首页 > 最新文献

European Journal of Agronomy最新文献

英文 中文
A comparative study of yield components and their trade-off in oilseed crops (Brassica napus L. and Brassica carinata A. Braun) 油菜籽作物(甘蓝型油菜和芸薹型油菜)产量成分及其权衡比较研究
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-10 DOI: 10.1016/j.eja.2024.127377
Maximiliano Verocai , Pablo González-Barrios , Sebastián R. Mazzilli
Canola (Brassica napus L.) and carinata (Brassica carinata A. Braun) are two oilseed crops that have seen a surge in demand in recent years. However, current yields achieved by farmers are inconsistent and significantly lower than those achieved in research experiments. Therefore, a better understanding of the trade-off between yield components is crucial to help breeders develop new high-yielding cultivars and for farmers to manage their crops more effectively. Unfortunately, scientific literature focused on trade-offs between yield components in rapeseed is scarce for canola and lacking for carinata. To address this issue, we conducted field experiments in Uruguay over three consecutive seasons (2016–2018) using the cultivars “Rivette” and “Avanza 641” for canola and carinata, respectively. Our goal was to study yield compensation and determine the comparative performance of canola and carinata across a wide range of sowing dates. Our results showed that carinata yields ranged from 854 kg ha−1 to 7283 kg ha−1, while canola yields ranged from 1152 kg ha−1 to 4489 kg ha−1. Higher biomass production was linked to increased yields in carinata, while an increase in biomass did not necessarily result in higher yields in canola due to a harvest index reduction. Carinata yield was positively correlated with grain number, silique number, and grains per silique. In canola, moderate to large yield changes were primarily influenced by grain number and grain weight, as silique number had a negative trade-off with yield, while grains per silique had a neutral relationship with yield. Our study revealed a distinct yield building process in canola and carinata, despite the general belief that they share physiological similarities and can be managed alike. These findings enhance our understanding of crop knowledge and management, potentially leading to increased crop productivity, and generate more effective breeding programs. Enhancing the yield performance of canola and carinata will position them as economically profitable crops, allowing for greater crop diversification and meeting the growing global demand for biofuels.
油菜籽(Brassica napus L.)和卡里娜塔(Brassica carinata A. Braun)是近年来需求激增的两种油籽作物。然而,目前农民获得的产量并不稳定,而且明显低于研究实验中获得的产量。因此,更好地了解产量成分之间的权衡对于帮助育种者开发新的高产栽培品种和农民更有效地管理作物至关重要。遗憾的是,关注油菜籽产量成分之间权衡的科学文献在油菜籽方面很少,而在卡里纳塔油菜方面则缺乏。为了解决这个问题,我们在乌拉圭连续三季(2016-2018 年)分别使用 "Rivette "和 "Avanza 641 "油菜籽和荠菜进行了田间试验。我们的目标是研究产量补偿,并确定油菜籽和荠菜在不同播种期的比较表现。我们的研究结果表明,荠菜的产量在 854 千克/公顷-1 到 7283 千克/公顷-1 之间,而油菜籽的产量在 1152 千克/公顷-1 到 4489 千克/公顷-1 之间。生物量的增加与荠菜产量的增加有关,而生物量的增加并不一定导致油菜籽产量的增加,因为收获指数会降低。荠菜产量与谷粒数、颖果数和每颖果粒数呈正相关。在油菜籽中,中等到较大的产量变化主要受谷粒数和谷粒重量的影响,因为纤毛虫数量与产量呈负相关,而每颗纤毛虫的谷粒数与产量呈中性关系。我们的研究揭示了油菜籽和荠菜不同的增产过程,尽管人们普遍认为它们在生理上有相似之处,可以进行相同的管理。这些发现加深了我们对作物知识和管理的理解,有可能提高作物产量,并产生更有效的育种计划。提高油菜籽和荠菜的产量表现将使它们成为经济上有利可图的作物,从而使作物更加多样化,满足全球对生物燃料日益增长的需求。
{"title":"A comparative study of yield components and their trade-off in oilseed crops (Brassica napus L. and Brassica carinata A. Braun)","authors":"Maximiliano Verocai ,&nbsp;Pablo González-Barrios ,&nbsp;Sebastián R. Mazzilli","doi":"10.1016/j.eja.2024.127377","DOIUrl":"10.1016/j.eja.2024.127377","url":null,"abstract":"<div><div>Canola (<em>Brassica napus</em> L.) and carinata (<em>Brassica carinata A.</em> Braun) are two oilseed crops that have seen a surge in demand in recent years. However, current yields achieved by farmers are inconsistent and significantly lower than those achieved in research experiments. Therefore, a better understanding of the trade-off between yield components is crucial to help breeders develop new high-yielding cultivars and for farmers to manage their crops more effectively. Unfortunately, scientific literature focused on trade-offs between yield components in rapeseed is scarce for canola and lacking for carinata. To address this issue, we conducted field experiments in Uruguay over three consecutive seasons (2016–2018) using the cultivars “Rivette” and “Avanza 641” for canola and carinata, respectively. Our goal was to study yield compensation and determine the comparative performance of canola and carinata across a wide range of sowing dates. Our results showed that carinata yields ranged from 854 kg ha<sup>−1</sup> to 7283 kg ha<sup>−1</sup>, while canola yields ranged from 1152 kg ha<sup>−1</sup> to 4489 kg ha<sup>−1</sup>. Higher biomass production was linked to increased yields in carinata, while an increase in biomass did not necessarily result in higher yields in canola due to a harvest index reduction. Carinata yield was positively correlated with grain number, silique number, and grains per silique. In canola, moderate to large yield changes were primarily influenced by grain number and grain weight, as silique number had a negative trade-off with yield, while grains per silique had a neutral relationship with yield. Our study revealed a distinct yield building process in canola and carinata, despite the general belief that they share physiological similarities and can be managed alike. These findings enhance our understanding of crop knowledge and management, potentially leading to increased crop productivity, and generate more effective breeding programs. Enhancing the yield performance of canola and carinata will position them as economically profitable crops, allowing for greater crop diversification and meeting the growing global demand for biofuels.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127377"},"PeriodicalIF":4.5,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Changes in end-use quality parameters of two bread wheat cultivars under water stress and heatwave conditions 两种面包小麦品种在水分胁迫和热浪条件下最终用途质量参数的变化
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-10 DOI: 10.1016/j.eja.2024.127385
David Soba , Jon González-Torralba , María Ancín , Sergio Menéndez , Iker Aranjuelo
The baking industry requires a high level of uniformity in flour quality to meet its demands. Cereal production and nutritional traits are tightly conditioned by genotype and environmental factors. In the current study, the impact of temperature and rainfall on yield and end-use quality of two bread wheat (Triticum aestivum L.) cultivars (Camargo and Marcopolo) was analysed under field conditions. To do that a 2-year experiment (2018–2019) was carried out in three contrasting agro-climatic environments in Navarra (northern Spain). The results revealed that year (Y) (linked with temperature and precipitation) was the main factor controlling most crop agronomic performance parameters. Further, genotype (G), G x E, G x Y and the triple interaction had significant effects in the studied grain quality parameters, suggesting a well-differentiated response to different environments between both cultivars. More specifically, Marcopolo was more affected by drought, decreasing grain yield and starch but increasing quality parameters (protein, gluten and N content and dough extensibility (alveograph L) and dough baking strength (alveograph W). On the other hand, only heatwave affected protein and N and gluten content in the Camargo cultivar. Nitrogen content in grain was selected as a potential small-scale rapid parameter to predict quality traits due to its high correlation with protein and gluten content and alveograph W with correlations higher than r = 0.85. Finally, the C isotopic discrimination (Δ13C) and N isotope composition (δ15N) determinations showed that while Δ13C was the best trait predicting grain yield, δ15N was significantly correlated with some important end-use quality parameters. In summary, the current study underscores the fact that alongside a direct impact on crop yield, heat and water stress are target factors conditioning wheat grain quality traits.
