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Effects of Prolonged Graphene Oxide Treatment on Biomass Production and Grain Yield in Hydroponically Grown Rice 长时间氧化石墨烯处理对水培水稻生物质生产和谷物产量的影响
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-11 DOI: 10.1021/acsagscitech.4c0044810.1021/acsagscitech.4c00448
Yuto Hatakeyama*, Takuya Araki and Kazuto Hatakeyama*, 

The application of the nanomaterial “graphene oxide (GO)” in agriculture holds promise for enhancing crop production, potentially addressing global food scarcity. However, experimental findings on GO’s impact on plants have been inconsistent, and our understanding of its long-term effects, impact on yield, and general efficacy remains limited. To address these gaps, we administered GO to rice plants over a period exceeding 80 days and assessed its influence on the final biomass production and grain yield through a two-year experiment. Our results clearly showed that while the positive effects of short-term GO treatments were not detected, the long-term treatment of 20 mg/L GO increased both the final biomass production and grain yield. As no significant interactions between treatment and the year were detected, these outcomes are likely representative of the general effects on rice. Moreover, GO-treated plants exhibited GO coverage on root surfaces, and the presence of certain fertilizer components on the roots significantly increased with the addition of 20 mg/L GO. Therefore, our study suggests that the addition of 20 mg/L GO during the term from transplanting to harvesting promotes the accumulation of fertilizer components around the root, thereby enhancing the final biomass production and grain yield of rice.

纳米材料 "氧化石墨烯(GO)"在农业中的应用有望提高作物产量,解决全球粮食短缺问题。然而,有关 GO 对植物影响的实验结果并不一致,我们对其长期效果、对产量的影响以及总体功效的了解仍然有限。为了弥补这些不足,我们对水稻植株施用了超过 80 天的 GO,并通过为期两年的实验评估了它对最终生物量生产和谷物产量的影响。我们的结果清楚地表明,虽然没有检测到短期 GO 处理的积极影响,但 20 毫克/升 GO 的长期处理提高了最终生物量产量和谷物产量。由于没有发现处理与年份之间存在明显的交互作用,这些结果很可能代表了对水稻的普遍影响。此外,添加 20 毫克/升 GO 后,经 GO 处理的植株根部表面出现了 GO 覆盖,根部的某些肥料成分也显著增加。因此,我们的研究表明,在水稻从插秧到收割的整个过程中,添加 20 毫克/升 GO 可促进肥料成分在根部周围的积累,从而提高水稻的最终生物量产量和谷物产量。
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引用次数: 0
Agro-Climatic Information to Enhance the Machine-Learning Classification of Olive Oils from Near-Infrared Spectra. 从近红外光谱增强橄榄油机器学习分类的农业气候信息
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-11 eCollection Date: 2024-11-18 DOI: 10.1021/acsagscitech.4c00355
María Isabel Sánchez-Rodríguez, Elena Sánchez-López, Alberto Marinas, José María Caridad, Francisco José Urbano

The integrity of extra virgin olive oil (EVOO) quality markers can be compromised owing to deceptive marketing practices, such as misleading geographical origin claims or counterfeit certification labels, i.e., protected designations of origin (PDO). Therefore, it is imperative to introduce ecofriendly, rapid, and economical analytical methods for authenticating EVOO, such as near-infrared (NIR) spectroscopy. Unlike traditional techniques such as chromatography, NIR spectra contain unresolved bands; hence, chemometric tools such as principal component analysis (PCA) are essential for extracting valuable information from them. Herein, PCA was employed to reduce the high dimensionality of the NIR spectra. The PCA factors were then integrated as explanatory variables in machine-learning classification models, enabling the classification of EVOO based on its geographical origin or PDO. Furthermore, the classification models were improved by incorporating agro-climatic data, resulting in a noticeable improvement in the accuracy and reliability of the results. These results were cross-validated by changing the calibration and validation subsamples in successive iterations and averaging the obtained ratios. The results were robust when the olive varieties differed. Consequently, our findings highlight the potential benefits of incorporating agro-climatic information with NIR spectral data in classification models.

