, the Sixi River basin exemplifies subtropical watersheds experiencing compounded anthropogenic pressures from historic tin mining and intensive agriculture. This hydrogeochemical investigation examines heavy metal contamination dynamics across aquatic matrices in this Pearl River tributary. Field analyses reveal severe Hg (20× WHO guidelines) and As exceedances with distinct spatial stratification: contamination frequencies follow tailings dams (87.61%) > ponds (81.86%) > rivers (67.64%) > wells (71.76%), posing significant neurotoxic and carcinogenic risks. Dominant HCO3–Ca·Mg hydrochemical facies reflect carbonate-granite weathering regimes, with ionic concentrations declining from tailings (12.01 mg/L) to wells (7.40 mg/L). Pollution indices demonstrate pH-dependent metal mobility, where alkaline conditions (pH > 8.5) exacerbate Hg/As dissolution in lotic systems. Principal component analysis delineates dual pollution pathways: PC1 (33.3% variance, As–Hg–Cu) traces agricultural inputs in alluvial plains, whereas PC2 (19.9%, Tl–Pb–Sn–Mn) aligns with fault-controlled sulfide mineralization in the Bailashui tin belt. Critically, anthropogenic loading from fertilizer-enriched runoff exerts greater influence on basin-wide degradation than mining effluents, underscoring the lithogenic–anthropogenic interface in subtropical mining watersheds.

四溪河流域位于湖南省成矿关键的南岭成矿带,是历史锡矿开采和集约化农业共同影响下的亚热带流域。这项水文地球化学调查研究了珠江支流中水生基质的重金属污染动态。现场分析显示汞(20× WHO标准)和砷(As)严重超标,具有明显的空间分层:污染频率依次为尾矿坝(87.61%)、池塘(81.86%)、河流(67.64%)和水井(71.76%),具有显著的神经毒性和致癌性风险。HCO3-Ca·Mg水化学相主要反映碳酸盐-花岗岩风化,离子浓度从尾矿(12.01 Mg /L)到井(7.40 Mg /L)呈下降趋势。污染指数显示出与pH有关的金属迁移率,其中碱性条件(pH > 8.5)加剧了汞/砷在流体系统中的溶解。主成分分析描述了双重污染路径:PC1(33.3%方差,As-Hg-Cu)与冲积平原的农业投入有关,而PC2(19.9%方差,Tl-Pb-Sn-Mn)与白拉水锡带的断裂控制硫化物矿化有关。重要的是,来自富肥径流的人为负荷对全流域退化的影响大于采矿废水,强调了亚热带采矿流域的岩石-人为界面。
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引用次数: 0
Assessment and Prediction of Soil Fertility in Urban Areas of the Loess Plateau Based on Machine Learning Methods 基于机器学习方法的黄土高原城市土壤肥力评价与预测
IF 1.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 DOI: 10.1002/clen.70039
Xiaoyu Shen, Haoran Huang, Yuyao Ma, Jianqun Liao, Mingwei Wang, Xinfeng Li, Zi Ye, Ke Liu, Yan Li

The Loess Plateau, a vital ecological region in China, suffers from severe soil pollution and erosion. The soil fertility index (SFI) is a key indicator for assessing soil conditions, and understanding its spatial distribution and influencing factors is crucial for effective soil management. Machine learning methods, capable of analyzing complex and high-dimensional data, offer potential for large-scale SFI prediction. This study focuses on Lanzhou, a representative city on the Loess Plateau, using soil samples and the data of five key factors screened from environmental big data to train three machine learning models (random forest [RF], LightGBM, and XGBoost) for SFI prediction. The results show that all models effectively matched reference data trend, with XGBoost achieving the highest performance (R2 > 0.81). Notably, normalized difference vegetation index (NDVI) and soil organic carbon density (SOCD) emerged as the dominant predictors, collectively contributing over 80% to SFI prediction accuracy. Predicted SFI values in Lanzhou ranged from 0.09 to 0.91, with medium and lower quality soils predominantly located in central and north-central regions, highlighting the need for soil quality improvement. This study provides a theoretical basis and scientific support for large-scale SFI prediction.

黄土高原是中国重要的生态区域,土壤污染严重,水土流失严重。土壤肥力指数(SFI)是评价土壤状况的关键指标,了解其空间分布及其影响因素对土壤有效管理至关重要。机器学习方法能够分析复杂和高维数据,为大规模SFI预测提供了潜力。本研究以黄土高原代表性城市兰州为研究对象,利用土壤样本和从环境大数据中筛选的5个关键因子数据,对随机森林(random forest [RF])、LightGBM和XGBoost 3种机器学习模型进行SFI预测。结果表明,所有模型都能有效匹配参考数据趋势,其中XGBoost的性能最高(R2 > 0.81)。归一化植被指数(NDVI)和土壤有机碳密度(SOCD)成为主要预测因子,对SFI预测精度的贡献率超过80%。兰州市SFI预测值在0.09 ~ 0.91之间,中低质量土壤主要分布在中北部地区,土壤质量有待改善。本研究为大尺度SFI预测提供了理论依据和科学支撑。
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引用次数: 0
期刊
Clean-soil Air Water
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