烘焙业要求面粉质量高度一致,以满足其需求。谷物的产量和营养性状受到基因型和环境因素的严格制约。本研究分析了在田间条件下,温度和降雨量对两种面包小麦(Triticum aestivum L.)栽培品种(Camargo 和 Marcopolo)产量和最终使用质量的影响。为此,在纳瓦拉(西班牙北部)三个对比强烈的农业气候环境中进行了为期两年(2018-2019 年)的试验。结果显示,年份(Y)(与温度和降水相关)是控制大多数作物农艺性能参数的主要因素。此外,基因型(G)、G x E、G x Y 和三重交互作用对所研究的谷物品质参数也有显著影响,这表明两种栽培品种对不同环境的反应差异很大。更具体地说,Marcopolo 受干旱的影响更大,谷物产量和淀粉含量下降,但品质参数(蛋白质、面筋和氮含量、面团延展性(凸线图 L)和面团烘烤强度(凸线图 W))却增加了。另一方面,只有热浪会影响卡马戈栽培品种的蛋白质、氮和面筋含量。谷物中的氮含量被选为预测品质性状的潜在小规模快速参数,因为它与蛋白质、面筋含量和凹面仪 W 的相关性很高,相关性高于 r = 0.85。最后,C 同位素鉴别(Δ13C)和 N 同位素组成(δ15N)测定结果表明,虽然Δ13C 是预测谷物产量的最佳性状,但δ15N 与一些重要的最终用途质量参数显著相关。总之,目前的研究强调了一个事实,即除了对作物产量有直接影响外,热胁迫和水胁迫也是影响小麦籽粒品质特征的目标因素。
{"title":"Changes in end-use quality parameters of two bread wheat cultivars under water stress and heatwave conditions","authors":"David Soba ,&nbsp;Jon González-Torralba ,&nbsp;María Ancín ,&nbsp;Sergio Menéndez ,&nbsp;Iker Aranjuelo","doi":"10.1016/j.eja.2024.127385","DOIUrl":"10.1016/j.eja.2024.127385","url":null,"abstract":"<div><div>The baking industry requires a high level of uniformity in flour quality to meet its demands. Cereal production and nutritional traits are tightly conditioned by genotype and environmental factors. In the current study, the impact of temperature and rainfall on yield and end-use quality of two bread wheat (<em>Triticum aestivum</em> L.) cultivars (Camargo and Marcopolo) was analysed under field conditions. To do that a 2-year experiment (2018–2019) was carried out in three contrasting agro-climatic environments in Navarra (northern Spain). The results revealed that year (Y) (linked with temperature and precipitation) was the main factor controlling most crop agronomic performance parameters. Further, genotype (G), G x E, G x Y and the triple interaction had significant effects in the studied grain quality parameters, suggesting a well-differentiated response to different environments between both cultivars. More specifically, Marcopolo was more affected by drought, decreasing grain yield and starch but increasing quality parameters (protein, gluten and N content and dough extensibility (alveograph L) and dough baking strength (alveograph W). On the other hand, only heatwave affected protein and N and gluten content in the Camargo cultivar. Nitrogen content in grain was selected as a potential small-scale rapid parameter to predict quality traits due to its high correlation with protein and gluten content and alveograph W with correlations higher than r = 0.85. Finally, the C isotopic discrimination (Δ<sup>13</sup>C) and N isotope composition (δ<sup>15</sup>N) determinations showed that while Δ<sup>13</sup>C was the best trait predicting grain yield, δ<sup>15</sup>N was significantly correlated with some important end-use quality parameters. In summary, the current study underscores the fact that alongside a direct impact on crop yield, heat and water stress are target factors conditioning wheat grain quality traits.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127385"},"PeriodicalIF":4.5,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dissecting durum wheat time to anthesis into physiological traits using a QTL-based model 利用基于 QTL 的模型将硬粒小麦的开花时间剖析为生理性状
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-10 DOI: 10.1016/j.eja.2024.127379
Pierre Martre , Rosella Motzo , Anna Maria Mastrangelo , Daniela Marone , Pasquale De Vita , Francesco Giunta
Fine tuning crop development is a major breeding avenue to increase crop yield and for adaptation to climate change. We used an ecophysiological model that integrates our current understanding of the physiology of wheat phenology to predict the development and anthesis date of 91 recombinant inbreed lines (RILs) of durum wheat with genotypic parameters controlling vernalization requirement, photoperiod sensitivity, and earliness per se estimated using leaf stage, final leaf number, anthesis date data from a pot experiment with vernalized and nonvernalized treatments combined with short- and long-day length. Predictions of final leaf number and anthesis date of the QTL-based model was evaluated for the whole population of RILs in a set of independent field trials and for the two parents, which were not used to estimate the parameter values. Our novel approach reduces the number of environments and the time required to obtain the required data sets to develop a QTL-based prediction of model parameters. Moreover, the use of a physiologically based model of phenology gives new insight into genotype-phenology relations for wheat. We discuss the approach we used to estimate the parameters of the model and their association with QTL and major phenology genes that collocate at QTL.