特级初榨橄榄油(EVOO)质量标识的完整性可能会因欺骗性营销行为而受到损害,例如误导性的地理原产地声明或伪造认证标签,即原产地保护标识(PDO)。因此,当务之急是采用环保、快速、经济的分析方法(如近红外(NIR)光谱)来鉴定极地氧化橄榄油。与色谱法等传统技术不同,近红外光谱包含未分辨带;因此,主成分分析(PCA)等化学计量学工具对于从中提取有价值的信息至关重要。本文采用 PCA 方法来降低近红外光谱的高维度。然后将 PCA 因子作为解释变量整合到机器学习分类模型中,从而根据其地理来源或 PDO 对 EVOO 进行分类。此外,通过纳入农业气候数据改进了分类模型,从而显著提高了结果的准确性和可靠性。通过连续迭代改变校准子样本和验证子样本,对这些结果进行交叉验证,并求取所得比率的平均值。当橄榄品种不同时,结果是稳健的。因此,我们的研究结果凸显了在分类模型中结合农业气候信息和近红外光谱数据的潜在好处。
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引用次数: 0
Push-Pull Intercropping Increases the Antiherbivore Benzoxazinoid Glycoside Content in Maize Leaf Tissue. 推拉间作提高了玉米叶片组织中的抗食草动物苯并恶嗪苷含量
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-09-24 eCollection Date: 2024-10-21 DOI: 10.1021/acsagscitech.4c00386
Jakob Lang, Sergio E Ramos, Linus Reichert, Grace M Amboka, Celina Apel, Frank Chidawanyika, Andargachew Detebo, Felipe Librán-Embid, David Meinhof, Laurent Bigler, Meredith C Schuman

Push-pull technology refers to a promising mixed cropping practice for sustainable agricultural intensification, which uses properties of intercrop and border crop species to defend a focal crop against pests. Currently, the most widely practiced system uses Desmodium spp. as intercrop and Brachiaria or Napier grass as border crops to protect maize (Zea mays) against both insect pests and parasitic weeds. Several previous studies have demonstrated the efficacy of the push-pull system, but research on the underlying chemical mechanisms has mostly been limited to laboratory and glasshouse experiments that may not fully reproduce the complexity of the system under natural conditions. To address this limitation, we performed a large-scale study in farmer-operated push-pull maize fields in three east African countries. We compared maize leaf extracts from plants grown on push-pull fields with maize from fields employing conventional agricultural practices to assess the influence of push-pull cultivation on the maize metabolome. We identified two benzoxazinoid glycosides, which are known to have antiherbivore properties and were present in greater relative abundance in push-pull-cultivated maize leaves across three countries. Our data thus suggest that maize cultivated under push-pull has an increased resistance to herbivore attack compared to maize grown under conventional local agricultural practices.

推拉技术是指一种很有前景的可持续农业集约化混合种植方法,它利用间作作物和边缘作物物种的特性来保护重点作物免受害虫侵害。目前,最广泛采用的耕作制度是将禾本科植物作为间作作物,将禾本科植物或拿坡里草作为边缘作物,以保护玉米(Zea mays)免受害虫和寄生杂草的侵害。之前的一些研究已经证明了推拉系统的功效,但对其基本化学机制的研究大多局限于实验室和温室实验,可能无法完全再现自然条件下该系统的复杂性。为了解决这一局限性,我们在三个东非国家的农民操作的推拉式玉米田进行了大规模研究。我们比较了在推拉式玉米田和采用传统农业耕作法的玉米田中生长的玉米叶片提取物,以评估推拉式栽培对玉米代谢组的影响。我们发现了两种苯并恶嗪类糖苷,它们具有抗食草动物的特性,在三个国家的推拉栽培玉米叶片中相对含量更高。因此,我们的数据表明,与当地传统农业耕作方式下种植的玉米相比,推拉栽培的玉米具有更强的抗食草动物攻击的能力。
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引用次数: 0
Physicochemical Properties, Antioxidant Activity, and Sensory Profiles of Kombucha and Kombucha-Like Beverages Prepared Using Passion Fruit (Passiflora edulis) and Apple (Malus pumila) 用西番莲和苹果制备的昆布茶和类昆布茶饮料的理化性质、抗氧化活性和感官特征
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-09-04 DOI: 10.1021/acsagscitech.4c0037210.1021/acsagscitech.4c00372
Soraya Ferreira da Silva, Michele Pereira Cavalcante, Ye Sensheng, Sandra dos Santos Silva and Socorro Vanesca Frota Gaban*, 

This study examines the effects of replacing Camellia sinensis tea with passion fruit juice (PFKLB) and apple juice (AKLB) on the resulting beverages’ physicochemical profile, bioactive composition, and sensory characteristics. PFKLB exhibited higher total acidity and alcohol content and lower total soluble solids, total sugars, reducing sugars, and nonreducing sugar contents than conventional kombucha and AKLB. Kombucha and AKLB contained higher levels of total phenolics and flavonoids, and antioxidant activity than PFKLB. The sensory evaluation indicated that PFKLB was well-regarded for its aroma but received criticism for its taste, which was perceived as sour and bitter in contrast to the sweeter taste of kombucha and AKLB. Acidity significantly affected alcohol production and influenced product acceptance in conjunction with sugar content. AKLB is a promising probiotic alternative to kombucha due to its favorable sensory acceptance and the presence of bioactive substances.