微调作物生长发育是提高作物产量和适应气候变化的主要育种途径。我们使用了一个生态生理学模型,该模型综合了我们目前对小麦物候生理学的理解,预测了91个硬粒小麦近交系重组(RIL)的生长发育和花期,并使用叶期、最终叶片数、花期数据对控制春化要求、光周期敏感性和早熟本身的基因型参数进行了估计,这些数据来自一个结合了短日照和长日照的春化和非春化处理的盆栽实验。在一组独立的田间试验中,对整个 RIL 群体以及未用于估计参数值的两个亲本进行了基于 QTL 模型的最终叶片数和花期预测评估。我们的新方法减少了获得所需数据集的环境数量和时间,从而建立了基于 QTL 的模型参数预测。此外,基于生理学的表型模型的使用为小麦基因型与表型的关系提供了新的视角。我们讨论了估算模型参数的方法及其与 QTL 和 QTL 上主要表观基因的关系。
{"title":"Dissecting durum wheat time to anthesis into physiological traits using a QTL-based model","authors":"Pierre Martre ,&nbsp;Rosella Motzo ,&nbsp;Anna Maria Mastrangelo ,&nbsp;Daniela Marone ,&nbsp;Pasquale De Vita ,&nbsp;Francesco Giunta","doi":"10.1016/j.eja.2024.127379","DOIUrl":"10.1016/j.eja.2024.127379","url":null,"abstract":"<div><div>Fine tuning crop development is a major breeding avenue to increase crop yield and for adaptation to climate change. We used an ecophysiological model that integrates our current understanding of the physiology of wheat phenology to predict the development and anthesis date of 91 recombinant inbreed lines (RILs) of durum wheat with genotypic parameters controlling vernalization requirement, photoperiod sensitivity, and earliness <em>per se</em> estimated using leaf stage, final leaf number, anthesis date data from a pot experiment with vernalized and nonvernalized treatments combined with short- and long-day length. Predictions of final leaf number and anthesis date of the QTL-based model was evaluated for the whole population of RILs in a set of independent field trials and for the two parents, which were not used to estimate the parameter values. Our novel approach reduces the number of environments and the time required to obtain the required data sets to develop a QTL-based prediction of model parameters. Moreover, the use of a physiologically based model of phenology gives new insight into genotype-phenology relations for wheat. We discuss the approach we used to estimate the parameters of the model and their association with QTL and major phenology genes that collocate at QTL.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127379"},"PeriodicalIF":4.5,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancement of soil humic acid hydrophobicity by 5 consecutive years of full-amount straw shallow-mixed field return 连续 5 年全量秸秆浅层混合还田提高土壤腐殖酸疏水性
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-07 DOI: 10.1016/j.eja.2024.127378
Bo-Yan Zhang, Sen Dou, Song Guan
Crop yield is directly influenced by the storage and stabilisation of soil organic carbon (SOC), which is determined by the hydrophobicity of soil humic acid (HA). Changes in soil HA hydrophobicity, humic substances, SOC and crop yield were compared after the application of different amounts of straw returns in the field, and the contribution of straw application in enhancing HA hydrophobicity was examined. The treatments included no straw application and soil stirring, no straw application with soil stirring, application of half-amount straw shallow-mixed field return, application of full-amount straw shallow-mixed field return and application of double-amount straw shallow-mixed field return. Using elemental analysis, infrared spectroscopy and fluorescence spectroscopy, the structural hydrophobicity of soil HA was exhaustively characterised. The results showed that the hydrogen to carbon ratio of HA increased by 11.46 %, the ratio of hydrophobic to hydrophilic intensity increased by 21.02 %, and the ratio of peak B to peak A fluorescence intensity decreased by 32.21 % after 5 years of full amount straw shallow-mixing field return compared to no straw application and soil stirring. The observed results indicate that the augmentation in hydrophobicity stimulates the formation of HA, enhances soil humification, elevates SOC content by 9.78 % and potentially contributes to the ultimate crop yield increase by 22.98 %. Compared with stirring the soil, the contribution rate of applying full amount of straw to increase HA hydrophobicity was 49.57–62.05 %, and the contribution rate to increase SOC and yield were 54.59 % and 76.37 %, respectively. While stirring the soil contributed to increasing hydrophobicity, straw application persisted as the primary factor in enhancing hydrophobicity. The findings of this study have significant implications for understanding the mechanism by which straw improves HA hydrophobicity, thereby facilitating carbon sequestration and increasing crop yield.
作物产量直接受土壤有机碳(SOC)的储存和稳定的影响,而土壤有机碳的储存和稳定又取决于土壤腐植酸(HA)的疏水性。在田间施用不同数量的秸秆还田后,比较了土壤腐殖酸疏水性、腐殖质、SOC 和作物产量的变化,并研究了施用秸秆对提高土壤腐殖酸疏水性的贡献。处理包括不施用秸秆和土壤搅拌、不施用秸秆和土壤搅拌、施用半量秸秆浅混还田、施用全量秸秆浅混还田和施用双量秸秆浅混还田。利用元素分析、红外光谱和荧光光谱,对土壤 HA 的疏水性结构进行了详尽的表征。结果表明,与不施秸秆和土壤搅拌相比,全量秸秆浅层搅拌还田 5 年后,HA 的氢碳比增加了 11.46%,疏水性与亲水性强度比增加了 21.02%,B 峰与 A 峰荧光强度比降低了 32.21%。观察结果表明,疏水性的增强促进了 HA 的形成,提高了土壤腐殖化程度,使 SOC 含量提高了 9.78%,并有可能使作物最终增产 22.98%。与搅拌土壤相比,全量施用秸秆对增加 HA 疏水性的贡献率为 49.57-62.05%,对增加 SOC 和产量的贡献率分别为 54.59% 和 76.37%。虽然搅拌土壤有助于增加疏水性,但施用秸秆仍然是增加疏水性的主要因素。这项研究的结果对于了解秸秆改善 HA 疏水性的机制,从而促进碳固存和提高作物产量具有重要意义。
{"title":"Enhancement of soil humic acid hydrophobicity by 5 consecutive years of full-amount straw shallow-mixed field return","authors":"Bo-Yan Zhang,&nbsp;Sen Dou,&nbsp;Song Guan","doi":"10.1016/j.eja.2024.127378","DOIUrl":"10.1016/j.eja.2024.127378","url":null,"abstract":"<div><div>Crop yield is directly influenced by the storage and stabilisation of soil organic carbon (SOC), which is determined by the hydrophobicity of soil humic acid (HA). Changes in soil HA hydrophobicity, humic substances, SOC and crop yield were compared after the application of different amounts of straw returns in the field, and the contribution of straw application in enhancing HA hydrophobicity was examined. The treatments included no straw application and soil stirring, no straw application with soil stirring, application of half-amount straw shallow-mixed field return, application of full-amount straw shallow-mixed field return and application of double-amount straw shallow-mixed field return. Using elemental analysis, infrared spectroscopy and fluorescence spectroscopy, the structural hydrophobicity of soil HA was exhaustively characterised. The results showed that the hydrogen to carbon ratio of HA increased by 11.46 %, the ratio of hydrophobic to hydrophilic intensity increased by 21.02 %, and the ratio of peak B to peak A fluorescence intensity decreased by 32.21 % after 5 years of full amount straw shallow-mixing field return compared to no straw application and soil stirring. The observed results indicate that the augmentation in hydrophobicity stimulates the formation of HA, enhances soil humification, elevates SOC content by 9.78 % and potentially contributes to the ultimate crop yield increase by 22.98 %. Compared with stirring the soil, the contribution rate of applying full amount of straw to increase HA hydrophobicity was 49.57–62.05 %, and the contribution rate to increase SOC and yield were 54.59 % and 76.37 %, respectively. While stirring the soil contributed to increasing hydrophobicity, straw application persisted as the primary factor in enhancing hydrophobicity. The findings of this study have significant implications for understanding the mechanism by which straw improves HA hydrophobicity, thereby facilitating carbon sequestration and increasing crop yield.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127378"},"PeriodicalIF":4.5,"publicationDate":"2024-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419272","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Arbuscular mycorrhizal fungus activates wheat physiology for higher reproductive allocation under drought stress in primitive and modern wheat 丛枝菌根真菌激活小麦生理机能,提高原始小麦和现代小麦在干旱胁迫下的生殖分配率
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-05 DOI: 10.1016/j.eja.2024.127376
Hai-Xia Duan , Chong-Liang Luo , Ying Zhu , Ling Zhao , Jing Wang , Wei Wang , You-Cai Xiong
Arbuscular mycorrhizal fungus (AMF) can mediate physiological adaptation of higher plants to drought stress, including wheat. Yet, it is unclear how AMF affects reproductive output via mediating crop physiological vitality at the evolutionary scale. To clarify this issue, a growth environment-controlled experiment was conducted using four primitive wheat genotypes and four modern ones with or without AMF (Funneliformis mosseae) inoculation. Two water regimes (80 % and 40 % field water capacity, FWC80 (well-watered) and FWC40 (drought stress)) were included. The data indicated that AMF inoculation significantly improved leaf area, photosynthetic rate, stomatal conductance and water use efficiency under drought stress, compared to the non-AMF group (CK). Regardless of soil moisture, the relationship between reproductive biomass vs. vegetative biomass (R-V), and between leaf biomass vs. shoot biomass, all fell into a typical allometric pattern (α>1, P<0.001) in primitive wheat. In contrast, in modern wheat, the R-V relationship tended to an isometric pattern (α≈1, P<0.001), showing lower α values in all treatments relative to primitive ones. Furthermore, AMF inoculation significantly promoted the maintenance rate of yield and biomass under drought stress, suggesting greater drought tolerance as induced by AMF in modern wheat compared to primitive ones. These findings illuminated a key evolutionary strategy to enhance reproductive allocation via activating physiological activities under drought stress from primitive to modern wheat.
丛枝菌根真菌(AMF)可以介导包括小麦在内的高等植物对干旱胁迫的生理适应。然而,目前还不清楚在进化尺度上,AMF是如何通过介导作物生理活力来影响生殖产量的。为了弄清这个问题,我们利用四种原始小麦基因型和四种现代小麦基因型进行了一次生长环境控制实验,实验中是否接种了AMF(Funneliformis mosseae)。实验包括两种水分制度(田间持水量的 80% 和 40%,FWC80(充足水分)和 FWC40(干旱胁迫))。数据表明,与未接种 AMF 组(CK)相比,接种 AMF 组能显著提高干旱胁迫下的叶面积、光合速率、气孔导度和水分利用效率。在原始小麦中,无论土壤湿度如何,生殖生物量与无性生物量(R-V)之间的关系,以及叶片生物量与嫩枝生物量之间的关系都属于典型的异速关系(α>1,P<0.001)。相反,在现代小麦中,R-V 关系趋向于等距模式(α≈1,P<0.001),所有处理的 α 值都低于原始处理。此外,接种AMF能显著提高干旱胁迫下的产量和生物量维持率,这表明与原始小麦相比,现代小麦在AMF诱导下具有更强的抗旱能力。这些发现揭示了从原始小麦到现代小麦在干旱胁迫下通过激活生理活动提高生殖分配的关键进化策略。
{"title":"Arbuscular mycorrhizal fungus activates wheat physiology for higher reproductive allocation under drought stress in primitive and modern wheat","authors":"Hai-Xia Duan ,&nbsp;Chong-Liang Luo ,&nbsp;Ying Zhu ,&nbsp;Ling Zhao ,&nbsp;Jing Wang ,&nbsp;Wei Wang ,&nbsp;You-Cai Xiong","doi":"10.1016/j.eja.2024.127376","DOIUrl":"10.1016/j.eja.2024.127376","url":null,"abstract":"<div><div>Arbuscular mycorrhizal fungus (AMF) can mediate physiological adaptation of higher plants to drought stress, including wheat. Yet, it is unclear how AMF affects reproductive output via mediating crop physiological vitality at the evolutionary scale. To clarify this issue, a growth environment-controlled experiment was conducted using four primitive wheat genotypes and four modern ones with or without AMF (<em>Funneliformis mosseae</em>) inoculation. Two water regimes (80 % and 40 % field water capacity, FWC80 (well-watered) and FWC40 (drought stress)) were included. The data indicated that AMF inoculation significantly improved leaf area, photosynthetic rate, stomatal conductance and water use efficiency under drought stress, compared to the non-AMF group (CK). Regardless of soil moisture, the relationship between reproductive biomass vs. vegetative biomass (R-V), and between leaf biomass vs. shoot biomass, all fell into a typical allometric pattern (α&gt;1, <em>P</em>&lt;0.001) in primitive wheat. In contrast, in modern wheat, the R-V relationship tended to an isometric pattern (α≈1, <em>P</em>&lt;0.001), showing lower α values in all treatments relative to primitive ones. Furthermore, AMF inoculation significantly promoted the maintenance rate of yield and biomass under drought stress, suggesting greater drought tolerance as induced by AMF in modern wheat compared to primitive ones. These findings illuminated a key evolutionary strategy to enhance reproductive allocation via activating physiological activities under drought stress from primitive to modern wheat.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127376"},"PeriodicalIF":4.5,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Greenhouse gas emissions and mitigation potential of crop production in Northeast China 中国东北地区农作物生产的温室气体排放与减排潜力
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-05 DOI: 10.1016/j.eja.2024.127371
Jin-Sai Chen , Hao-Ran Li , Yu-Gang Tian , Ping-Ping Deng , Olatunde Pelumi Oladele , Wei Bai , Yash Pal Dang , Xin Zhao , Hai-Lin Zhang
Agricultural management practices that reduce greenhouse gas (GHG) emissions have been identified as effective mitigation strategies. However, research on carbon emissions from major crops in Northeast China focuses on national and provincial data, overlooking city-scale variability and uncertainties, which prevents fine-scale assessment of crop emissions reduction potential. To address this, a life cycle assessment (LCA) combined with the Monte Carlo method was conducted to estimate the carbon footprint of rice, maize, and soybean production for different cities in Northeast China from 1991 to 2020. The results showed that the top one-third of cities with the highest total carbon emissions (TCE) account for approximately 40 % of the region's TCE. Nitrogen losses and production processes related to nitrogen fertilizer application were identified as the primary contributors to TCE from crop production, accounting for 29.6–62.5 % of the total, with a relative importance of 58.5–78.2 %. Scenario analysis indicated that optimizing nitrogen fertilizer management and reducing active nitrogen losses are the most effective strategies for reducing TCE from major crop production, offering a reduction potential of 34.5–60.6 %. Recommended strategies include phased application of nitrogen fertilizer, the addition of nitrification inhibitors, or using slow-release nitrogen fertilizers, combined with appropriate increases in crop planting density, straw return decomposition technologies and water-saving irrigation methods to reduce GHG emissions. These strategies aim to achieve low-carbon sustainable grain production and provide a foundation for exploring the emissions reduction potential of agricultural inputs and optimizing regional crop layouts, offering new insights for developing more effective GHG reduction strategies.