本研究探讨了用西番莲果汁(PFKLB)和苹果汁(AKLB)替代山茶花茶对饮料理化特性、生物活性成分和感官特征的影响。与传统的昆布茶和 AKLB 相比,PFKLB 的总酸度和酒精含量较高,而总可溶性固形物、总糖、还原糖和非还原糖含量较低。与 PFKLB 相比,昆布茶和 AKLB 含有更高水平的总酚类和类黄酮以及抗氧化活性。感官评价表明,PFKLB 的香气受到好评,但其口感却受到批评,与昆布茶和 AKLB 的甜味相比,PFKLB 的口感被认为是酸和苦的。酸度极大地影响了酒精产量,并与含糖量一起影响了产品的接受度。AKLB 因其良好的感官接受度和生物活性物质的存在,有望成为昆布茶的益生菌替代品。
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引用次数: 0
Effect of Almond Residue Soil Amendments and Irrigation Regiment on Organic Acid Development and Transport in Soil. 杏树残渣土壤改良剂和灌溉制度对土壤中有机酸发展和迁移的影响
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-08-29 eCollection Date: 2024-09-16 DOI: 10.1021/acsagscitech.4c00133
Emily Shea, Jesus Fernandez-Bayo, Christopher Simmons

Preplant soil disinfestation often relies on harmful soil fumigants; however, the efficacy of sustainable alternatives using biomass amendment fermentation is limited to tillage depths (0-15 cm). This soil column study evaluated whether increasing the irrigation frequency could promote anaerobic pest-suppressive conditions in deeper soils by leaching biocidal fermentation products (organic acids) from surface-applied amendments. Columns received either singular (standard) or weekly irrigation. Almond hulls, an agricultural byproduct, were either incorporated 0-15 cm into soil or applied as a surface mulch. Oxygen and organic acids were measured at 4-50 cm over 21 days, and the experiment was conducted in triplicate. Anaerobic conditions (3% O2) were achieved after 5 days, corresponding to acetic acid accumulation below amended layers: maximum concentrations ranged from 42 to 93 mM at 19-50 cm depths. Additional irrigation further increased concentrations in the deepest layer (50 cm) by almost 50%, demonstrating that water management can enable strategies for depth-dependent soil pest control. This may be particularly valuable for soil disinfestation ahead of the establishment of deep-rooted crops.

播种前土壤消毒通常依赖于有害的土壤熏蒸剂;然而,使用生物质改良剂发酵的可持续替代品的功效仅限于耕作深度(0-15 厘米)。这项土壤柱研究评估了增加灌溉频率是否能通过沥滤地表施用的改良剂中的杀菌发酵产物(有机酸)来促进深层土壤中的厌氧害虫抑制条件。柱状土壤接受单次灌溉(标准)或每周灌溉。农副产品杏仁壳被掺入土壤 0-15 厘米处或作为表面覆盖物施用。在 21 天内测量了 4-50 厘米处的氧气和有机酸,实验一式三份。5 天后达到厌氧条件(3% 的氧气),这与醋酸在施肥层下的积累相对应:19-50 厘米深处的最大浓度为 42 至 93 毫摩尔。额外的灌溉进一步使最深层(50 厘米)的浓度增加了近 50%,这表明水管理可以实现依赖深度的土壤害虫控制策略。这对于在种植深根作物之前进行土壤消毒可能特别有价值。
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引用次数: 0
Effect of Almond Residue Soil Amendments and Irrigation Regiment on Organic Acid Development and Transport in Soil 杏树残渣土壤改良剂和灌溉制度对土壤中有机酸发展和迁移的影响
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-08-28 DOI: 10.1021/acsagscitech.4c0013310.1021/acsagscitech.4c00133
Emily Shea, Jesus Fernandez-Bayo and Christopher Simmons*, 