减少温室气体(GHG)排放的农业管理措施已被确定为有效的减排战略。然而,有关中国东北地区主要农作物碳排放的研究主要集中在国家和省级数据上,忽略了城市尺度的变化和不确定性,从而无法对农作物的减排潜力进行精细评估。针对这一问题,研究人员结合蒙特卡洛法进行了生命周期评估,估算了 1991 至 2020 年中国东北地区不同城市水稻、玉米和大豆生产的碳足迹。结果表明,碳排放总量(TCE)最高的前三分之一城市约占该地区 TCE 的 40%。与氮肥施用相关的氮素损失和生产过程被认为是农作物生产产生的 TCE 的主要贡献者,占总量的 29.6-62.5%,相对重要性为 58.5-78.2%。情景分析表明,优化氮肥管理和减少活性氮损失是减少主要作物生产中产生的三氯乙酸的最有效策略,减排潜力为 34.5-60.6%。建议的策略包括分阶段施用氮肥、添加硝化抑制剂或使用缓释氮肥,同时适当增加作物种植密度、采用秸秆还田分解技术和节水灌溉方法,以减少温室气体排放。这些战略旨在实现低碳可持续粮食生产,为探索农业投入的减排潜力和优化区域作物布局奠定了基础,为制定更有效的温室气体减排战略提供了新的思路。
{"title":"Greenhouse gas emissions and mitigation potential of crop production in Northeast China","authors":"Jin-Sai Chen ,&nbsp;Hao-Ran Li ,&nbsp;Yu-Gang Tian ,&nbsp;Ping-Ping Deng ,&nbsp;Olatunde Pelumi Oladele ,&nbsp;Wei Bai ,&nbsp;Yash Pal Dang ,&nbsp;Xin Zhao ,&nbsp;Hai-Lin Zhang","doi":"10.1016/j.eja.2024.127371","DOIUrl":"10.1016/j.eja.2024.127371","url":null,"abstract":"<div><div>Agricultural management practices that reduce greenhouse gas (GHG) emissions have been identified as effective mitigation strategies. However, research on carbon emissions from major crops in Northeast China focuses on national and provincial data, overlooking city-scale variability and uncertainties, which prevents fine-scale assessment of crop emissions reduction potential. To address this, a life cycle assessment (LCA) combined with the Monte Carlo method was conducted to estimate the carbon footprint of rice, maize, and soybean production for different cities in Northeast China from 1991 to 2020. The results showed that the top one-third of cities with the highest total carbon emissions (TCE) account for approximately 40 % of the region's TCE. Nitrogen losses and production processes related to nitrogen fertilizer application were identified as the primary contributors to TCE from crop production, accounting for 29.6–62.5 % of the total, with a relative importance of 58.5–78.2 %. Scenario analysis indicated that optimizing nitrogen fertilizer management and reducing active nitrogen losses are the most effective strategies for reducing TCE from major crop production, offering a reduction potential of 34.5–60.6 %. Recommended strategies include phased application of nitrogen fertilizer, the addition of nitrification inhibitors, or using slow-release nitrogen fertilizers, combined with appropriate increases in crop planting density, straw return decomposition technologies and water-saving irrigation methods to reduce GHG emissions. These strategies aim to achieve low-carbon sustainable grain production and provide a foundation for exploring the emissions reduction potential of agricultural inputs and optimizing regional crop layouts, offering new insights for developing more effective GHG reduction strategies.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127371"},"PeriodicalIF":4.5,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced seed yield of full-season soybean when rotated with cereals and cover crops as compared to monoculture in a long-term experiment 在一项长期试验中,与谷物和覆盖作物轮作的全季大豆种子产量高于单一种植的全季大豆种子产量
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-03 DOI: 10.1016/j.eja.2024.127382
F. Salvagiotti , M.M. Biassoni , L. Magnano , S. Bacigaluppo
Soybeans are of great importance to the global economy, but the cultivation as monoculture has shown several negative environmental implications in the long-term. Long-term studies demonstrate the cumulative effects of rotations on soil variables, but few studies have considered changes during consecutive years in a time series of soybean as a monoculture. The inclusion of cereals and cover crops in rotation with soybean increases the intensification sequence index (ISI, time with crops actively growing during the year) and increases in soybean yield are expected. In line with this, some studies suggest that only including a winter cover crop will increase ISI and raise production. However, these comparisons have not been made in the long term. The objectives of this work were to: i) compare the evolution of full-season soybean yield and production when sowed as monoculture and in cropping sequences that include cereal crops and cover crops, and ii) quantify a yield gap in full-season soybean due to monoculture by evaluating the long-term residual effect of crop sequences with different land occupation. Soybean yield time series in a 14-years period in rotation or as monoculture were studied in a long-term field experiment under no-tillage established in 2006 in the Northern Pampas region of Argentina. Rotations consisted in sequences that included soybean (S), maize (M) and wheat (W), and also incorporated wheat as a winter cover crop (CC): S-S, CC/S-CC/S, S-W/S-M, CC/S-W/S-M, M-W/S, and CC/M-W/S, with ISI values of 0.39, 0.69, 0.55, 0.64, 0.65 and 0.80, respectively. In 2021/22 season, full-season soybean was planted in all plots as a "test" crop, to evaluate the long-term residual effect of sequences with different intensification indexes. Seed yield averaged 3249 kg ha−1 among years. During the 14 years under study, seed yield in S-W/S-M surpassed S-S by 28 % in 6 out of 14 years. The differences between S-S with respect to this sequence were observed consistently from the ninth crop season (i.e. since 2017/18). The inclusion of a cover crop within a soybean monoculture (i.e. CC/S-CC/S) showed similar seed yields as in S-S in 11 out of 14 years. The analysis of the test crop showed yield-gaps when soybeans were grown as monoculture (seed yield in rotations minus seed yield in S-S) of 9, 20, 27, 21 and 31 % for CC/S-CC/S, S-W/S-M, CC/S-W/S-M, M-W/S and CC/M-W/S, respectively. In summary, soybean in rotation with cereals showed an average increase of ca. 346 kg ha−1 and including a cover crop within a soybean monoculture did not increase seed yield at the levels observed when rotated with cereals. Finally, when estimating seed yield-gaps in soybean, it is important to set in which rotation soybean is placed, since a higher maximum yield is expected to happen when soybean follows a more intensified rotation.