Preplant soil disinfestation often relies on harmful soil fumigants; however, the efficacy of sustainable alternatives using biomass amendment fermentation is limited to tillage depths (0–15 cm). This soil column study evaluated whether increasing the irrigation frequency could promote anaerobic pest-suppressive conditions in deeper soils by leaching biocidal fermentation products (organic acids) from surface-applied amendments. Columns received either singular (standard) or weekly irrigation. Almond hulls, an agricultural byproduct, were either incorporated 0–15 cm into soil or applied as a surface mulch. Oxygen and organic acids were measured at 4–50 cm over 21 days, and the experiment was conducted in triplicate. Anaerobic conditions (3% O2) were achieved after 5 days, corresponding to acetic acid accumulation below amended layers: maximum concentrations ranged from 42 to 93 mM at 19–50 cm depths. Additional irrigation further increased concentrations in the deepest layer (50 cm) by almost 50%, demonstrating that water management can enable strategies for depth-dependent soil pest control. This may be particularly valuable for soil disinfestation ahead of the establishment of deep-rooted crops.

播种前土壤消毒通常依赖于有害的土壤熏蒸剂;然而,使用生物质改良剂发酵的可持续替代品的功效仅限于耕作深度(0-15 厘米)。这项土壤柱研究评估了增加灌溉频率是否能通过沥滤地表施用的改良剂中的杀菌发酵产物(有机酸)来促进深层土壤中的厌氧害虫抑制条件。柱状土壤接受单次灌溉(标准)或每周灌溉。农副产品杏仁壳被掺入土壤 0-15 厘米处或作为表面覆盖物施用。在 21 天内测量了 4-50 厘米处的氧气和有机酸,实验一式三份。5 天后达到厌氧条件(3% 的氧气),这与醋酸在施肥层下的积累相对应:19-50 厘米深处的最大浓度为 42 至 93 毫摩尔。额外的灌溉进一步将最深层(50 厘米)的浓度提高了近 50%,这表明水管理可以实现根据深度控制土壤害虫的策略。这对于在种植深根作物之前进行土壤消毒可能特别有价值。
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引用次数: 0
Encapsulation of Biomolecule (Hexanal) Using Multilayer Electrospun Nanofibers (β-Cyclodextrin/PVA/PLGA) for Controlled Release to Extend the Postharvest Shelf Life of Mango Fruits (Alphonso) 利用多层电纺纳米纤维(β-环糊精/PVA/PLGA)封装生物大分子(己醛)以实现控释,从而延长芒果(Alphonso)收获后的货架期
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-08-27 DOI: 10.1021/acsagscitech.4c0038310.1021/acsagscitech.4c00383
Preetha Sundaram, Kannan Malaichamy*, Subramanian Kizhaeral Sevanthiyppan and Govindaraju Kasivelu, 

Electrospun multilayer nanofiber matrices developed using β-cyclodextrin, poly(vinyl alcohol), and poly(lactic-co-glycolic) acid effectively encapsulated the hexanal biomolecule and facilitated its controlled release. The multilayer nanofiber matrices loaded with hexanal (overlay method) are characterized through scanning electron microscopy (171 nm), transmission electron microscopy (73 nm), Fourier transform infrared spectroscopy (peak at 1716 cm–1 corresponds to hexanal), X-ray diffraction (12.13 and 18.69°), and thermogravimetric analysis (340 °C). Fruits treated with hexanal-loaded multilayer nanofiber matrices by the overlay method recorded a lower loss in physiological weight, pH, total soluble solids, and total sugar content (17.61%, 5.15, 20.05° Brix, 17.32%, whereas in control 26.99%, 5.75, 23.08° Brix, and 21.34%, respectively, on 21st day of observation), and furthermore, the firmness, titratable acidity, and vitamin C (11.86 N/m, 0.54, and 8.53%) were higher than those of control (6.12 N/m, 0.38, and 5.09%, respectively). The shelf life of mango fruits (var. Alphonso) treated with multilayer nanofiber matrices was extended up to 23 days compared to that of the control fruits (12 days). Thus, the overall results suggested that multilayer nanofiber matrices effectively encapsulate hexanal and regulate its release slowly, which could be effectively used to enhance the physical and biochemical components and shelf life of fruits.