大豆对全球经济具有重要意义,但长期单一种植大豆会对环境造成一些负面影响。长期研究证明了轮作对土壤变量的累积效应,但很少有研究考虑大豆单一种植时间序列中连续几年的变化。将谷物和覆盖作物与大豆轮作,可提高强化序列指数(ISI,一年中作物积极生长的时间),从而提高大豆产量。与此相一致,一些研究表明,只种植冬季覆盖作物会增加 ISI 并提高产量。然而,这些比较并不是长期进行的。这项工作的目标是:i) 比较大豆单季播种与包括谷类作物和覆盖作物在内的种植序列下大豆全季产量和生产的变化;ii) 通过评估不同土地占用的作物序列的长期剩余效应,量化单季播种导致的大豆全季产量差距。2006 年,在阿根廷北潘帕斯地区进行了一项长期免耕田间试验,研究了 14 年间大豆轮作或单作的产量时间序列。轮作包括大豆 (S)、玉米 (M) 和小麦 (W) 的轮作序列,还包括作为冬季覆盖作物 (CC) 的小麦:S-S、CC/S-CC/S、S-W/S-M、CC/S-W/S-M、M-W/S 和 CC/M-W/S 的 ISI 值分别为 0.39、0.69、0.55、0.64、0.65 和 0.80。2021/22 年种植季,所有地块都种植了全季大豆作为 "测试 "作物,以评估不同强化指数序列的长期剩余效应。各年的平均种子产量为 3249 千克/公顷。在研究的 14 年中,S-W/S-M 的种子产量比 S-S 高出 28%。从第九个作物季开始(即自 2017/18 年起),S-S 之间在这一序列上的差异被持续观察到。在大豆单作中加入覆盖作物(即 CC/S-CC/S),14 年中有 11 年的种子产量与 S-S 相似。对试验作物的分析表明,在大豆单一种植时,CC/S-CC/S、S-W/S-M、CC/S-W/S-M、M-W/S 和 CC/M-W/S 的产量差距(轮作的种子产量减去 S-S 的种子产量)分别为 9%、20%、27%、21% 和 31%。总之,与谷物轮作的大豆平均每公顷增产约 346 千克,而在大豆单作中加入覆盖作物并不能提高种子产量,与与谷物轮作时的水平相当。最后,在估算大豆的种子产量差距时,必须确定大豆的轮作方式,因为如果大豆的轮作强度更大,预计最高产量也会更高。
{"title":"Enhanced seed yield of full-season soybean when rotated with cereals and cover crops as compared to monoculture in a long-term experiment","authors":"F. Salvagiotti ,&nbsp;M.M. Biassoni ,&nbsp;L. Magnano ,&nbsp;S. Bacigaluppo","doi":"10.1016/j.eja.2024.127382","DOIUrl":"10.1016/j.eja.2024.127382","url":null,"abstract":"<div><div>Soybeans are of great importance to the global economy, but the cultivation as monoculture has shown several negative environmental implications in the long-term. Long-term studies demonstrate the cumulative effects of rotations on soil variables, but few studies have considered changes during consecutive years in a time series of soybean as a monoculture. The inclusion of cereals and cover crops in rotation with soybean increases the intensification sequence index (ISI, time with crops actively growing during the year) and increases in soybean yield are expected. In line with this, some studies suggest that only including a winter cover crop will increase ISI and raise production. However, these comparisons have not been made in the long term. The objectives of this work were to: i) compare the evolution of full-season soybean yield and production when sowed as monoculture and in cropping sequences that include cereal crops and cover crops, and ii) quantify a yield gap in full-season soybean due to monoculture by evaluating the long-term residual effect of crop sequences with different land occupation. Soybean yield time series in a 14-years period in rotation or as monoculture were studied in a long-term field experiment under no-tillage established in 2006 in the Northern Pampas region of Argentina. Rotations consisted in sequences that included soybean (S), maize (M) and wheat (W), and also incorporated wheat as a winter cover crop (CC): S-S, CC/S-CC/S, S-W/S-M, CC/S-W/S-M, M-W/S, and CC/M-W/S, with ISI values of 0.39, 0.69, 0.55, 0.64, 0.65 and 0.80, respectively. In 2021/22 season, full-season soybean was planted in all plots as a \"test\" crop, to evaluate the long-term residual effect of sequences with different intensification indexes. Seed yield averaged 3249 kg ha<sup>−1</sup> among years. During the 14 years under study, seed yield in S-W/S-M surpassed S-S by 28 % in 6 out of 14 years. The differences between S-S with respect to this sequence were observed consistently from the ninth crop season (i.e. since 2017/18). The inclusion of a cover crop within a soybean monoculture (i.e. CC/S-CC/S) showed similar seed yields as in S-S in 11 out of 14 years. The analysis of the test crop showed yield-gaps when soybeans were grown as monoculture (seed yield in rotations minus seed yield in S-S) of 9, 20, 27, 21 and 31 % for CC/S-CC/S, S-W/S-M, CC/S-W/S-M, M-W/S and CC/M-W/S, respectively. In summary, soybean in rotation with cereals showed an average increase of ca. 346 kg ha<sup>−1</sup> and including a cover crop within a soybean monoculture did not increase seed yield at the levels observed when rotated with cereals. Finally, when estimating seed yield-gaps in soybean, it is important to set in which rotation soybean is placed, since a higher maximum yield is expected to happen when soybean follows a more intensified rotation.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127382"},"PeriodicalIF":4.5,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Achieving wheat seedling freezing injury assessment during the seedling stage using Unmanned Ground Vehicle (UGV) and hyperspectral imaging technology 利用无人地面飞行器(UGV)和高光谱成像技术实现小麦苗期冻害评估
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-03 DOI: 10.1016/j.eja.2024.127375
Zhaosheng Yao , Ruimin Shao , Muhammad Zain , Yuanyuan Zhao , Ting Tian , Jianliang Wang , Dingshun Zhang , Tao Liu , Xiaoxin Song , Chengming Sun
Freezing injury may cause irreversible damage to wheat (Triticum aestivum L) tissues and can significantly reduce yield and quality. Therefore, quick and non-destructively estimating the degree of frost damage for formulating anti-freezing protection strategies and preventing frost damage is very crucial. In this study, we obtained hyperspectral images of wheat leaves for accurate identification of frost damage. A remote-controlled Unmanned Ground Vehicle (UGV) equipped with an imaging spectral camera was used to capture the hyperspectral images of frost-damaged wheat leaves. We compared the efficiency of two methods (the one without removal of weeds, and the other is to remove the corresponding area of weeds from the hyperspectral image by Deeplab V3+) for estimation of wheat freezing damage degree by using four different algorithms; Support Vector Machine Classification (SVM), Mahalanobis Distance Classification (MaD), Minimum Distance Classification (MiD), and Maximum Likelihood Classification (ML). We found that, Deeplab V3+ can efficiently identify the weeds from hyperspectral images, as the overall accuracy (OA) values of different algorithms were high in images with weeds removal as compared to the values in weeds containing images. Further, applying ML model after weeds removal have high OA (93.26 %) as compared to the other models. Thus, using Deeplab V3+ and ML can be a potential approach to identify the freezing injury in wheat for sustainable agricultural productivity.