利用β-环糊精、聚乙烯醇和聚乳酸-共聚乙醇酸开发的电纺多层纳米纤维基质有效地包裹了己醛生物分子,并促进了其控释。通过扫描电子显微镜(171 nm)、透射电子显微镜(73 nm)、傅立叶变换红外光谱(1716 cm-1 处的峰值与己醛相对应)、X 射线衍射(12.13 和 18.69°)和热重分析(340 °C),对负载己醛的多层纳米纤维基质(覆盖法)进行了表征。通过叠加法,使用己醛负载的多层纳米纤维基质处理的水果在生理重量、pH 值、总可溶性固形物和总糖含量方面的损失较小(17.61%、5.15、20.05° Brix、17.32%,而对照组为 26.此外,芒果的硬度、可滴定酸度和维生素 C(分别为 11.86 N/m、0.54 和 8.53%)也高于对照组(分别为 6.12 N/m、0.38 和 5.09%)。使用多层纳米纤维基质处理的芒果(Alphonso 变种)的货架期比对照水果(12 天)延长了 23 天。因此,总体结果表明,多层纳米纤维基质能有效封装己醛,并能缓慢调节其释放,可有效提高水果的物理、生物化学成分和货架期。
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引用次数: 0
Controlled Release System of Nanopesticides Based on Noncovalent Interactions 基于非共价相互作用的纳米杀虫剂控释系统
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-08-26 DOI: 10.1021/acsagscitech.4c0032110.1021/acsagscitech.4c00321
Haifan Zhang, Weiwei Xu, Guang Li, Haonan Qu, Cuiguang Ma, Ehsan Bahojb Noruzi, Qiang He, Jing Cheng* and Haibing Li*, 

Pesticides can lose effectiveness and harm the environment due to factors like their chemical properties, weather conditions, and how they are applied. This can happen through drifting, bouncing, rolling, or leaching, which means the pesticide does not reach its target and pollutes the air, water, or soil. The pesticide controlled release system has good environmental responsiveness and can achieve precise quantitative release, which not only reduces the demand for pesticides in target crops and further improves pesticide utilization but also reduces the amount of pesticide residues in the soil and reduces the problem of environmental pollution. In addition, noncovalent interactions between pesticides and carriers play a significant role in pesticide controlled release systems. They can significantly improve the properties of pesticides, themselves, increase drug loading capacity, and enhance the stability of the system and the sensitivity of environmental stimulus-response. In this paper, the latest progress in constructing a pesticide controlled release system based on noncovalent interactions (hydrophobic interactions, hydrogen bonding interactions, electrostatic interactions, and supramolecular host–guest interactions) is summarized in detail, which provides a good foundation for developing an ideal pesticide controlled release system in the future.

由于农药的化学性质、天气条件和施用方式等因素,农药可能会失去效力并对环境造成危害。这种情况可能会通过漂移、弹跳、滚动或浸出等方式发生,这意味着农药无法达到目标,从而污染空气、水或土壤。农药控释系统具有良好的环境响应性,可以实现精确定量释放,不仅可以减少靶标作物对农药的需求,进一步提高农药利用率,还可以减少土壤中的农药残留量,减少环境污染问题。此外,农药与载体之间的非共价相互作用在农药控释系统中发挥着重要作用。它们可以极大地改善农药本身的特性,提高药物负载能力,增强系统的稳定性和环境刺激-反应的灵敏度。本文详细总结了基于非共价相互作用(疏水相互作用、氢键相互作用、静电相互作用和超分子主客体相互作用)构建农药控释体系的最新进展,为今后开发理想的农药控释体系奠定了良好的基础。
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引用次数: 0
Nutrient Preservation in Cattle Slurry via Emission Reduction during Storage with Calcium Cyanamide 通过减少氰氨化钙在贮存过程中的排放来保存牛粪浆中的营养成分
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-08-25 DOI: 10.1021/acsagscitech.4c0005910.1021/acsagscitech.4c00059
Dominik Reiter*, Stephan Winkler, Johannes Becher, Susanne Seilinger, Andreas G. Nüchter and Benedikt V. Kappelsberger, 

Cattle slurry storage is a considerable source of pollutant emissions due to microbial degradation of its components and subsequent volatilization. These emissions are directly linked to losses of essential nutrients, which are consequently no longer available for further use (e.g., in biogas plants or for fertilization). Here, we present the correlation between the application of calcium cyanamide (CaCN2) as an additive for efficient mitigation of emissions from cattle slurry storage and the conservation of nutrients. Three series of laboratory storage experiments were conducted using fresh cattle slurry with and without CaCN2 under semiaerobic conditions at ambient temperature for 4 months each. Emission measurements and detailed mass balances, based on slurry analyses and weighing, revealed a considerable reduction in greenhouse gas emissions by 76.3% and concomitant preservation of fresh matter (34.9%), carbon (47.2%), and nitrogen (96.3%) upon facile additive application. Thus, CaCN2 can enhance the value of cattle slurry despite prolonged storage.