冻害可能会对小麦(Triticum aestivum L)组织造成不可逆的损害,并会显著降低产量和质量。因此,快速、无损地估计冻害程度对于制定抗冻保护策略和预防冻害至关重要。在这项研究中,我们获得了小麦叶片的高光谱图像,用于准确识别冻害。我们使用了配备成像光谱相机的遥控无人地面飞行器(UGV)来捕捉冻害小麦叶片的高光谱图像。我们使用支持向量机分类(SVM)、马哈拉诺比斯距离分类(MaD)、最小距离分类(MiD)和最大似然分类(ML)四种不同的算法,比较了两种方法(一种是不去除杂草,另一种是利用 Deeplab V3+ 从高光谱图像中去除相应面积的杂草)在估计小麦冻害程度方面的效率。我们发现,Deeplab V3+ 可以从高光谱图像中有效识别杂草,因为与含有杂草的图像相比,清除杂草的图像中不同算法的总体准确率(OA)值较高。此外,与其他模型相比,去除杂草后应用 ML 模型的 OA 值(93.26 %)较高。因此,使用 Deeplab V3+ 和 ML 可以成为识别小麦冻害的一种潜在方法,从而实现可持续的农业生产力。
{"title":"Achieving wheat seedling freezing injury assessment during the seedling stage using Unmanned Ground Vehicle (UGV) and hyperspectral imaging technology","authors":"Zhaosheng Yao ,&nbsp;Ruimin Shao ,&nbsp;Muhammad Zain ,&nbsp;Yuanyuan Zhao ,&nbsp;Ting Tian ,&nbsp;Jianliang Wang ,&nbsp;Dingshun Zhang ,&nbsp;Tao Liu ,&nbsp;Xiaoxin Song ,&nbsp;Chengming Sun","doi":"10.1016/j.eja.2024.127375","DOIUrl":"10.1016/j.eja.2024.127375","url":null,"abstract":"<div><div>Freezing injury may cause irreversible damage to wheat (<em><strong>Triticum aestivum L</strong></em>) tissues and can significantly reduce yield and quality. Therefore, quick and non-destructively estimating the degree of frost damage for formulating anti-freezing protection strategies and preventing frost damage is very crucial. In this study, we obtained hyperspectral images of wheat leaves for accurate identification of frost damage. A remote-controlled Unmanned Ground Vehicle (UGV) equipped with an imaging spectral camera was used to capture the hyperspectral images of frost-damaged wheat leaves. We compared the efficiency of two methods (the one without removal of weeds, and the other is to remove the corresponding area of weeds from the hyperspectral image by Deeplab V3+) for estimation of wheat freezing damage degree by using four different algorithms; Support Vector Machine Classification (SVM), Mahalanobis Distance Classification (MaD), Minimum Distance Classification (MiD), and Maximum Likelihood Classification (ML). We found that, Deeplab V3+ can efficiently identify the weeds from hyperspectral images, as the overall accuracy (OA) values of different algorithms were high in images with weeds removal as compared to the values in weeds containing images. Further, applying ML model after weeds removal have high OA (93.26 %) as compared to the other models. Thus, using Deeplab V3+ and ML can be a potential approach to identify the freezing injury in wheat for sustainable agricultural productivity.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127375"},"PeriodicalIF":4.5,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging machine learning to discriminate wheat scab infection levels through hyperspectral reflectance and feature selection methods 利用机器学习,通过高光谱反射率和特征选择方法判别小麦赤霉病感染程度
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-02 DOI: 10.1016/j.eja.2024.127372
Ghulam Mustafa , Hengbiao Zheng , Yuhong Liu , Shihong Yang , Imran Haider Khan , Sarfraz Hussain , Jiayuan Liu , Wu Weize , Min Chen , Tao Cheng , Yan Zhu , Xia Yao
Real-time or pre-symptomatic wheat scab (WS) detection is inevitable for precision agriculture to secure yield and quality at the critical grain formation stage. For this, feature selection (FS) techniques and machine learning (ML) have demonstrated their capabilities. However, for the same type and size of dataset, all FS and ML techniques behave differently due to their diverse primary constituents. This study attempts to leverage ML for WS classification and prediction employing different FS techniques on hyperspectral data of wheat spikes. The spectral features were selected and assessed to regress and classify disease occurrence. Relief-F-neural net (NN) manifested the best results with classification accuracy (CA) of 67 % and 89 % at the pre-symptomatic scale and 3 days after inoculation (DAI), respectively. Followed by continuous wavelet transform (CWT)-NN with 63 % CA at the pre-symptomatic scale and CWT-Xgboost with 89 % CA at 3DAI. For prediction, random forest regression revealed best accuracy of R2 = 0.94 and RMSE = 7.70, followed by partial least squares regression with R2 = 0.90 and RMSE = 10.37. The results offer a precise quantitative benchmark for future investigations into the capacity of hyperspectral data and FS for the real-time quantification of plant diseases.
实时或症状前小麦赤霉病(WS)检测是精准农业的必然选择,可在谷物形成的关键阶段确保产量和质量。为此,特征选择(FS)技术和机器学习(ML)技术已经证明了它们的能力。然而,对于相同类型和大小的数据集,所有 FS 和 ML 技术因其主要成分的不同而表现各异。本研究尝试在小麦穗的高光谱数据上采用不同的 FS 技术,利用 ML 进行 WS 分类和预测。我们选择并评估了光谱特征,以便对病害发生进行回归和分类。浮雕-F-神经网(NN)效果最佳,在症状前和接种后 3 天(DAI)的分类准确率(CA)分别为 67% 和 89%。其次是连续小波变换(CWT)-NN,在症状出现前的分类准确率为 63%,CWT-Xgboost 在接种后 3 天的分类准确率为 89%。在预测方面,随机森林回归的准确率最高,为 R2 = 0.94 和 RMSE = 7.70,其次是偏最小二乘回归,R2 = 0.90 和 RMSE = 10.37。这些结果为今后研究高光谱数据和 FS 实时量化植物病害的能力提供了一个精确的量化基准。
{"title":"Leveraging machine learning to discriminate wheat scab infection levels through hyperspectral reflectance and feature selection methods","authors":"Ghulam Mustafa ,&nbsp;Hengbiao Zheng ,&nbsp;Yuhong Liu ,&nbsp;Shihong Yang ,&nbsp;Imran Haider Khan ,&nbsp;Sarfraz Hussain ,&nbsp;Jiayuan Liu ,&nbsp;Wu Weize ,&nbsp;Min Chen ,&nbsp;Tao Cheng ,&nbsp;Yan Zhu ,&nbsp;Xia Yao","doi":"10.1016/j.eja.2024.127372","DOIUrl":"10.1016/j.eja.2024.127372","url":null,"abstract":"<div><div>Real-time or pre-symptomatic wheat scab (WS) detection is inevitable for precision agriculture to secure yield and quality at the critical grain formation stage. For this, feature selection (FS) techniques and machine learning (ML) have demonstrated their capabilities. However, for the same type and size of dataset, all FS and ML techniques behave differently due to their diverse primary constituents. This study attempts to leverage ML for WS classification and prediction employing different FS techniques on hyperspectral data of wheat spikes. The spectral features were selected and assessed to regress and classify disease occurrence. Relief-F-neural net (NN) manifested the best results with classification accuracy (CA) of 67 % and 89 % at the pre-symptomatic scale and 3 days after inoculation (DAI), respectively. Followed by continuous wavelet transform (CWT)-NN with 63 % CA at the pre-symptomatic scale and CWT-Xgboost with 89 % CA at 3DAI. For prediction, random forest regression revealed best accuracy of R<sup>2</sup> = 0.94 and RMSE = 7.70, followed by partial least squares regression with R<sup>2</sup> = 0.90 and RMSE = 10.37. The results offer a precise quantitative benchmark for future investigations into the capacity of hyperspectral data and FS for the real-time quantification of plant diseases.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127372"},"PeriodicalIF":4.5,"publicationDate":"2024-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digestate in replacement of synthetic fertilisers: A comparative 3–year field study of the crop performance and soil residual nitrates in West-Flanders 沼渣替代合成肥料:对西佛兰德地区作物表现和土壤残留硝酸盐进行为期 3 年的田间比较研究
IF 4.5 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-10-01 DOI: 10.1016/j.eja.2024.127380
Gregory Reuland , Tomas Van de Sande , Harmen Dekker , Ivona Sigurnjak , Erik Meers
Nitrogen (N) is an essential macronutrient for plant growth. As a widespread source of plant-available N, ammonia synthesis via the Haber-Bosch process has proven an extremely valuable commodity in farming systems since the middle of the twentieth century. However, its heavy reliance on ever-shrinking fossil fuel reserves and its sizeable carbon footprint have fostered the exploration of alternative, more sustainable, fertilising prospects. Through the recycling and reuse of nutrient byproducts, biobased fertilisers (BBF) can help reduce the European Union’s dependency on imported synthetic fertilisers. In this study, we examined digestate, the liquid fraction of digestate, pig slurry and pig urine as potential substitutes for synthetic fertilisers. In a full-scale field approach using a different crop each year (maize, spinach, potatoes), the agronomic performance of the treatments (defined as the crop N uptake and the crop yield) and the environmental performance (taken as the residual soil nitrates after harvest) of the BBF treatments were compared with those of a synthetic fertiliser benchmark (calcium ammonium nitrate) at three N regimes. As regards short-term fertilising capability, results showed that yields obtained from BBFs were not statistically different (p > 0.05) than those obtained with synthetic fertilisers. Likewise, for soil residual nitrates (0–90 cm), measured in October–November of each year, no difference (p > 0.05) was detected between the BBFs and the synthetic fertiliser reference treatments. However, the non-superiority test showed that some BBFs tended to perform better in terms of residual nitrates than the synthetic regimes. Generally, results pointed to a fast N release ability of the BBFs, indicated by the presence of nitrates at different soil depths. Hence, as with the mineral fertiliser, BBFs were prone to leaching which calls for adequate N management strategies. The N content of some BBFs were shown to vary over time, hence adequate and timely nutrient characterisations must be carried out prior to field application to ensure a more accurate N accountancy and reduce risks of over-fertilisation (or under-fertilisation).
氮(N)是植物生长必不可少的主要营养元素。自二十世纪中叶以来,通过哈伯-博施工艺合成的氨作为植物可用氮的广泛来源,已被证明是农业系统中极为宝贵的商品。然而,对日益减少的化石燃料储备的严重依赖及其巨大的碳足迹促进了对替代性、更可持续的肥料前景的探索。通过回收和再利用养分副产品,生物基肥料(BBF)有助于减少欧盟对进口合成肥料的依赖。在这项研究中,我们考察了沼渣、沼液、猪浆和猪尿作为合成肥料潜在替代品的情况。在每年使用一种不同作物(玉米、菠菜、马铃薯)的大规模田间试验中,我们比较了 BBF 处理与合成肥料基准(硝酸铵钙)在三种氮肥制度下的农艺表现(作物氮吸收量和作物产量)和环境表现(收获后土壤硝酸盐残留量)。在短期施肥能力方面,结果显示 BBF 的产量与使用合成肥料的产量相比没有统计学差异(p > 0.05)。同样,在每年 10 月至 11 月测量的土壤残留硝酸盐(0-90 厘米)方面,BBF 和合成肥料参考处理之间也未发现差异(p > 0.05)。不过,非优劣检验表明,某些 BBF 在残留硝酸盐方面的表现往往优于合成肥料。一般来说,结果表明 BBFs 具有快速释放氮的能力,这一点从不同土壤深度的硝酸盐存在情况可以看出。因此,与矿物肥料一样,BBFs 也很容易被沥滤,这就需要采取适当的氮管理策略。一些 BBFs 的氮含量随时间而变化,因此在田间施肥前必须进行充分、及时的养分鉴定,以确保更准确的氮核算,降低过度施肥(或施肥不足)的风险。
{"title":"Digestate in replacement of synthetic fertilisers: A comparative 3–year field study of the crop performance and soil residual nitrates in West-Flanders","authors":"Gregory Reuland ,&nbsp;Tomas Van de Sande ,&nbsp;Harmen Dekker ,&nbsp;Ivona Sigurnjak ,&nbsp;Erik Meers","doi":"10.1016/j.eja.2024.127380","DOIUrl":"10.1016/j.eja.2024.127380","url":null,"abstract":"<div><div>Nitrogen (N) is an essential macronutrient for plant growth. As a widespread source of plant-available N, ammonia synthesis via the Haber-Bosch process has proven an extremely valuable commodity in farming systems since the middle of the twentieth century. However, its heavy reliance on ever-shrinking fossil fuel reserves and its sizeable carbon footprint have fostered the exploration of alternative, more sustainable, fertilising prospects. Through the recycling and reuse of nutrient byproducts, biobased fertilisers (BBF) can help reduce the European Union’s dependency on imported synthetic fertilisers. In this study, we examined digestate, the liquid fraction of digestate, pig slurry and pig urine as potential substitutes for synthetic fertilisers. In a full-scale field approach using a different crop each year (maize, spinach, potatoes), the agronomic performance of the treatments (defined as the crop N uptake and the crop yield) and the environmental performance (taken as the residual soil nitrates after harvest) of the BBF treatments were compared with those of a synthetic fertiliser benchmark (calcium ammonium nitrate) at three N regimes. As regards short-term fertilising capability, results showed that yields obtained from BBFs were not statistically different (p &gt; 0.05) than those obtained with synthetic fertilisers. Likewise, for soil residual nitrates (0–90 cm), measured in October–November of each year, no difference (p &gt; 0.05) was detected between the BBFs and the synthetic fertiliser reference treatments. However, the non-superiority test showed that some BBFs tended to perform better in terms of residual nitrates than the synthetic regimes. Generally, results pointed to a fast N release ability of the BBFs, indicated by the presence of nitrates at different soil depths. Hence, as with the mineral fertiliser, BBFs were prone to leaching which calls for adequate N management strategies. The N content of some BBFs were shown to vary over time, hence adequate and timely nutrient characterisations must be carried out prior to field application to ensure a more accurate N accountancy and reduce risks of over-fertilisation (or under-fertilisation).</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"161 ","pages":"Article 127380"},"PeriodicalIF":4.5,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
European Journal of Agronomy
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1