由于牛粪成分的微生物降解和随后的挥发,牛粪储存是一个相当大的污染物排放源。这些排放与基本养分的损失直接相关,这些养分因此无法继续使用(例如,用于沼气厂或施肥)。在此,我们介绍了氰氨化钙(CaCN2)作为添加剂用于有效减少牛粪浆储存过程中的排放与养分保存之间的相关性。在环境温度下的半氧条件下,使用含有或不含 CaCN2 的新鲜牛粪浆进行了三个系列的实验室贮存实验,每个实验持续 4 个月。根据泥浆分析和称重进行的排放测量和详细的质量平衡表明,添加 CaCN2 后,温室气体排放量大大减少了 76.3%,同时新鲜物质(34.9%)、碳(47.2%)和氮(96.3%)也得到了保存。因此,CaCN2 可以提高牛粪浆的价值,尽管需要长时间储存。
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引用次数: 0
Machine Learning Predicts Biochar Aging Effects on Nitrous Oxide Emissions from Agricultural Soils 机器学习预测生物炭老化对农业土壤氧化亚氮排放的影响
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-08-19 DOI: 10.1021/acsagscitech.4c0011410.1021/acsagscitech.4c00114
Shujun Wang, Jie Li, Xiangzhou Yuan, Sachini Supunsala Senadheera, Scott X. Chang, Xiaonan Wang* and Yong Sik Ok*, 

Biochar effects on agricultural soils change over time as biochar ages. To better understand the long-term impacts of biochar application on climate change mitigation, the effect of biochar aging on nitrous oxide (N2O) emissions has been widely investigated in field experiments. However, the underlying relationship of N2O emissions with biochar properties, fertilization practices, soil properties, and weather conditions is poorly understood. We collected data from 30 peer-reviewed publications with 279 observations and used machine learning (ML) to model and explore critical factors affecting daily N2O fluxes. We established and compared models constructed using neural networks (NN), support vector regression (SVR), random forest (RF), and extreme gradient boosting (XGB). We found that the gradient boosting regression (GBR) model was the optimal algorithm for predicting daily N2O fluxes (R2 > 0.90). The importance of factors driving daily N2O fluxes is as follows: fertilization practices (44%) > weather conditions (30%) > soil properties (21%) > biochar properties (5%). In addition, the aging time of biochar, potassium application rate, soil clay fraction, and mean air temperature were critical factors affecting the daily N2O fluxes. When biochar is initially applied, it can reduce N2O emissions; however, it has no long-term effects in reducing N2O emissions. The accurate prediction and insights from the ML model benefit the assessment of the long-term effects of biochar aging on N2O emissions from agricultural soils.

生物炭对农业土壤的影响会随着生物炭老化时间的推移而变化。为了更好地了解生物炭的应用对减缓气候变化的长期影响,人们在田间试验中广泛研究了生物炭老化对一氧化二氮(N2O)排放的影响。然而,人们对一氧化二氮排放与生物炭特性、施肥方法、土壤特性和天气条件之间的内在联系知之甚少。我们从 30 篇经同行评审的出版物中收集了 279 个观测数据,并使用机器学习(ML)来建模和探索影响每日 N2O 通量的关键因素。我们建立并比较了使用神经网络(NN)、支持向量回归(SVR)、随机森林(RF)和极端梯度提升(XGB)构建的模型。我们发现,梯度提升回归(GBR)模型是预测每日一氧化二氮通量的最佳算法(R2 > 0.90)。影响每日 N2O 通量的重要因素如下:施肥方法(44%);天气条件(30%);土壤性质(21%);生物炭性质(5%)。此外,生物炭的老化时间、钾施用量、土壤粘土成分和平均气温也是影响日 N2O 通量的关键因素。在最初施用生物炭时,生物炭可以减少一氧化二氮的排放;但是,生物炭在减少一氧化二氮排放方面没有长期效果。ML 模型的准确预测和见解有利于评估生物炭老化对农业土壤 N2O 排放的长期影响。
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引用次数: 0
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ACS agricultural science & technology
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